NOVEL CHRONOTHERAPY BASED ON CIRCADIAN RHYTHMS

Abstract
The invention includes a formulation of a therapeutic compound, wherein release of the therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the therapeutic compound. The invention also includes a method of developing such formulations and a method of treating a disorder in a subject using such formulations.
Description
BACKGROUND OF THE INVENTION

Circadian rhythms are endogenous 24-hour oscillations in behavior and biological processes found in all lives. This internal clock allows an organism to adapt its physiology in anticipation of transitions between night and day. The circadian clock drives oscillations in a diverse set of biological processes, including sleep, locomotor activity, blood pressure, body temperature, and blood hormone levels (Levi, et al., 2007, Annu. Rev. Pharmacol. Toxicol., 47:593-628; Curtis et al, 2006, Ann. Med., 38:552-9). Disruption of normal circadian rhythms leads to clinically relevant disorders including neurodegeneration and metabolic disorders (Hastings, et al., 2013, Curr. Opin. Neurobiol., 23:880-7; Marcheva, et al., 2010, Nature, 466:627-631). In mammals, the molecular basis for these physiological rhythms arises from the interactions between two transcriptional/translational feedback loops (Lowrey, 2011, Adv. Genet., 74:175-230). Many members of the core clock regulate the expression of other transcripts. These clock-controlled genes mediate the molecular clock's effect on downstream rhythms in physiology.


There is a need in the art for a novel formulation of a therapeutic compound to improve its efficacy and safety according to the circadian rhythms. The present invention satisfies this need.


BRIEF SUMMARY OF THE INVENTION

In one aspect, the present invention includes a formulation providing coordinated release of a therapeutic compound selected from Table 1, wherein release of the therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the therapeutic compound. In certain embodiments, the at least one target gene is PPARα. In other embodiments, the target gene of the therapeutic compound is a niacin receptor, Niacr1. In yet other embodiments, the therapeutic compound is niacin. In yet other embodiments, the niacin is released zero to six hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In yet other embodiments, the therapeutic compound is dosed within one hour of a final meal before bedtime.


In another aspect, the formulation of the invention provides coordinated release of a first portion of the therapeutic compound and a second portion of the therapeutic compound such that release of the first portion of the therapeutic compound coincides with peak or trough expression of the at least one target gene and release of the second portion of the therapeutic compound occurs after peak or trough expression of the at least one target gene. In certain embodiments, release of the second portion of the therapeutic compound occurs prior to one half-life of the therapeutic compound following the first portion release. In other embodiments, release of the second portion of the therapeutic compound occurs after one half-life of the therapeutic compound following the first portion release. In yet other embodiments, release of the second portion of the therapeutic compound occurs after the release of substantially the entire first portion and prior to one half-life of the therapeutic compound following the release of the first portion. In yet other embodiments, release of the second portion of the therapeutic compound occurs prior to the release of substantially the entire first portion. In yet other embodiment, release of a second portion of the therapeutic compound contained in the formulation occurs at a time independent of an expression peak or trough of its target gene in a tissue type and wherein the release of the second portion avoids an undesirable side effect. In yet other embodiments, the formulation further provides release of at least a third portion of the therapeutic compound.


In yet another aspect, the therapeutic compound of the formulation inhibits at least two target genes and wherein the formulation provides coordinated release such that release of a first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of a first target gene and release of a second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of a second target gene. In certain embodiments, the formulation further provides release of at least a third portion of the therapeutic compound contained in the formulation such that release of the at least third portion coincides with peak or trough expression of at least a third target gene and wherein peak or trough expression of the at least third target gene is defined in Table 2. In other embodiments, the first target gene and the second target gene are each selected from Table 1. In yet other embodiments, peak or trough expression of the target gene in each tissue type is defined in Table 2. In yet other embodiments, each of the at least two target genes is selected from the group consisting of PPARα, PPARδ, and PPARγ. In yet other embodiments, the therapeutic compound is a fibrate having a half-life of less than six hours. In yet other embodiments, the fibrate is released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In yet other embodiments, the at least two target genes are expressed in at least two tissue types and wherein the formulation provides coordinated release of the therapeutic compound such that release of the first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the first target gene in the first tissue type and release of the second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the second target gene in the second tissue type.


In yet other aspect, the formulation provides coordinated release of the therapeutic compound such that release of a first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the at least one target gene in a first tissue type and release of a second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the at least one target gene in a second tissue type, and the at least one target gene is expressed in at least two tissue types. In certain embodiments, the first tissue type and the second tissue type are each selected from Table 1. In other embodiments, the first tissue type is liver and the second tissue type is kidney. In yet other embodiments, the therapeutic compound is Gemfibrozil or Bezafibrate. In yet other embodiments, the formulation further provides release of at least a third portion of the therapeutic compound contained in the formulation such that the release of the at least third portion coincides with peak or trough expression of the at least on target gene in an at least third tissue type and wherein peak or trough expression of the at least one target gene in the at least third tissue type is defined in Table 2. In yet other embodiments, the first target gene is PPARα and the first tissue type is liver. In yet other embodiments, the second target gene is PPARγ and the second tissue type is kidney. In yet other embodiments, the formulation provides release of at least a third portion of the therapeutic compound contained in the formulation such that the release of the at least third portion coincides with peak or trough expression of at least a third target gene and wherein peak or trough expression of the at least third target gene is defined in Table 2, optionally, wherein the at least a third target gene is expressed in a third tissue type.


In yet another aspect, the invention includes a formulation providing coordinated release of at least two therapeutic compounds selected from Table 1, wherein each therapeutic compound inhibits at least one different target gene wherein release of a first therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the first therapeutic compound and wherein release of a second therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the second therapeutic compound. In certain embodiments, release of the second therapeutic compound occurs at a specified time following release of the first therapeutic compound wherein the specified time correlates with a differential between peak or trough expression of at least one target gene of the first therapeutic compound and peak or trough expression of at least one target gene of the second therapeutic compound and wherein peak or trough expression of each target gene is defined in Table 2. In other embodiments, release of the second therapeutic compound occurs at a specified time following release of the first therapeutic compound wherein the specified time correlates with a differential in peak or trough expression of the target gene of the first therapeutic compound and the peak or trough expression of the target gene of the second therapeutic compound as defined in Table 2. In yet other embodiments, the target gene of the first therapeutic compound is Agtr1a and the target gene of the second therapeutic compound is Adrb2 or Adrb1. In yet other embodiments, the first therapeutic compound is an angiotensin receptor blocker (ARB) having a half-life of less than six hours and wherein the second therapeutic compound is a beta blocker having a half-life of less than three hours. In yet other embodiments, the ARB is released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the beta blocker is released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In yet other embodiments, the ARB is Valsartan or Losartan and the beta blocker is Metoprolol or Timolol. In yet other embodiments, the target gene of the first therapeutic compound is Agtr1a and the target gene of the second therapeutic compound is Car4, Car2, Car12, or Car9. In yet other embodiments, the first therapeutic compound is an angiotensin receptor blocker (ARB) having a half-life of less than six hours and wherein the second therapeutic compound is a diuretic. In one embodiment, the ARB is released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the diuretic is released six to eight hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In another embodiment, the ARB is Valsartan or Losartan and diuretic is Hydrochlorothiazide. In yet another embodiment, the target gene of the first therapeutic compound is Ace and the target gene of the second therapeutic compound is Adrb2 or Adrb1. In yet other embodiments, the first therapeutic compound is an acetylcholinesterase (ACE) inhibitor having a half-life of less than six hours and wherein the second therapeutic compound is a beta blocker having a half-life of less than three hours. In one embodiment, the ACE inhibitor is released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the beta blocker is released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In another embodiment, the ACE inhibitor is Enalapril or Ramipril and the beta blocker is Metoprolol or Timolol. In yet other embodiments, the target gene of the first therapeutic compound is Ace and the target gene of the second therapeutic compound is Car4, Car2, Car12, or Car9. In one embodiment, wherein the first therapeutic compound is an acetylcholinesterase (ACE) inhibitor having a half-life of less than six hours and wherein the second therapeutic compound is a diuretic. In another embodiment, the ACE inhibitor is released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the diuretic is released six to eight hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In yet another embodiment, the ACE inhibitor is Enalapril or Ramipril and diuretic is Hydrochlorothiazide. In yet other embodiments, the target gene of the first therapeutic compound is PPARα and the target gene of the second therapeutic compound is Hmgcr. In certain embodiments, the first therapeutic compound is a fibrate having a half-life of less than two hours and wherein the second therapeutic compound is a statin having a half-life of less than two hours. In one embodiment, the fibrate is released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the statin is released four to six hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In another embodiment, the fibrate is principally metabolized by CYP3A4 and the statin is principally metabolized by CYP2C9. In yet another embodiment, the fibrate is Gemfibrozil and the statin is Fluvastatin. In other embodiments, the first therapeutic compound and the second therapeutic compound are dosed before bedtime and each exhibits normal pharmacokinetics once released from the formulation. In yet other embodiments, the formulation of the invention further provides release of at least a third therapeutic compound contained in the formulation such that release of the at least third therapeutic compound coincides with peak or trough expression of at least a third target gene and wherein peak or trough expression of the at least third target gene is defined in Table 2.


In yet another aspect, the formulation of the invention provides coordinated release of at least two different therapeutic compounds selected from Table 1, wherein the at least two therapeutic compounds have at least one common target gene, wherein release of a first therapeutic compound coincides with peak or trough expression of the common target gene and release of a second therapeutic compound coincides with peak or trough expression of the common target gene.


In yet another aspect, the invention includes a method for treating a disease in a subject in need thereof. The method comprises administering an effective amount of a formulation of the invention at a specified time, such that release of a therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the therapeutic compound.


In yet another aspect, the invention includes a kit comprising a formulation of the invention and instructions for use. In certain embodiments, the instructions specify that the formulation is provided such that release of a first therapeutic compound or a first portion of the first therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the first therapeutic compound.


In yet another aspect, the invention includes a method of developing an improved formulation for a therapeutic compound. The method comprises: identifying the circadian phase of gene expression of a target for the therapeutic compound; identifying a desired administration time; and calculating a difference between the circadian phase of the target gene expression and the desired administration time; and developing a delayed-release formulation corresponding to the calculated difference.


In yet another aspect, the invention includes a method of developing an improved formulation to reduce an undesired side effect of a therapeutic compound. The method comprises: identifying a circadian phase of gene expression of a target associated with the undesired side effect of the therapeutic compound; identifying a desired administration time to minimize the undesired side effect; calculating a difference between circadian phase of gene expression of the target and the desired administration time; and developing a delayed-release formulation corresponding to the calculated difference.


In yet another aspect, the invention includes a method of developing an improved formulation to reduce the metabolism of a therapeutic compound. The method comprises: identifying a circadian phase of expression of a metabolic enzyme involved in the metabolism of the therapeutic compound; identifying a desired administration time to minimize the metabolism of the therapeutic compound; calculating a difference between the circadian phase of expression of the metabolic enzyme and the desired administration time; and developing a delayed-release formulation corresponding to the calculated difference.


In yet another aspect, the invention includes a method of developing an improved formulation to increase the metabolism of a prodrug. The method comprises: identifying a circadian phase of expression of a metabolic enzyme involved in converting the prodrug to a drug; identifying a desired administration time to maximize the metabolism of the prodrug; calculating a difference between circadian phase of expression of the metabolic enzyme and the desired administration time; and developing a delayed-release formulation corresponding to the calculated difference.


In yet another aspect, the invention includes a method of developing an improved formulation to increase the transportation of a therapeutic compound to its desired target. The method comprises: identifying a circadian phase of expression of a transporter involved in the transportation of the therapeutic compound to its desired target; identifying a desired administration time to increase the transportation of the therapeutic compound to its desired target; calculating a difference between circadian phase of expression of the transporter and the desired administration time; and developing a delayed-release formulation corresponding to the calculated difference.


In yet another aspect, the invention includes a method of developing an improved formulation to decrease the transportation of a therapeutic compound to its undesired target. The method comprises: identifying a circadian phase of expression of a transporter involved in the transportation of the therapeutic compound to its undesired target; identifying a desired administration time to decrease the transportation of the therapeutic compound to its undesired target; calculating a difference between circadian phase of expression of the transporter and the desired administration time; and developing a delayed-release formulation corresponding to the calculated difference.


In certain embodiments, the therapeutic compound is selected from the group consisting of esomeprazole, valsartan, rituximab, fluticasone, lisdexamfetamine dimesylate, oseltamivir, methylphenidate, testosterone, lidocaine, quetiapine, sildenafil, niacin, insulin lispro, pemetrexed, ipratropium bromide/albuterol, albuterol sulfate, sitagliptin/metformin, metoprolol succinate, ezetimibe/simvastatin, rabeprazole, eszopiclone, omeprazole, dexmethylphenidate, enalapril, neostigmine, ephedrine, pyridostigmine, lisdexamfetamine, salmeterol, salbutamol, timolol, metoprolol, epinephrine, propranolol, hydralazine, acetazolamide, fludrocortisone, spironolactone, docetaxel, paclitaxel, nifedipine, pilocarpine, atropine, levamisole, carbidopa, flucytosine, levodopa, dopamine, naloxone, propofol, midazolam, ondansetron, ethionamide, vinblastine, hydrochlorothiazide, primaquine, gentamicin, dacarbazine, didanosine, cytarabine, cefazolin, metformin, tetracycline, misoprostol, sulfasalazine, ibuprofen, acetylsalicylic acid, riboflavin, verapamil, ketamine, ciprofloxacin, etoposide, propylthiouracil, mebendazole, fluorouracil, and allopurino. In one embodiment, the therapeutic compound is valsartan. In another embodiment, the desired administration time is between 5 pm and 9 pm.


In yet another aspect, the invention includes to a delayed-release formulation comprising a pharmaceutically effective amount of valsartan, wherein the valsartan is delayed to be released to gastrointestinal tract from the time when the valsartan is orally administered. In certain embodiments, the delay is about 6 hours. In other embodiments, the delayed-release formulation further comprises an erodible plug, an impermeable capsule body, and soluble cap.


In yet another aspect, the invention includes a method of maximizing the efficacy of a therapeutic compound in a subject. The method comprises identifying the circadian phase of the subject using a measuring device; identifying the target gene of the therapeutic compound; and administering the therapeutic compound to the subject at the circadian phase when the target gene for the therapeutic compound is maximally or minimally expressed; wherein the measuring device is installed with a suitable application that identifies or tracks the circadian phases of the subject. In one embodiment, the therapeutic compound is streptozocin.





BRIEF DESCRIPTION OF THE DRAWINGS

For the purpose of illustrating the invention, there are depicted in the drawings certain embodiments of the invention. However, the invention is not limited to the precise arrangements and instrumentalities of the embodiments depicted in the drawings.



FIG. 1 illustrates the breakdown of circadian genes and non-coding RNAs. Panel A illustrates the number of protein-coding genes in each organ that exhibit circadian expression. Blue marks indicate the number of genes with at least 1 spliceform detected by RNA-seq. Orange marks indicate the number of genes with at least 2 spliceforms detected by RNA-seq. Blue numbers to the right of each bar list the percentage of protein coding genes with rhythmic expression in each tissue. Panel B is a graph illustrating the distribution of the number of organs in which a protein-coding gene oscillated according to the circadian cycle. Panel C is a graph illustrating average total number of circadian genes detected as a function of the number of organs sampled. Panel D is a graph illustrating the percentages of each transcript class that did vs. did-not oscillate in at least one organ.



FIG. 2 illustrates parameters of circadian gene expression across organs. Panel A is a graph illustrating the relationship between organ, oscillation amplitude and oscillation phase of circadian gene expression. Upper-left quadrant illustrates histograms of amplitudes within each organ (number of circadian genes expressed within each amplitude bin is shown on the horizontal axis, grouped by organ). Upper-right quadrant illustrates histograms of amplitudes of expression within each phase, across all organs. Lower-right quadrant illustrates histograms of phases of expression within each organ, with summary radial diagrams (number of circadian genes within each phase bin is shown on the vertical axis, grouped by organ). Lower-left quadrant illustrates Venn diagrams of the identities of the genes whose expression oscillated within a given pair of organs. Panel B is schematic ontogenic tree constructed using the average phase differences between each organ pair's shared circadian gene expression as the distance metric. Shared gene expression corresponds to the overlapping regions from Venn diagrams in panel A.



FIG. 3 illustrates pathways of gene expression across biological space and time. Panel A illustrates a superimposed circadian graph of the deltex gene Dtx4 expression in all organs tested. Panel B illustrates an example of pathway components' timing of gene expression reflecting function: expression profiles from the heart, for Vegfa and its two receptors Kdr and Flt1. Black arrows highlight times at which Flt1 and Kdr are anti-phased. Panel C illustrates an example of systemic pathway of gene expression orchestration segregating in time and space: expression profile of Igf1 in the liver, as compared to its downstream target Pik3 in several organs. Panel D illustrates an example of widespread pathway gene expression component synchronization within the same space (organ): expression profiles from the kidney for multiple signaling receptors that activate the PIK3-AKT-MTOR pathway.



FIG. 4 illustrates the overlap of circadian disease gene expression and drug targets. Panel A is a schematic diagram illustrating overlap between expression of circadian genes, expression of known disease-associated genes, and expression of drug targets. Panel B illustrates an example of a common drug having an oscillatory target gene expression: expression profiles for the aspirin target Ptgs1 from heart, lung, and kidney. Traces of expression from these organs of the mir22 host gene, predicted to target Ptgs1, are also shown. Panel C illustrates the number of PubMed references disclosing circadian vs. non-circadian genes.



FIG. 5 illustrates oscillating transcripts from expression of genes across different organs. Panel A is a graph illustrating the effect of 5% false-discovery rate for detection. Panel B is a graph illustrating the average total number of oscillating genes expressed and detected as a function of the number of organs sampled. Panel C is a set of radial diagrams illustrating the phase distribution of oscillating gene expression in each organ.



FIG. 6 illustrates conserved circadian non-coding RNAs (ncRNAs). Panel A is a schematic diagram illustrating method overview for identifying conserved ncRNAs. Panel B is a diagram illustrating functional types of circadian conserved ncRNAs. Types were defined by GENCODE and Ensembl biotypes, assigned by using Ensembl and manual annotation.



FIG. 7 illustrates representative examples of conserved circadian ncRNAs and anti-sense transcripts. Panel A is a RNA-seq coverage plot for Galt (red) and its antisense transcript (blue). The gene model for Galt is displayed above the coverage plots. Panel B comprises two graphs illustrating expression profiles for Galt (red; data from microarrays) and the antisense transcripts (blue; data from RNA-seq). Gray regions indicate subjective night. Panel C is a RNA-seq coverage plot for Snhg12. The gene model is displayed below the coverage plot. Note the locations of the mature small nucleolar RNA (snoRNA) sequences located in the introns of Snhg12. Panel D comprises two graphs illustrating RNA-seq expression profiles for Snhg12 in brown adipose and hypothalamus. Panel E is a RNA-seq coverage plot for Arnt1 (red) and its antisense transcript (blue), from white adipose tissue. The gene model for Arnt1 is displayed above the coverage plots. Panel F comprises two graphs illustrating expression profiles for Arnt1 (red; data from microarrays) and the antisense transcripts (blue; data from RNA-seq), from white adipose tissue and liver. Panel G is a RNA-seq coverage plot for Per2 (red) and its antisense transcript (blue), from white adipose tissue. The gene model for Per2 is displayed above the coverage plots. Panel H comprises four graphs illustrating expression profiles for Per2 (red) and the antisense transcript (blue) from liver, adrenal gland, lung, and kidney.



FIG. 8 illustrates genomic characteristics common to rhythmically-expressed genes. Panel A comprises a plot and a gene map illustrating genomic clustering of each organ's oscillatory gene expression. The test-statistic used was the sum of the squared number of oscillatory genes expressed within a sliding nine-gene window (intergenic distance disregarded). Significance values were derived using null distributions determined by randomly shuffling gene positions 1-million times for each organ-chromosome pair. Panel B is a graph illustrating the total length of circadian vs. non-circadian genes. Panel C is a graph illustrating length of circadian vs. non-circadian genes across 5′UTRs. Panel D is a graph illustrating length of circadian vs. non-circadian genes across CDS length. Panel E is a graph illustrating length of circadian vs. non-circadian genes across 3′UTRs. Panel F is a graph illustrating spliceforms counts of circadian vs. non-circadian gene expression for detected spliceforms. Panel G is a graph illustrating spliceforms counts of circadian vs. non-circadian gene expression for unique sets of spliceforms expressed across organs. Panel H is a graph illustrating spliceforms counts of circadian vs. non-circadian gene expression for unique, dominant spliceforms expressed across organs. Panel I is a graph illustrating number of genes having the given maximum phase difference in expression between any two organs. Vegfa is shown as an example.



FIG. 9 illustrating expression of core circadian oscillator genes across organs. Panel A is a scheme illustrating expression of each gene in all organs superimposed. Panel B is a heatmap representation of expression of the circadian genes described in Panel A.



FIG. 10 is a scheme illustrating the method of discovering oscillation influence on pathways. Nodes represent Reactome pathways, with size corresponding to total number of genes in a pathway and color corresponding to percent of genes with rhythmic expression at the organism level. Edges convey pathway hierarchy. Heatmap depicts significance of pathways' oscillatory fractions by Fisher's exact test at the organ level.



FIG. 11 illustrates that Mir22 expression reduced endogenous PTGS1 in NIH3T3 cells. Panel A is a graph illustrating the representative Western blot analysis of lysates from NIH3T3 cells transfected with mirNeg, mir-22-3p, or mir-22-5p. Panel B is a graph illustrating densitometric quantification of PTGS1 protein expression from Western blots, normalized to GAPDH protein expression. Values are mean intensities relative to the mirNeg condition, ±SD. Panel C is a graph illustrating the quantification of Ptgs1 mRNA by qPCR from the same samples assayed in FIG. 11, Panel B.



FIG. 12 is a set of graphs illustrating circadian expression of core clock genes and drug targets in human lung. Data from human lung samples were downloaded from the NCBI GEO database (GSE23546). Using CYCLOPS and a set of ˜1000 homologs of clock-regulated genes in the mouse, 1349 human lung samples were re-ordered in periodic space. Each blue dot represents data from a single sample, while the red line indicates the best fit to the cosine trend. Plotted are expression levels of 33 core clock gene and drug target transcripts. If a gene had multiple clock-regulated transcripts, they were plotted. For example, CLOCK and CRY1, core clock genes, and DBP and TEF, output regulators, are expressed with high amplitude circadian rhythms as evaluated by cosinor regression. As seen in animal models, CRY1 (RORE regulated) and DBP/TEF (E-box) regulated are opposite phase. Several drug targets were also found to be clock regulated in human lung samples. For example, DDC, PDE4A, PDE4B, PDE5A, PPARA, and XDH were all found to be clock-regulated.



FIG. 13 is a set of graphs illustrating circadian expression of core clock genes and drug targets in human liver. Data from human lung samples were downloaded from the NCBI GEO database (GSE9588). Using CYCLOPS, 427 human liver samples were re-ordered in periodic space. Each blue dot represents data from a single sample, while the red line indicates the best fit to the cosine trend. Plotted are 20 core clock genes and drug target transcripts. If a gene had multiple clock-regulated transcripts, they were plotted. For example, CLOCK and CRY1, core clock genes, and DBP and TEF, output regulators, are expressed with high amplitude circadian rhythms as evaluated by cosinor regression. As seen in animal models, CRY1 (RORE regulated) and DBP (E-box) regulated are opposite phase. Several drug targets were also found to be clock regulated in human liver samples. For example, AGTR1, DDC, PDE4A, PDE4B, PDE5A, PPARA, and XDH were all found to be clock-regulated.





DETAILED DESCRIPTION OF THE INVENTION

The present invention relates to the unexpected discovery of patterns of circadian gene expression within various organs and tissues of a human. The invention further relates to a method of developing an improved formulation of a therapeutic substance to improve its efficacy and reduce its side effects according to the expression of these circadian genes.


Definitions

As used herein, each of the following terms has the meaning associated with it in this section.


Unless defined otherwise, all technical and scientific terms used herein generally have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Generally, the nomenclature used herein and the laboratory procedures in animal pharmacology, pharmaceutical science, separation science and organic chemistry are those well-known and commonly employed in the art.


As used herein, the articles “a” and “an” refer to one or to more than one (i.e., to at least one) of the grammatical object of the article. By way of example, “an element” means one element or more than one element.


As used herein, the term “about” is understood by persons of ordinary skill in the art and varies to some extent on the context in which it is used. As used herein when referring to a measurable value such as an amount, a temporal duration, and the like, the term “about” is meant to encompass variations of ±20% or ±10%, more preferably ±5%, even more preferably ±1%, and still more preferably ±0.1% from the specified value, as such variations are appropriate to perform the disclosed methods.


As used herein, the terms “adverse effect” and “side effect” are used interchangeably. Both refer to an undesired harmful effect resulting from a medication.


As used herein, the phrase “before bedtime” means up to 6 hours prior to bedtime, e.g., 1 hour, 2 hours, three hours, four hours, five hours, and 6 hours prior. Before bedtime also means at or about bedtime. In certain embodiments, it includes at the time of a final meal prior to bedtime. Bedtime is relative to a subject. For example, a subject who sleeps during the day will have a bedtime in the morning and a standard subject who sleeps at night bill have a bedtime in the evening.


The terms “carrier” or “carrier system” means one or more compatible substances that are suitable for delivering, containing, or “carrying” therapeutic compound ingredient(s) for administration to a patient or subject.


As used herein, the term “chronotherapy” refers to the use of circadian time in determining optimal formulation and dosage of therapeutic compounds to be administered.


As used herein, the term “circadian gene” refers to any gene identified whose expression cycles with a 24-hour period.


As used herein, the term “circadian hour” is defined as the unit of time corresponding to 1/24 of the duration of a circadian cycle. By convention, the onset of locomotor activity of diurnal organisms defines circadian time zero (CT 0). Thus, the onset of activity of nocturnal organisms defines circadian time twelve (CT 12).


As used herein, the terms “circadian phase” and “circadian cycle” are used interchangeably. Both refer to the phase of a circadian rhythm where its peak and trough occur within 24 hours.


As used herein, the term “circadian time” refers to a standard of time based on the free-running period of a rhythm (oscillation).


As used herein, the term “coordinated release” refers to release of at least one therapeutic compound such that the release of the therapeutic compound coincides with peak or trough expression of one or more target genes of the therapeutic compound.


As used herein, the term “drug target” refers to genes whose expression products are bound by or are otherwise functionally affected by a given drug.


As used herein, the term “delayed-release” refers to a medication that does not immediately disintegrate and release the active ingredient into the body of a mammal when administered thereto.


As used herein, the term “delayed-release formulation” refers to a formulation delaying the active ingredient's release to the body of a mammal.


As used herein, the term “enteric coating” relates to a polymer barrier applied on an oral medication. In one instance, the enteric coating works by presenting a barrier wrapping around the active ingredient of an oral medication. Such barrier is stable at the highly acidic PH found in the stomach, but breaks down rapidly at a less acidic or basic environment.


The term “extended-release” is used herein with reference to a drug formulation that releases the therapeutic compound slowly into the bloodstream over time. The advantage of extended-release formulations is to take at less frequent intervals than immediate-release formulations of the same drug.


As used herein, the term “half-life” refers to the duration of time required for the concentration or amount of drug in the body to be reduced by one-half. Generally, the half-life of a drug relates to the amount of the drug in plasma.


The term “immediate-release” is used herein with reference to a drug formulation that does not contain a dissolution rate controlling material. There is substantially no delay in the release of the active ingredient following administration of an immediate-release formulation.


As used herein, the term “inhibit” as it relates to a gene refers to restraining or preventing the expression of the gene, including production of the corresponding RNA or protein.


As used herein, the terms “peak phase” and “peak expression” are used interchangeably. Both refer to the time when the circadian genes or protein expressed thereby are most active.


As used herein, the term “pharmaceutically-acceptable excipients” refers to any physiologically inert, pharmacological inactive material known to one skilled in the art, which is compatible with the physical and chemical characteristics of the active ingredient selected for use. Pharmaceutically-acceptable excipients include, but are not limited to, polymers, resins, plasticizers, fillers, lubricants, solvents, co-solvents, surfactants, preservatives, sweetener agents, flavoring agents, buffer systems, pharmaceutical-grade dyes or pigments, and viscosity agents. Flavoring agents among those useful herein include those described in Remington's Pharmaceutical Sciences, 18th Edition Mack Publishing Company, 1990, pp. 1288-1300, incorporated by reference herein. Dyes or pigments among those useful herein include those described in Handbook of Pharmaceutical Excipients pp. 81-90, 1986 by the American Pharmaceutical Association & the Pharmaceutical Society of Great Britain, incorporated by reference herein.


As used herein, “pharmaceutically acceptable salts” refer to derivatives of the therapeutic compound wherein the parent compound is modified by making an acid or base salt thereof. Examples of pharmaceutically acceptable salts include, but are not limited to, mineral or organic acid salts of basic residues such as amines, alkali or organic salts of acidic residues such as carboxylic acids, and the like. The pharmaceutically acceptable salts include the conventional non-toxic salts or the quaternary ammonium salts of the parent compound formed, for example, from non-toxic inorganic or organic acids. For example, such conventional non-toxic salts include, but are not limited to, those derived from inorganic and organic acids selected from 2-acetoxybenzoic, 2-hydroxyethane sulfonic, acetic, ascorbic, benzene sulfonic, benzoic, bicarbonic, carbonic, citric, edetic, ethane disulfonic, ethane sulfonic, fumaric, glucoheptonic, gluconic, glutamic, glycolic, glycollyarsanilic, hexylresorcinic, hydrabamic, hydrobromic, hydrochloric, hydroiodic, hydroxymaleic, hydroxynaphthoic, isethionic, lactic, lactobionic, lauryl sulfonic, maleic, malic, mandelic, methane sulfonic, napsylic, nitric, oxalic, pamoic, pantothenic, phenylacetic, phosphoric, polygalacturonic, propionic, salicylic, stearic, subacetic, succinic, sulfamic, sulfanilic, sulfuric, tannic, tartaric, toluene sulfonic, and the commonly occurring amine acids, e.g., glycine, alanine, phenylalanine, and arginine.


As used herein, the term “pharmaceutical composition” means an oral dosage form comprised of a safe and effective amount of an active ingredient and a pharmaceutically-acceptable excipient.


As used herein, “preventing,” “prevent,” or “protecting against” describes reducing or eliminating the onset of the symptoms or complications of a disease or disorder.


The phrase “reducing the risk of”, as used herein, means to lower the likelihood or probability of a disease or disorder from occurring in a patient or subject, especially when the patient or subject is predisposed to such or at risk of contracting a disease or disorder.


One of ordinary skill in the art will appreciate that there is some overlap in the definitions of “treating”, “preventing”, and “reducing the risk of”.


As used herein, the term “prodrug” refers to a medication that is administered in an inactive or less than fully active form, and is then converted to its active form through a normal metabolic process, such as hydrolysis of an ester form of the drug.


As used herein, the terms “safe and effective amount”, “effective amount”, and “pharmaceutically effective amount” are used interchangeably. All refers to an amount of a compound or composition high enough to significantly positively modify the symptoms and/or condition to be treated, but low enough to avoid serious side effects (at a reasonable benefit/risk ratio), within the scope of sound medical judgment. The safe and effective amount of active ingredient for use in the method of the invention herein will vary with the particular condition being treated, the age and physical condition of the patient being treated, the severity of the condition, the duration of the treatment, the nature of concurrent therapy, the particular active ingredient being employed, the particular pharmaceutically-acceptable excipient utilized, and like factors within the knowledge and expertise of the attending physician.


As used herein, the phrase “pharmaceutically acceptable” refers to those therapeutic compounds, materials, compositions, carriers, and/or dosage forms which are, within the scope of sound medical judgment, suitable for use in contact with the tissues of human beings and animals without excessive toxicity, irritation, allergic response, or other problems or complications, commensurate with a reasonable benefit/risk ratio.


As used herein, the phrase “release of a therapeutic compound” means that the therapeutic compound enters plasma and reaches at safe and effective amount.


As used herein, the phrase “regulated release” includes immediate-release, extended-release, delayed release, or combination thereof.


As used herein, the terms “synchronize” and “coincide” are used interchangeably. Both refers to an action matching the time when a therapeutic compound reaches safe and effective amount in plasma with the peak or trough of circadian genes or proteins.


A “subject” or “patient,” as used therein, may be a human or non-human mammal. Non-human mammals include, for example, livestock and pets, such as ovine, bovine, porcine, canine, feline and murine mammals. Preferably, the subject is human.


As used herein, the term “tablet” is intended to encompass compressed formulations of all shapes and sizes whether coated or uncoated. As used herein, the term “capsule” or “caplet” is intended to encompass a powdered, pelleted, or beaded formulations enclosed in a shell, e.g., a gelatin shell such as a soft gelatin or hard gelatin capsule.


As used herein, the terms “therapeutic substance,” “drug,” “therapeutic compound,” and “active ingredient” are used interchangeably. All refer to a substance having or exhibiting healing power, curing or mitigating the symptoms of a disease.


As used herein, the phrase “time-release” includes extended-release, delayed release, or combination thereof.


As used herein, the term “transporter” refers to a transport protein that serves the function of moving other material within an organism.


The term “treating”, as used herein, means to cure an already present disease or disorder. Treating can also include inhibiting, i.e., arresting the development of a disease or disorder, and relieving or ameliorating, i.e., causing regression of the disease or disorder.


As used herein, the term “trough” or “trough expression” refers to the time when the target genes or proteins expressed thereby are least active.


It is to be understood that, wherever values and ranges are provided herein, the description in range format is merely for convenience and brevity and should not be construed as an inflexible limitation on the scope of the invention. Accordingly, all values and ranges encompassed by these values and ranges are meant to be encompassed within the scope of the present invention. Moreover, all values that fall within these ranges, as well as the upper or lower limits of a range of values, are also contemplated by the present application. The description of a range should be considered to have specifically disclosed all the possible sub-ranges as well as individual numerical values within that range and, when appropriate, partial integers of the numerical values within ranges. For example, description of a range such as from 1 to 6 should be considered to have specifically disclosed sub-ranges such as from 1 to 3, from 1 to 4, from 1 to 5, from 2 to 4, from 2 to 6, from 3 to 6, and so on, as well as individual numbers within that range, for example, 1, 2, 2.7, 3, 4, 5, 5.3, and 6. This applies regardless of the breadth of the range.


DESCRIPTION

The present invention relates to methods for developing formulations for treating one or more diseases, conditions, or disorders associated with genes that are expressed with circadian rhythms (i.e., genes that oscillate with circadian rhythm). Such formulations have regulated release of at least one therapeutic compound such that the compound's release coincides with peak or trough expression of one or more of the compound's target genes and in at least one tissue type.


The design of appropriate formulation(s) is within the routine level of skill in the art. Before formulations are designed, it is first necessary to identify the disorders and as well as the therapeutic compounds capable of treating the disorder. Then, target gene(s) for the therapeutic compounds are ascertained. Examples of suitable disorders, therapeutic compounds, target gene(s) for the various therapeutic compounds, and the half-lives of exemplary therapeutic compounds are listed in Table 1, infra.


Next, circadian oscillations in transcript expression (including peak and trough expressions) for the target genes in specific tissue types are determined, for example, by using the methods described herein. Data regarding circadian oscillations, including coding and non-coding genes, are available via the World Wide Web (www) bioinf dot itmat dot upenn dot edu/circa, a subset of which is summarized in Table 2, infra.


Using the information provided in Tables 1 and 2, as well as methods well known in the art for making appropriate immediate release and/or time-releases formulations, suitable formulation(s) can be devised that will be useful in treating disease(s), condition(s), or disorder(s) associated with genes that are expressed with circadian rhythms.


For example, formulations can be prepared for situations where a given therapeutic compound has one target gene in one tissue; where a given therapeutic compound has more than one target gene in one tissue; where therapeutic compound(s) have a target gene that is differentially expressed in more than one tissue type; and/or where therapeutic compound(s) have two (or more) target genes that are differentially expressed in more than one tissue type. Formulations can also be designed to include more than one therapeutic compound, wherein the more than one therapeutic compound may have two (or more) target genes that are differently expressed, in time and/or in tissue types. In addition, formulations can also be designed including more than two (e.g., three, four, five, or more) therapeutic compounds.


In other embodiments, formulations can also be designed such that one therapeutic compound is released coincidental with peak or trough expression of its target gene and a second therapeutic compound is released at times that may be independent of its target gene's peak or trough expression. It is often preferable to temporally segregate a therapeutic effect from unwanted side effects. For example, certain statins can cause rhabdomyolysis, which is breakdown of muscle fibers that leads to the release of muscle fiber contents (myoglobin) into the bloodstream. Thus, it is ideal if a statin's therapeutic effect of lipid lowering in the liver is temporally segregated from a side effect of muscle fiber breakdown.


The present invention also includes coordinated release of a therapeutic compound selected from Table 1, wherein release of the therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the therapeutic compound. For example, the at least one target gene is selected from Table 1. In these formulations, the therapeutic compound is released at a defined time (in hours) after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. Those skilled in the art will recognize that, while the exact time for release of the therapeutic compound from the formulation is application specific, the defined time will never be higher than 12 hours.


In one specific example, the at least one target gene is PPARα, and the therapeutic compound may be a fibrate having a half-life of less than six hours. In such formulations, the fibrate is released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. Suitable fibrates for use in such formulations include, but are not limited to, Gemfibrozil or Bezafibrate. Ideally, the formulation is taken by a patient before bedtime (e.g., at bedtime or two to six hours before bedtime) and exhibits normal pharmacokinetics once released from the formulation.


In another specific example, the target gene is Niar1, a niacin receptor, and the therapeutic compound may be niacin (i.e., less than about 500 mg niacin per dose). In such formulations, the niacin is released zero to six hours (e.g., zero to two hours; two to four hours; or four to six hours) after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. The therapeutic compound can be dosed before bedtime (e.g., at bedtime or two to six hours before bedtime) and exhibits normal pharmacokinetics once released from the formulation. The therapeutic compound may also be dosed within one hour of a final meal before bedtime. The niacin can be immediate-released once release from a formulation has begun.


Also included are formulations providing coordinated release of a therapeutic compound selected from Table 1, wherein release of the therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the therapeutic compound. The formulation comprises two portions of the therapeutic compound: a first portion and a second portion, and provides coordinated release of the two portions of the therapeutic compound such that release of the first portion of the therapeutic compound coincides with peak or trough expression of the at least one target gene and release of the second portion of the therapeutic compound occurs after peak or trough expression of the at least one target gene.


In such formulations, the first portion of the therapeutic compound is immediate-released or is time-released.


In various embodiments, the release of the second portion of the therapeutic compound occurs prior to one half-life of the therapeutic compound following the first portion release; occurs after one half-life of the therapeutic compound following the first portion release; occurs after the release of substantially the entire first portion and prior to one half-life of the therapeutic compound following the release of the first portion; or occurs prior to the release of substantially the entire first portion.


In some formulations, release of a second portion of the therapeutic compound contained in the formulation occurs at a time independent of an expression of its target gene in a tissue type and avoids undesirable side effect(s).


Also included are formulations providing coordinated release of a therapeutic compound selected from Table 1, wherein the therapeutic compound inhibits at least two target genes and wherein the formulation provides coordinated release such that release of a first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of a first target gene and release of a second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of a second target gene. For example, the first target gene and the second target gene are each selected from Table 1, and the peak or trough expression of the first target gene and peak or trough expression of the second target gene are defined in Table 2.


The first portion of the therapeutic compound can be released 0 to 2 hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C.


The second portion of the therapeutic compound can be released 2-6 hours following the first portion is released, which correlates with a differential in peak or trough expression of the first and second target genes as defined in Table 2.


In such formulations, the release of a second portion of the therapeutic compound contained in the formulation occurs at a time independent of a differential in peak or trough expression of a first target gene and a second target gene as defined in Table 2 and avoids undesirable side effect(s).


The first portion of the therapeutic compound can be immediate-released or time-released.


These formulations further comprise at least a third portion of the therapeutic compound. The release of the at least third portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of at least a third target gene and wherein peak or trough expression of the at least third target gene is defined in Table 2.


In one specific example, the at least two target genes is selected from the group consisting of PPARα, PPARδ, and PPARγ. In such formulations, the therapeutic compound is a fibrate (e.g., Bezafibrate) having a half-life of less than six hours. For example, the fibrate is released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. Ideally, in these formulations, the therapeutic compound is dosed before the patient's bedtime and exhibits normal pharmacokinetics once released from the formulation.


Also included are formulations providing coordinated release of a therapeutic compound selected from Table 1, wherein release of the therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the therapeutic compound, wherein the target gene is expressed in at least two tissue types and wherein the formulation provides coordinated release of the therapeutic compound such that release of a first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the target gene in a first tissue type and release of a second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the target gene in a second tissue type. In such formulations, the target gene is selected from Table 1 and/or the peak or trough expression of the target gene in each tissue type is defined in Table 2. The first tissue type and the second tissue type are each selected from Table 1.


In these formulations, the first portion of the therapeutic compound is released 0-2 hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. The second portion of the therapeutic compound is released 2-6 hours following the release of the first portion, which correlates with a differential in peak or trough expression of the target gene between the first and second tissue types as defined in Table 2.


In such formulations, the release of a second portion of the therapeutic compound contained in the formulation occurs at a time independent of a differential in peak or trough expression of a first target gene and a second target gene as defined in Table 2 and avoids undesirable side effect(s).


The first portion of the therapeutic compound can be immediate-released or time-released.


In one specific example, the target gene is PPARα, the first tissue type is liver and the second tissue type is kidney. In such formulations, the therapeutic compound is Gemfibrozil or Bezafibrate. The therapeutic compound can be dosed before bedtime.


Such formulations can also provide release of at least a third portion of the therapeutic compound contained in the formulation such that the release of the at least third portion coincides with peak or trough expression of the target gene in an at least third tissue type and wherein peak or trough expression of the target gene in the at least third tissue type is defined in Table 2.


Also included are formulations providing coordinated release of a therapeutic compound selected from Table 1, wherein the therapeutic compound inhibits at least two target genes, wherein the formulation provides coordinated release such that release of a first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of a first target gene and release of a second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of a second target gene, wherein the at least two target genes are expressed in at least two tissue types and wherein the formulation provides coordinated release of the therapeutic compound such that release of the first portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the first target gene in the first tissue type and release of the second portion of the therapeutic compound contained in the formulation coincides with peak or trough expression of the second target gene in the second tissue type. In such formulations, the first target gene and the second target gene are each selected from Table 1 and/or peak or trough expression of the first target gene and peak or trough expression of the second target gene are defined in Table 2.


The first portion of the therapeutic compound can be immediate-released or time-released.


In these formulations, the first portion of the therapeutic compound can be released 0-2 hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. The second portion of the therapeutic compound can be released 2-6 hours following the release of the first portion, which correlates with a differential in peak or trough expression of the first and second target genes as defined in Table 2.


In one specific example, the first target gene is PPARα and the first tissue type is liver. In this example, the second target gene is PPARγ and the second tissue type is kidney. The therapeutic compound is Bezafibrate. In this formulation, the therapeutic compound is dosed before bedtime.


Such formulations may additionally provide release of at least a third portion of the therapeutic compound contained in the formulation such that the release of the at least third portion coincides with peak or trough expression of at least a third target gene and wherein peak or trough expression of the at least third target gene is defined in Table 2, optionally, wherein the at least a third target gene is expressed in a third tissue type.


Also included is a formulation comprising at least two therapeutic compounds selected from Table 1, wherein each therapeutic compound inhibits at least one different target gene wherein release of a first therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the first therapeutic compound and wherein release of a second therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the second therapeutic compound. Release of the second therapeutic compound occurs a specified time following release of the first therapeutic compound wherein the specified time correlates with a differential between peak or trough expression of at least one target gene of the first therapeutic compound and peak or trough expression of at least one target gene of the second therapeutic compound and wherein peak or trough expression of each target gene is defined in Table 2. Release of the second therapeutic compound can also occur at a specified time following release of the first therapeutic compound wherein the specified time correlates with a differential between peak or trough expression of the at least one target gene of the first therapeutic compound in a first tissue type and peak or trough expression of the at least one target gene of the second therapeutic compound in a second tissue type and wherein peak or trough expression of each target gene in each tissue type is defined in Table 2.


The first target gene and the second target gene can each be selected from Table 1.


For example, release of the second therapeutic compound occurs at a specified time following release of the first therapeutic compound wherein the specified time correlates with a differential in peak or trough expression of the target gene of the first therapeutic compound and the peak or trough expression of the target gene of the second therapeutic compound as defined in Table 2.


The first therapeutic compound may be immediate-released or time-released.


In these formulations, the first therapeutic compound is released 0-2 hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. The second therapeutic compound can be released 2-4 hours following release of the first therapeutic compound, which correlates with a differential in peak or trough expression of the target gene of the first therapeutic compound and the target gene of the second therapeutic compound as defined in Table 2.


In one specific example, the target gene of the first therapeutic compound is Niacr1, or a niacin receptor and the target gene of the second therapeutic compound is Hmgcr. For example, when the first therapeutic compound is niacin (e.g., less than 500 mg per dose) and the second therapeutic compound is a statin (e.g., Cerivastatin, Fluvastatin, or Simvastatin) having a half-life of less than three hours, niacin is released two to four after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the statin is released four to six after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In such formulations, the first therapeutic compound and the second therapeutic compound are dosed before bedtime (e.g., within 2 hours of bedtime or within one hour of a final meal before bedtime) and each exhibits normal pharmacokinetics once released from the formulation.


In one specific example of such a formulation, the target gene of the first therapeutic compound is Agtr1a and the target gene of the second therapeutic compound is Adrb2 or Adrb1. For example, when the first therapeutic compound is an angiotensin receptor blocker (ARB) having a half-life of less than six hours (e.g., Valsartan or Losartan) and wherein the second therapeutic compound is a beta blocker having a half-life of less than three hours (e.g., Metoprolol or Timolol), the ARB can be released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the beta blocker can be released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In these formulations, the first therapeutic compound and the second therapeutic compound are dosed before bedtime and each exhibits normal pharmacokinetics once released from the formulation.


In another specific example of such a formulation, the target gene of the first therapeutic compound is Agtr1a and the target gene of the second therapeutic compound is Car4, Car2, Car12, or Car9. For example, when the first therapeutic compound is an angiotensin receptor blocker (ARB) having a half-life of less than six hours (e.g., Valsartan or Losartan) and the second therapeutic compound is a diuretic (e.g., Hydrochlorothiazide), the ARB can be released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the diuretic can be released six to eight hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In these formulations, the first therapeutic compound and the second therapeutic compound each exhibit normal pharmacokinetics once released from the formulation.


In a further specific example of such a formulation, the target gene of the first therapeutic compound is Ace and the target gene of the second therapeutic compound is Adrb2 or Adrb1. For example, when the first therapeutic compound is an acetylcholinesterase (ACE) inhibitor having a half-life of less than six hours (e.g., Enalapril or Reamipril) and the second therapeutic compound is a beta blocker having a half-life of less than three hours (e.g., Metoprolol or Timolol), the ACE inhibitor can be released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the beta blocker can be released two to four hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In these formulations, the first therapeutic compound and the second therapeutic compound are dosed before bedtime and each exhibits normal pharmacokinetics once released from the formulation.


In yet another specific example of such a formulation, the target gene of the first therapeutic compound is Ace and the target gene of the second therapeutic compound is Car4, Car2, Car12, or Car9. For example, when the first therapeutic compound is an acetylcholinesterase (ACE) inhibitor having a half-life of less than six hours (e.g., Enalapril or Reamipril) and the second therapeutic compound is a diuretic (e.g., Hydrochlorothiazide), the ARB can be released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the diuretic can be released six to eight hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In these formulations, the first therapeutic compound and the second therapeutic compound each exhibit normal pharmacokinetics once released from the formulation.


In another embodiment, target gene of the first therapeutic compound is PPARα and the target gene of the second therapeutic compound is Hmgcr. For example, when the first therapeutic compound is a fibrate having a half-life of less than two hours and the second therapeutic compound is a statin having a half-life of less than two hours, the fibrate can be


released zero to two hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. and the statin can released four to six hours after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. In these formulations, the fibrate is principally metabolized by CYP3A4 (e.g., Gemfibrozil) and the statin is principally metabolized by CYP2C9 (e.g., Fluvastatin). In these formulations, the first therapeutic compound and the second therapeutic compound can be dosed before bedtime and are each exhibits normal pharmacokinetics once released from the formulation.


Any of these formulations can further provide release of at least a third therapeutic compound contained in the formulation such that release of the at least third therapeutic compound coincides with peak or trough expression of at least a third target gene and wherein peak or trough expression of the at least third target gene is defined in Table 2.


Also included are formulations providing coordinated release of at least two different therapeutic compounds selected from Table 1, wherein the at least two therapeutic compounds may independently inhibit more than two target genes, but have at least one common target gene, wherein release of a first therapeutic compound coincides with peak or trough expression of the common target gene at one time and release of a second therapeutic compound coincides with peak or trough expression of the common target gene at a different time. In such formulations, the first therapeutic compound has a half-life that differs from the half-life of the second therapeutic compound and wherein the half-lives of the first therapeutic compound and the second therapeutic compound are identified in Table 1. The first therapeutic compound has a half-life shorter than the half-life of the second therapeutic compound. Alternatively, the first therapeutic compound has a half-life longer than the half-life of the second therapeutic compound. In these formulations, the first therapeutic compound is immediate-release or time-released. Likewise, the second therapeutic compound is immediate-release or time-released.


In various embodiments, the first therapeutic compound is released before peak or trough expression of the common target gene and the second therapeutic compound is released after peak or trough expression of the common target gene or the first and second therapeutic compounds are both released before peak or trough expression of the common target gene.


In further embodiments, the release of the second therapeutic compound occurs a specified time following release of the first therapeutic compound and wherein the specified time correlates with a differential in half-lives between the first and second therapeutic compounds as defined in Table 2.


The common target gene of the first and second therapeutic compounds is selected from Table 1.


In these formulations, the first therapeutic compound is released at a defined time (in hours) following after contact with a solution having a pH of between 1 and 5 and a temperature of between 35 and 42° C. Determination of the defined time is within the routine level of skill in the art. Likewise, the second therapeutic compound is released at a defined time (in hours) following release of the first therapeutic compound, which correlates with a differential in half-lives between the first and second compounds as defined in Table 2. Determination of this defined time is within the routine level of skill in the art.


The pharmaceutically acceptable salts of the present invention can be synthesized from a parent compound that contains a basic or acidic moiety by conventional chemical methods. Generally, such salts can be prepared by reacting the free acid or base forms of these compounds with a stoichiometric amount of the appropriate base or acid in water or in an organic solvent, or in a mixture of the two; generally, non-aqueous media like ether, ethyl acetate, ethanol, isopropanol, or acetonitrile are preferred. Lists of suitable salts are found in Remington's Pharmaceutical Sciences, 18th ed. (Mack Publishing Company, 1990) and Remington: The Science and Practice of Pharmacy, 22nd Edition, Baltimore, Md.: Lippincott Williams & Wilkins, 2012, both of which are herein incorporated by reference.


Additionally, any of the therapeutic compounds of the present invention, for example, the salts of the compounds, can exist in either hydrated or unhydrated (the anhydrous) form or as solvates with other solvent molecules. Non-limiting examples of hydrates include monohydrates and dehydrates. Non-limiting examples of solvates include ethanol solvates and acetone solvates.


The therapeutic compounds of the present invention can also be prepared as esters, for example pharmaceutically acceptable esters. For example a carboxylic acid function group in a compound can be converted to its corresponding ester, e.g., a methyl, an ethyl, and another ester. Also, an alcohol group in a compound can be converted to its corresponding ester, e.g., an acetate, a propionate, and another ester.


The therapeutic compounds of the present invention can also be prepared as prodrugs, for example pharmaceutically acceptable prodrugs. Since prodrugs are known to enhance numerous desirable qualities of pharmaceuticals (e.g., solubility, bioavailability, manufacturing, etc.) the therapeutic compounds of the present invention can be delivered in prodrug form. Thus, the present invention is intended to cover prodrugs of the presently claimed therapeutic compounds, methods of delivering the same and compositions containing the same. “Prodrugs” are intended to include any covalently bonded carriers that release an active parent drug of the present invention in vivo when such prodrug is administered to a mammalian subject. Prodrugs of the present invention are prepared by modifying functional groups present in the compound in such a way that the modifications are cleaved, either in routine manipulation or in vivo, to the parent compound. Prodrugs include therapeutic compounds of the present invention wherein a hydroxy, amino, or sulfhydryl group is bonded to any group that, when the prodrug of the present invention is administered to a mammalian subject, cleaves to form a free hydroxyl, free amino, or free sulfhydryl group, respectively. Examples of prodrugs include, but are not limited to, acetate, formate, and benzoate derivatives of alcohol and amine functional groups in the compounds of the present invention.


The formulations disclosed herein may optionally contain an immediate release portion. An immediate release portion of the formulation may to release more than 50%, (e.g., 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or essentially all) of the therapeutic compound(s) in the at least one immediate release portion(s) within about one hour. In certain embodiments, more than 50% and up to essentially all the therapeutic compound(s) in the at least one immediate release portion(s) may be released in less than about 45 min. In other embodiments, more than 50% and up to essentially all the therapeutic compound(s) in the at least one immediate release portion(s) may be released in less than about 30 min. In yet other embodiments, more than 50% and up to essentially all the therapeutic compound(s) in the at least one immediate release portion(s) may be released in less than about 20 min. In yet other embodiments, more than 50% and up to essentially all the therapeutic compound(s) in the at least one immediate release portion(s) may be released in less than about 15 min. In yet other embodiments, more than 50% and up to essentially all the therapeutic compound(s) in the at least one immediate release portion(s) may be released in less than about 10 min. In yet other embodiments, more than 50% and up to essentially all the therapeutic compound(s) in the at least one immediate release portion(s) may be released in less than about 5 min.


Formulation:

The formulation of the present invention includes one or more of the following essential and optional components. The formulation of the present invention also includes therapeutic compound(s).


Suitable carrier components are described in e.g., Eds. R. C. Rowe, et al., Handbook of Pharmaceutical Excipients, Fifth Edition, Pharmaceutical Press (2006); Remington's Pharmaceutical Sciences, 18th ed. (Mack Publishing Company, 1990); and Remington: The Science and Practice of Pharmacy, 22nd Edition, Baltimore, Md.: Lippincott Williams & Wilkins, 2012. Even though a functional category can be provided for many of these carrier components, such a functional category is not intended to limit the function or scope of the component, as one of ordinary skill in the art will recognize that a component can belong to more than one functional category and that the level of a specific component and the presence of other components can affect the functional properties of a component.


a. Emulsifier


The formulations of the present invention may include at least one emulsifier. Useful emulsifiers include polyglycolized glycerides (also known as polyglycolysed glycerides). These materials are generally surface active and depending on their exact composition have a range of melting points and hydrophilic/lipophilic balance ranges (HLBs). These materials are often further combined with a polyhydric alcohol, such as glycerol. The polyglycolized glycerides are mixtures of glycerides of fatty acids and of esters of polyoxyethylene with fatty acids. In these mixtures, the fatty acids are generally saturated or unsaturated C8-C22, for example C8-C12 or C16-C20. The glycerides are generally monoglycerides, diglycerides, or triglycerides or mixtures thereof in any proportions. Polyglycolysed glycerides are marketed e.g., by Gattefosse under the trade names Labrafil, Labrosol, and Gelucire. The Gelucire polyglycolized glycerides are often designated with the melting point and HLB. For example, Gelucire 53/10 refers to a material having a melting point of 53° C. and an HLB of 10. Gelucire materials useful herein include Gelucire 44/14 and Gelucire 50/13. Other emulsifiers useful herein include vitamin E TPGS, ploxamers, and lecithin. Vitamin E TPGS is also known as d-α-tocopheryl polyethylene glycol 1000 succinate. Ploxamers are known by the trade name Pluronics, and are nonionic triblock copolymers composed of a central hydrophobic chain of polyoxypropylene (poly(propylene oxide)) flanked by two hydrophilic chains of polyoxyethylene (poly(ethylene oxide)).


The emulsifier can constitute from about 0.1% to about 99.9% of the formulation of the present invention. In embodiments, the emulsifier can constitute from about 1% to about 20%, from about 1% to about 15%, and from about 1% to about 10% of the formulation of the present invention.


b. Polymeric Dissolution Aid


The formulations of the present invention may include at least one polymeric dissolution aid. Such polymeric dissolution aids include polymers of 1-ethenyl-2-pyrrolidinone; polyamine N-oxide polymers; copolymers of N-vinylpyrrolidone and N-vinylimidazole; polyvinyloxazolidones and polyvinylimidazoles or mixtures thereof. Particularly useful are polymers of 1-ethenyl-2-pyrrolidinone, especially the homopolymer. Generally this homopolymer has a molecular weight range of about 2500 to 3,000,000. This homopolymer is known as polyvinylpyrollidone, PVP, or povidone and in other instances can function as a dissolution aid, disintegrant, suspending agent, or binder.


The polymeric dissolution aid can constitute from about 0.1% to about 99.9% of the formulations of the present invention. In certain embodiments, the polymeric dissolution aid can constitute from about 1% to about 10%, from about 1% to about 5%, and from about 1% to about 2.5% of the formulations of the present invention.


c. Binder


The formulations of the present invention can include at least one binder or binding agent. Examples of binders are cellulose; microcrystalline cellulose; low viscosity water soluble cellulose derivatives such as microcrystalline cellulose, hydroxypropyl cellulose, hydroxypropylmethyl cellulose (HPMC), hydroxyethyl cellulose, ethyl cellulose, methyl cellulose, and sodium carboxy-methyl cellulose; alginic acid derivatives; polyvinylpyrrolidone; magnesium aluminum silicate; starches such as corn starch and potato starch; gelatin; sugars (including sucrose, glucose, dextrose and lactose); waxes; gums (e.g., guar gum, arabic gum, acacia gum, and xanthan gum); and tragacanth. A preferred binder is HPMC. Preferably the binding agent constitutes from about 1 to about 10%. Preferably, the binder constitutes from about 1 to about 4% by weight of the formulation.


d. pH Modifier

The formulations of the present invention can further include at least one pH modifier. Examples of pH modifiers are generally acidic or basic materials that can be used to modify or adjust the pH of the formulation or its environment. Non-limiting examples of pH modifiers useful herein include aspartic acid, citric acid, ethanesulfonic acid, fumaric acid, lactic acid, methanesulfonic acid, tartaric acid, and mixtures thereof.


e. Filler


The formulations of the present invention can further include at least one filler. Examples of fillers are microcrystalline cellulose; glucose; lactose; dextrose; mannitol; sorbitol; sucrose; starches; fumed silica; salts such as sodium carbonate and calcium carbonate; and polyols such as propylene glycol. Preferably, fillers are present in an amount of from 0% to about 50% by weight of the formulations, either alone or in combination. More preferably they are present from about 5% to about 20% of the weight of the formulation.


f. Dispersing or wetting agent


The formulations of the present invention can further include at least one dispersing or wetting agent. Examples of dispersing or wetting agents are polymers such as polyethylene-polypropylene, and surfactants such as sodium lauryl sulfate. Preferably the dispersing or wetting agent is present in an amount of from 0% to about 50% by weight, either alone or in combination. More preferably they are present from about 5% to about 20% of the weight of the formulation.


g. Disintegrant


The formulations of the present invention can further include at least one disintegrant. Examples of disintegrants are modified starches or modified cellulose polymers, e.g., sodium starch glycolate. Other disintegrants include agar; alginic acid and the sodium salt thereof; effervescent mixtures (e.g., the combination of an acid such as tartaric acid or citric acid and a basic salt such as sodium or potassium bicarbonate, which upon contact with an aqueous environment react to produce carbon dioxide bubbles which help to break up or disintegrate the composition); croscarmelose; crospovidone; sodium carboxymethyl starch; sodium starch glycolate; clays; and ion exchange resins. Preferably the disintegrant is present in an amount of from 0% to about 50% by weight of the formulation, either alone or in combination. More preferably the disintegrant is present from about 5% to about 20% by weight of the formulation.


h. Lubricant


The formulations of the present invention can further include at least one lubricant. Generally, the lubricant is selected from a long chain fatty acid or a salt of a long chain fatty acid. Suitable lubricants are exemplified by solid lubricants including silica; talc; stearic acid and its magnesium salts and calcium salts; calcium sulfate; and liquid lubricants such as polyethylene glycol; and vegetable oils such as peanut oil, cottonseed oil, sesame oil, olive oil, corn oil and oil of theobroma. Preferably the lubricant is present in an amount of from 0% to about 50% by weight of the formulation, either alone or in combination. More preferably it is present from about 5% to about 20% of the weight of the formulation.


i. Additional Components


The formulations of the present invention can further include one or more additional components selected from a wide variety of excipients known in the pharmaceutical formulation art. According to the desired properties of the tablet or capsule, any number of ingredients can be selected, alone or in combination, based upon their known uses in preparing the formulations of the present invention. Such ingredients include, but are not limited to, water, nonaqueous solvents (e.g., ethanol), coatings, capsule shells, colorants, waxes, gelatin, flavorings, preservatives (e.g., methyl paraben, sodium benzoate, and potassium benzoate), antioxidants (e.g., ascorbic acid, butylated hydroxyanisole (“BHA”), butylated hydroxytoluene (“BHT”), and vitamin E and vitamin E esters such as tocopherol acetate), flavor enhancers, sweeteners (e.g., aspartame and saccharin), compression aids, and surfactants. Exemplary coating agents include, but are not limited to: sodium carboxymethyl cellulose, cellulose acetate phthalate, ethylcellulose, gelatin, pharmaceutical glaze, hydroxypropyl cellulose, hydroxypropyl methylcellulose (hypromellose), hydroxypropyl methyl cellulose phthalate, methylcellulose, polyethylene glycol, polyvinyl acetate phthalate, shellac, sucrose, titanium dioxide, carnauba wax, microcrystalline wax, gellan gum, maltodextrin, methacrylates, microcrystalline cellulose and carrageenan or mixtures thereof.


Extended-Release Formulation:

In certain embodiments, the therapeutic compound described herein may have little side effect in treating the intended disease, and the desired administration time is not convenient, an extended-release formulation is desirable. In other embodiments, an extended-release formulation may be used in combination with a delayed-release formulation or an immediate-release formulation to exploit the circadian gene expression.


The formulations disclosed herein may include at least one extended-release portion containing the therapeutic compound(s) and an extended-release component. Suitable extended-release components include, for example, polymers, resins, hydrocolloids, hydrogels, and the like.


Suitable polymers for inclusion in an extended-release portion of the formulation may be linear, branched, dendrimeric, or star polymers, and include synthetic hydrophilic polymers as well as semi-synthetic and naturally occurring hydrophilic polymers. The polymers may be homopolymers or copolymers, such as random copolymers, block copolymers, and graft copolymers. Suitable hydrophilic polymers include, but are not limited to: polyalkylene oxides, particularly poly(ethylene oxide), polyethylene glycol and poly(ethylene oxide)-poly(propylene oxide) copolymers; cellulosic polymers, such as methylcellulose, hydroxymethylcellulose, hydroxyethylcellulose, hydroxypropylcellulose, hydroxypropylmethylcellulose, carboxymethylcellulose, microcrystalline cellulose, and polysaccharides and their derivatives; acrylic acid and methacrylic acid polymers, copolymers and esters thereof, preferably formed from acrylic acid, methacrylic acid, methyl acrylate, ethyl acrylate, methyl methacrylate, ethyl methacrylate, and copolymers thereof, with each other or with additional acrylate species such as aminoethyl acrylate; maleic anhydride copolymers; polymaleic acid; poly(acrylamides) such as polyacrylamide per se, poly(methacrylamide), poly(dimethylacrylamide), and poly(N-isopropyl-acrylamide); polyalkylene oxides; poly(olefinic alcohol)s such as poly(vinyl alcohol); poly(N-vinyl lactams) such as poly(vinyl pyrrolidone), poly(N-vinyl caprolactam), and copolymers thereof; polyols such as glycerol, polyglycerol (particularly highly branched polyglycerol), propylene glycol and trimethylene glycol substituted with one or more polyalkylene oxides, e.g., mono-, di- and tri-polyoxyethylated glycerol, mono- and di-polyoxyethylated propylene glycol, and mono- and di-polyoxyethylated trimethylene glycol; polyoxyethylated sorbitol and polyoxyethylated glucose; polyoxazolines, including poly(methyloxazoline) and poly(ethyloxazoline); polyvinylamines; polyvinylacetates, including polyvinylacetate per se as well as ethylene-vinyl acetate copolymers, polyvinyl acetate phthalate, and the like, polyimines, such as polyethyleneimine; starch and starch-based polymers; polyurethane hydrogels; chitosan; polysaccharide gums; xanthan gum; zein; shellac, ammoniated shellac, shellac-acetyl alcohol, and shellac n-butyl stearate. The polymers may be used individually or in combination. Certain combinations will often provide a more extended-release of certain therapeutic compounds than their components when used individually. Suitable combinations include cellulose-based polymers combined with gums, such as hydroxyethyl cellulose or hydroxypropyl cellulose combined with xanthan gum, and poly(ethylene oxide) combined with xanthan gum.


In certain embodiments, the extended-release polymer(s) may be a cellulosic polymer, such as an alkyl substituted cellulose derivative as detailed above. In terms of their viscosities, one class of exemplary alkyl substituted celluloses includes those whose viscosity is within the range of about 100 to about 110,000 centipoise as a 2% aqueous solution at 20 □C. Another class includes those whose viscosity is within the range of about 1,000 to about 4,000 centipoise as a 1% aqueous solution at 20 □C.


In certain embodiments, the extended-release polymer(s) may be a polyalkylene oxide. In other embodiments, the polyalkylene oxide may be poly(ethylene oxide). In yet other embodiments, the poly(ethylene oxide) may have an approximate molecular weight between 500,000 Daltons (Da) to about 10,000,000 Da or about 900,000 Da to about 7,000,000 Da. In yet a further embodiment, the poly(ethylene oxide) may have a molecular weight of approximately 600,000 Da, 700,000 Da, 800,000 Da, 900,000 Da, 1,000,000 Da, 2,000,000 Da, 3,000,000 Da, 4,000,000 Da, 5,000,000 Da, 6,000,000 Da, 7,000,000 Da, 8,000,000 Da 9,000,000 Da, or 10,000,000 Da. The poly(ethylene oxide) may be any desirable grade of POLYOX™ or any combination thereof. By way of example and without limitation, the POLYOX™ grade may be WSR N-10, WSR N-80, WSR N-750, WSR 205, WSR 1105, WSR N-12K, WSR N-60K, WSR-301, WSR Coagulant, WSR-303, WSR-308, WSR N-3000, UCARFLOC Polymer 300, UCARFLOC Polymer 302, UCARFLOC Polymer 304, and UCARFLOC Polymer 309. In still another embodiment, the poly(ethylene oxide) may have an average number of repeating ethylene oxide units (—CH2CH2O—) of about 2,000 to about 160,000. In yet another embodiment, the poly(ethylene oxide) may have an average number of repeating ethylene oxide units of about 2,275, about 4,500, about 6,800, about 9,100, about 14,000, about 20,000, about 23,000, about 45,000, about 90,000, about 114,000, or about 159,000.


Often extended-release formulations utilize an enteric coating. Enteric coatings prevent release of medication before it reaches the small intestine. Enteric coatings may contain polymers of polysaccharides, such as maltodextrin, xanthan, scleroglucan dextran, starch, alginates, pullulan, hyaloronic acid, chitin, chitosan and the like; other natural polymers, such as proteins (albumin, gelatin etc.), poly-L-lysine; sodium poly(acrylic acid); poly(hydroxyalkylmethacrylates) (for example poly(hydroxyethylmethacrylate)); carboxypolymethylene (for example Carbopol™); carbomer; polyvinylpyrrolidone; gums, such as guar gum, gum arabic, gum karaya, gum ghatti, locust bean gum, tamarind gum, gellan gum, gum tragacanth, agar, pectin, gluten and the like; poly(vinyl alcohol); ethylene vinyl alcohol; polyethylene glycol (PEG); and cellulose ethers, such as hydroxymethylcellulose (HMC), hydroxyethyl cellulose (HEC), hydroxypropylcellulose (HPC), methylcellulose (MC), ethylcellulose (EC), carboxyethylcellulose (CEC), ethylhydroxyethylcellulose (EHEC), carboxymethylhydroxyethylcellulose (CMHEC), hydroxypropylmethyl-cellulose (HPMC), hydroxypropylethylcellulose (HPEC) and sodium carboxymethylcellulose (Na CMC); as well as copolymers and/or (simple) mixtures of any of the above polymers. Certain of the above-mentioned polymers may further be crosslinked by way of standard techniques.


The choice of polymer will be determined by the nature of the therapeutic compound that is employed in the formulation as well as the desired rate of release. In particular, it will be appreciated by the skilled person, for example in the case of HPMC, that a higher molecular weight will, in general, provide a slower rate of release of therapeutic compound from the formulation. Furthermore, in the case of HPMC, different degrees of substitution of methoxy groups and hydroxypropoxyl groups will give rise to changes in the rate of release of therapeutic compound from the formulation. In this respect, and as stated above, it may be desirable to provide formulation of the disclosure in the form of coatings in which the polymer carrier is provided by way of a blend of two or more polymers of, for example, different molecular weights in order to produce a particular required or desired release profile. The coating can be any of a number of materials conventionally used such for extending drug release such as ethyl cellulose, the Eudragit™ polymers (manufactured by Degussa Rohm Pharma Polymers of Germany), Aquacoat™ (by FMC Biopolymer) and Surelease™ (by Colocon Inc.)


A therapeutic compound is said to be “encapsulated” or “embedded” within a polymer when it is not covalently bound to the polymer but is surrounded by material making up the polymer so that it cannot escape therefrom under physiological conditions unless the permeability of the polymer is enhanced.


This invention provides methods for controlled delivery of an amine-, alcohol-, or thiol-containing therapeutic compound to a patient by providing a therapeutic compound-delivery molecule. Here, the therapeutic compound's amine nitrogen, alcohol oxygen, or thiol sulfur is covalently attached via to a carbon atom of a drug-delivery molecule. The drug-delivery molecule also includes a masked release-enhancing moiety. When the therapeutic compound-delivery molecule is exposed to selected conditions under which an unmasking reaction occurs a release-enhancing moiety facilitates breaking of the covalent bond attaching the therapeutic compound from the drug-delivery molecule, and the therapeutic compound is released. The release-enhancing moiety may be a nucleophilic moiety, an electron-donating moiety or an electron-withdrawing moiety, as more fully described below. The selected conditions may be any conditions inside a patient's body, such as acidic conditions within a patient's stomach or more basic conditions within a patient's intestine.


The covalent bond between the therapeutic compound and the drug-delivery molecule is preferably broken by an intramolecular reaction, such as between the release enhancing moiety and the carbon atom to which the therapeutic compound is covalently attached. To prevent the therapeutic compound from being active before the desired time and place of release inside a patient's body, another moiety, preferably a polymeric moiety, is covalently attached to the therapeutic compound-delivery molecule.


The rate of release of the therapeutic compound from the therapeutic compound-delivery molecule can be controlled by a number of means including controlling the unmasking reaction, or controlling the breaking of the covalent-bond attaching the therapeutic compound to the drug-delivery molecule. The unmasking reaction can be controlled by selecting a more easily hydrolyzable masking group for the therapeutic compound-delivery molecule when a faster rate is desired and a less easily hydrolyzable masking group when a slower reaction is desired. The release reaction can be used to control the release rate of the therapeutic compound by providing a more powerful release-enhancing moiety when a faster rate is desired, and a less powerful release-enhancing moiety when a slower rate is desired. When the release-enhancing moiety is an electron donor or an electron-withdrawing moiety, a more or less powerful electron donor or electron-withdrawing moiety can be used to control the release rate. When the release rate depends on a nucleophilic release-enhancing moiety, a more nucleophilic moiety can be used for a faster rate, and a less nucleophilic moiety can be used for a slower rate.


Delayed-Release Formulation

Delayed-release formulation of a therapeutic compound can be developed in a number of ways, either using a device, or a capsule comprising a delayed release formulation, or by providing an enteric coating. Non-limiting examples of delayed-release formulations are disclosed herein. It should be noted that delayed release formulations are not limited solely to oral administration of therapeutic compounds, but rather the invention contemplates the use of delayed release formulations useful for delivery of a therapeutic compound via any route available for that compound, such as oral administration, topical administration, transdermal administration, rectal administration, inhalation, and injection.


Non-limiting examples of delayed release formulations for oral delivery are now described. Mahajan (Mahajan et al., 2010, Ars Pharm, 50:215-223), incorporated herein by reference in its entirety, discloses a timed delayed capsule device for chronotherapy. Such capsule device is prepared by sealing the drug tablet and the expulsion excipient inside the insoluble hard gelation capsule body with erodible tablet plug and a soluble cap. Once orally administered, the capsule cap dissolves, and the tablet plug slowly erodes away until a certain time to expose the active ingredient. Accordingly, there is lag time between when the capsule is administered and when the active ingredient is released into the body. The lag time (delayed-release) can be adjusted according to the desired administration time by adding or removing the amount of tablet plug.


PCT/US1992/009385, incorporated herein by reference in its entirety, discloses a delayed-released formulation comprising a core with an enteric coating material. The core includes a pharmaceutical composition. The enteric coating material is a pharmaceutically acceptable excipient that allows the therapeutic compound in the core to be released into the body after certain amount of time.


Alternatively, a delayed-release formulation can be developed by using a barrier coating that delays the release of the active ingredient. The barrier coating may consist of a variety of different materials, depending on the objective. In addition, a formulation may comprise a plurality of barrier coatings to facilitate release in a temporal manner. The barrier coating may be a sugar coating, a film coating (e.g., based on hydroxypropyl methylcellulose, methylcellulose, methyl hydroxyethylcellulose, hydroxypropylcellulose, carboxymethylcellulose, acrylate copolymers, polyethylene glycols and/or polyvinylpyrrolidone), or a coating based on methacrylic acid copolymer, cellulose acetate phthalate, hydroxypropyl methylcellulose phthalate, hydroxypropyl methylcellulose acetate succinate, polyvinyl acetate phthalate, shellac, and/or ethylcellulose. Furthermore, the formulation may additionally include a time delay material such as, for example, glyceryl monostearate or glyceryl distearate.


A delayed-release formulation may further comprise a pharmaceutically acceptable excipient. A pharmaceutically acceptable excipient can be a disintegrator, a binder, a filler, a lubricant, or combination thereof used in formulating pharmaceutical products.


In a delayed-release formulation, the delay may be up to 30 minutes, about 1 hour, about 2 hours, about 3 hours, about 4 hours, about 5 hours, about 6 hours, about 7 hours, about 8 hours, about 9 hours, about 10 hours, about 11 hours, about 12 hours, or longer.


A delayed-release formulation may comprise 1-80% of a given therapeutic compound administered in a single unit dose. In certain embodiments, the delayed-release formulation comprises about 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, or 80 of the therapeutic compound to be delivered by the formulation.


In certain embodiments, a delayed-release formulation of a therapeutic compound may be administered concurrently with an immediate-release formulation of the same therapeutic compound. Alternatively, a delayed-release formulation of a therapeutic compound may be administered concurrently with an immediate-release formulation of a different therapeutic compound.


In certain embodiment, the delayed-release formulation mixes with the immediate-release formulation to form a pharmaceutical composition before administration.


Valsartan is a once daily drug for treatment of high blood pressure, congestive heart failure, or post-myocardial infarction. Its action mechanism is to block the action of angiotensin. That leads to dilation of blood vessels and hence reduces blood pressure. The drug target of valsartan is circadian gene Agtr1a expression. Its peak phase is about 6 hours after sleep and trough is about 8 hours after awakening. The concentration of Valsartan in plasma reaches the maximum 2-4 hours after administration. For a patient whose desired administration time is same as bedtime 10 pm, the delayed-release formulation of valsartan delays the release of valsartan 2-4 hours.


In one embodiment, the delayed-release formulation comprises a pharmaceutically effective amount of valsartan, wherein the release of valsartan to gastrointestinal tract is delayed about 1 hour, about 2 hours, about 3 hours, about 4 hours, about 5 hours, about 6 hours, about 7 hours, about 8 hours, about 9 hours, about 10 hours, about 11 hours, about 12 hours, or longer, and any and all whole or partial integers there between. The delayed-release formulation of valsartan further comprises an erodible plug, an impermeable capsule body, and soluble cap. These components of the delayed-release formulation of valsartan are configured in the same way as that described in Mahajan (Mahajan et al., 2010, Ars Pharm, 50:215-223).


In another embodiment, the delayed-release formulation of valsartan can be added or mixed with the immediate-release formulation of valsartan to form a pharmaceutical composition of valsartan, then the pharmaceutical composition of valsartan is orally administered. Alternatively, the delayed-release formulation of valsartan is separated from the immediate-release formulation of valsartan, but both are concurrently administered.


Methods

The present invention also includes methods for treating a disease, disorder, or condition by administering an effective amount of any of the formulations described herein at a specified time such that release of a therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene for the therapeutic compound. For example, the disease, disorder, or condition may be cancer, diabetes mellitus type 2, Alzheimer's disease, schizophrenia, Down's syndrome, obesity, coronary artery disease, and/or any other disease, disorder, or condition associated with circadian genes.


Also included is a method of developing an improved formulation for a therapeutic compound to improve its efficacy. The method comprises: identifying the circadian phase of a target gene for the therapeutic compound; identifying a desired administration time; and calculating a difference between the circadian phase of the target gene expression and the desired administration time. The method further comprises developing a delayed-release formulation based on the calculated difference to synchronize the therapeutic compound's safe and effective amount in plasma with the target's peak phase of gene expression.


In one aspect, the invention includes a method of developing an improved formulation to reduce an undesired side effect of a therapeutic compound. The method comprises: identifying a circadian phase of a target gene associated with the undesired side effect of the therapeutic compound; identifying a desired administration time to minimize the undesired side effect; and calculating a difference between circadian phase of target gene expression and the desired administration time. The method further comprises developing a delayed-release formulation based on the calculated difference to synchronize the therapeutic compound's safe and effective amount in plasma with the target gene's trough expression.


Another aspect of the present invention includes a method of developing an improved formulation to reduce the metabolism of a therapeutic compound. The method comprises: identifying the circadian phase of expression of a metabolic enzyme involved in the metabolism of the therapeutic compound; identifying a desired administration time to minimize the metabolism of the therapeutic compound; and calculating a difference between the circadian phase of expression of the metabolic enzyme and the desired administration time. The method further comprises developing a delayed-release formulation based on the calculated difference to synchronize the therapeutic compound's safe and effective amount in plasma with the metabolic enzyme's trough expression. This means by which the parameters herein are assessed and used are similar to those already described herein for determining the timing of expression and therefore administration of therapeutic compounds in general.


Another aspect of the present invention includes a method of developing an improved formulation to increase the metabolism of a prodrug. The method comprises: identifying the circadian phase of expression of a metabolic enzyme involved in the metabolism of the prodrug; identifying a desired administration time to maximize the metabolism of the prodrug; and calculating a difference between the circadian phase of expression of a metabolic enzyme that converts the prodrug to a drug and the desired administration time. The method further comprises developing a delayed-release formulation based on the calculated difference to synchronize the prodrug's safe and effective amount in plasma with the metabolic enzyme's peak phase of expression.


Another aspect of the present invention includes a method of developing an improved formulation to increase the transportation of a therapeutic compound to its desired target. The method comprises: identifying the circadian phase of expression of a transporter involved in the transportation of the therapeutic compound to its desired target; identifying a desired administration time to increase the transportation of the therapeutic compound to its desired target; and calculating a difference between the circadian phase of expression of the transporter and the desired administration time. The method further comprises developing a delayed-release formulation based on the calculated difference to synchronize the therapeutic compound's safe and effective amount in plasma with the transporter's peak phase of expression.


Another aspect of the present invention includes a method of developing an improved formulation to decrease the transportation of a therapeutic compound to its undesired target. The method comprises: identifying the circadian phase of expression of a transporter involved in the transportation of the therapeutic compound to its undesired target; identifying a desired administration time to decrease the transportation of the therapeutic compound to its undesired target; and calculating a difference between the circadian phase of expression of the transporter and the desired administration time. The method further comprises developing a delayed-release formulation based on the calculated difference to synchronize the therapeutic compound's safe and effective amount in plasma with the transporter's trough of expression.


In certain embodiments, a target associated with a therapeutic compound, also called drug target, can be a DNA, a RNA, a DNA expression, a RNA expression, a protein, a metabolic protein, a transporter, or combination thereof. For example, the target for esomeprazole, a drug for the treatment of dyspepsia, peptic ulcer disease, gastroesophageal reflux disease, and Zollinger-Ellison syndrome, is a protein encoded by Atp4a gene. Non-limiting examples of other drug targets are provided herein in Table 1 and Table 2.


In one embodiment, a non-limiting example of a therapeutic compound used in the methods of the invention is selected from Table 1.


In another embodiment, a non-limiting example of a therapeutic compound used herein in the methods of the invention is selected from the group consisting of esomeprazole, valsartan, rituximab, fluticasone, lisdexamfetamine dimesylate, oseltamivir, methylphenidate, testosterone, lidocaine, quetiapine, sildenafil, niacin, insulin lispro, pemetrexed, ipratropium bromide/albuterol, albuterol sulfate, sitagliptin/metformin, metoprolol succinate, ezetimibe/simvastatin, rabeprazole, eszopiclone, omeprazole, dexmethylphenidate, enalapril, neostigmine, ephedrine, pyridostigmine, lisdexamfetamine, salmeterol, salbutamol, timolol, metoprolol, epinephrine, propranolol, hydralazine, acetazolamide, fludrocortisone, spironolactone, docetaxel, paclitaxel, nifedipine, pilocarpine, atropine, levamisole, carbidopa, flucytosine, levodopa, dopamine, naloxone, propofol, midazolam, ondansetron, ethionamide, vinblastine, hydrochlorothiazide, primaquine, gentamicin, dacarbazine, didanosine, cytarabine, cefazolin, metformin, tetracycline, misoprostol, sulfasalazine, ibuprofen, acetylsalicylic acid, riboflavin, verapamil, ketamine, ciprofloxacin, etoposide, propylthiouracil, mebendazole, fluorouracil, and allopurinol.


In yet another embodiment, the therapeutic compound is valsartan.


The desired administration time varies according to expression of the therapeutic target, dosage of the therapeutic compound, the half-life of the therapeutic compound, and the disease associated with the therapeutic target. In certain embodiments, the desired administration time is between 6 am and 9 am or between 9 am and 12 am or 5 pm and 12 am. In one embodiment, the desired administration time is between 5 pm and 9 pm. In another embodiment, the desired administration time is between 6 pm and 8 pm. In yet another embodiment, the desired administration time is between 6 pm and 7 pm.


The half-life of a therapeutic compound is critical in determining the desired administration time. The half-life of the therapeutic compound can be found in the Orange Book of US Food and Drug Administration or can be measured by one skilled in the art. The half-lives of common therapeutic compounds, for example, are listed in Table 1.


Also included are methods for designing a formulation for treating a disorder in a subject in need thereof. Such methods may involve one or more of the steps of (1) identifying one or more therapeutic compounds that treat the disorder; (2) ascertaining at least one target gene for the one or more therapeutic compounds; (3) determining the peak or trough expression for the at least one target gene in one or more target tissues; and/or (4) devising or designing one or more formulation(s) such that release of the one or more therapeutic compounds coincides with the peak or trough expression for the at least one target gene in one or more target tissues. In some embodiments, the methods additionally include the step of determining the half-life of the one or more therapeutic compounds.


In yet another aspect of the invention, there is included a method of maximizing the efficacy of a therapeutic compound in a subject by administering the therapeutic compound at a time dictated by the circadian phase of the subject, where the circadian phase of the subject is monitored by a device. The method comprises identifying the circadian phase of a subject using any measuring device available in the art that can monitor a subject's circadian phase. The therapeutic compound is then administered to the subject at the precise circadian phase wherein the target gene is maximally or minimally expressed. In certain embodiments without limitation, the device is a smart phone, a smart watch, an activity tracker, or any other known or as yet unknown device installed with a suitable application that identifies or tracks the circadian phases of a subject's circadian phase. Measurement of a subject's circadian phase informs the timing of therapeutic compound delivery to the subject. The method is useful for timing the delivery of any therapeutic compound to the subject, whether formulated or unformulated, but may be particularly useful in situations where the therapeutic compound is administered by injection. In one non-limiting example, timing the delivery of the therapeutic compound streptozocin to a subject is included. Streptozocin is used for treating metastatic pancreatic islet cell carcinoma and is normally administered in a hospital setting by intravenous infusion. Streptozocin is a genotoxic agent and toxic to both the kidney and liver. In the method of the present invention, a subject's circadian cycle is monitored such that the circadian phase for minimal expression of the target gene for streptozocin, Slc2a2, is identified and the infusion of streptozocin is then timed to coincide with minimal expression of Slc2a2 in the subject. As many tumors have lost their circadian clock, timing streptozocin administration to the minimal phase of Slc2a2 expression will improve the therapeutic window and allow subjects to remain on streptozocin longer. The method of the invention should not be construed to be limited to any particular therapeutic compound or any particular measuring device, but should instead include any and all therapeutic compounds to be administered to a subject where the circadian cycle of the subject is measured so that the therapeutic compound is administered at a time when appropriate expression of the target gene is evident.


The circadian phase of the subject may also be measured physiologically, for example, by measuring melatonin levels in the subject.


Kits


The invention also includes kits for performing any of these methods including the formulation and instructions for use which define when the formulation is provided to a subject in need. Likewise, kits include any of the formulations described herein along with instructions for use which define when the formulation is provided to a subject in need. For example, in such kits, the instructions may specify that the formulation is provided such that release of a first therapeutic compound or a first portion of the first therapeutic compound from the formulation coincides with peak or trough expression of at least one target gene of the first therapeutic compound.


The pharmaceutical formulations of the present invention can be included in a container, pack, or dispenser together with instructions for use and/or administration.


In therapeutic applications, the dosages of the pharmaceutical compositions used in accordance with the invention vary depending on the agent, the age, weight, and clinical condition of the recipient patient, and the experience and judgment of the clinician or practitioner administering the therapy, among other factors affecting the selected dosage. Dosages can range from about 0.01 mg/kg per day to about 5000 mg/kg per day. In preferred aspects, dosages can range from about 1 mg/kg per day to about 1000 mg/kg per day. In an aspect, the dose will be in the range of about 0.1 mg/day to about 50 g/day; about 0.1 mg/day to about 25 g/day; about 0.1 mg/day to about 10 g/day; about 0.1 mg to about 3 g/day; or about 0.1 mg to about 1 g/day, in single, divided, or continuous doses (which dose may be adjusted for the patient's weight in kg, body surface area in m2, and age in years). An effective amount of a pharmaceutical agent is that which provides an objectively identifiable improvement as noted by the clinician or other qualified observer. As used herein, the term “dosage effective manner” refers to amount of an active compound to produce the desired biological effect in a subject or cell.


The total amount of each therapeutic compound present in a formulation can and will vary. Depending on the therapeutic compound, the total amount of a therapeutic compound in a formulation can be between 1 μg to about 2000 mg per dose. In certain embodiments, the amount of therapeutic compound may be between about 1 μg to about 1 mg, e.g., 1 μg, 2, μg, 3 μg, 4 μg, 5 μg, 5.5 μg, 6.0 μg, 6.5 μg, 7.0 μg, 7.5 μg, 8.0 μg, 8.5 μg, 9.0 μg, 9.5 μg, 10 μg, 10.5 μg, 11 μg, 11.5 μg, 12 μg, 12.5 μg, 13 μg, 13.5 μg, 14 μg, 14.5 μg, 15 μg, 15.5 μg, 16 μg, 16.5 μg, 17 μg, 17.5 μg, 18 μg, 18.5 μg, 19 μg, 19.5 μg, 20 μg, 22.5 μg, 25 μg, 27.5 μg, 30 μg, 32.5 μg, 35 μg, 37.5 μg, 40 μg, 45 μg, 50 μg, 60 μg, 70 μg, 80 μg, 100 μg, 110 μg, 120 μg, 130 μg, 140 μg, 150 μg, 160 μg, 175 μg, 200 μg, 225 μg, 250 μg, 275 μg, 300 μg, 325 μg, 350 μg, 375 μg, 400 μg, 425 μg, 450 μg, 475 μg, 500 μg, 525 μg, 550 μg, 600 μg, 650 μg, 700 μg, 750 μg, 800 μg, 900, μg, and 1 mg. In other embodiments, the amount of therapeutic compound may be between about 1 mg to about 2000 mg, e.g., 1 mg, 2, mg, 3 mg, 4 mg, 5 mg, 5.5 mg, 6.0 mg, 6.5 mg, 7.0 mg, 7.5 mg, 8.0 mg, 8.5 mg, 9.0 mg, 9.5 mg, 10 mg, 10.5 mg, 11 mg, 11.5 mg, 12 mg, 12.5 mg, 13 mg, 13.5 mg, 14 mg, 14.5 mg, 15 mg, 15.5 mg, 16 mg, 16.5 mg, 17 mg, 17.5 mg, 18 mg, 18.5 mg, 19 mg, 19.5 mg, 20 mg, 22.5 mg, 25 mg, 27.5 mg, 30 mg, 32.5 mg, 35 mg, 37.5 mg, 40 mg, 45 mg, 50 mg, 60 mg, 70 mg, 80 mg, 100 mg, 110 mg, 120 mg, 130 mg, 140 mg, 150 mg, 160 mg, 175 mg, 200 mg, 225 mg, 250 mg, 275 mg, 300 mg, 325 mg, 350 mg, 375 mg, 400 mg, 425 mg, 450 mg, 475 mg, 500 mg, 525 mg, 550 mg, 600 mg, 650 mg, 700 mg, 750 mg, 800 mg, 900, mg, 1000 mg, 1100 mg, 1200 mg, 1300 mg, 1400 mg, 1500 mg, 1600 mg, 1700 mg, 1800 mg, 1900 mg, and 2000 mg.


Throughout the description, where compositions are described as having, including, or comprising specific components, it is contemplated that compositions also consist essentially of, or consist of, the recited components. Similarly, where methods or processes are described as having, including, or comprising specific process steps, the methods or processes also consist essentially of, or consist of, the recited processing steps. Further, it should be understood that the order of steps or order for performing certain actions is immaterial so long as the invention remains operable. Moreover, two or more steps or actions can be conducted simultaneously.


Described herein are RNA sequencing and DNA microarrays that characterize circadian oscillations in transcript expression across twelve mouse organs. It was found that the RNA abundance of 43% of mouse protein-coding genes cycle in at least one organ. Based on these results, it is estimated that over half of the mouse protein-coding genome is rhythmic somewhere in the body.


In most organs, expression of many oscillating genes peaked during transcriptional “rush hours” preceding dawn and dusk. A majority of these transcriptional rhythms were found to be organ-specific. The major exception to this finding is the set of core clock genes, which oscillated in phase across all twelve organs (see FIG. 1). Those skilled in the art will recognize that external cues such as restricted feeding or jet-lag could phase-shift these peripheral oscillators with respect to one another. However, these findings agree with the notion that peripheral clocks are largely synchronized in a healthy organism.


Additionally, oscillations in the expression of more than one thousand known and novel non-coding RNAs (ncRNAs) were also observed. ncRNAs conserved between human and mouse oscillated in the same proportion as protein coding genes, and this data supports ncRNAs believed role in mediating clock function. While some of these rhythmic ncRNAs have recognized functions, like snoRNA and miRNA host genes, little is known about the majority. The oscillations of these ncRNAs may prove advantageous for functional studies, e.g., linking a cycling miRNA to its predicted target genes by comparing their cycles.


Table 1 includes a list of top selling therapeutic compounds, their half-lives, the disease/disorder treated by the therapeutic compound, the target gene or gene product targeted by the therapeutic compound, and the organs in which the target gene is expressed.









TABLE 1







List of Top Selling Therapeutic Compounds











Therapeutic
½ Life





Compound
in hours
Disorder(s)
Target gene(s)
Tissue Type














Abiraterone
5
Cancer, Prostate Cancer
Cyp17a1
Liver


Acarbose
2
Diabetes Drugs, Diabetes
Gaa
Aorta, Kidney




Mellitus, Diarrhea,




Flatulence, Type 2 Diabetes


Acebutolol
3
Hypertension, Liver
Adrb2, Adrb1
Adr, Kidney, Lung, Mus


Acepromazine
3
Hypotension, Priapism,
Adra1a, Htr2a, Adra1b
BFAT, BS, Heart,




Schizophrenia

Kidney, Liver, Lung,






Mus, WFAT


Acetaminophen
1

Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Acetazolamide
3
Cystinuria, Glaucoma,
Car14, Car4, Aqp1,
Adr, Aorta, BFAT, BS,




Hypertension, Idiopathic
Car3, Car2
Cere, Heart, Kidney,




Intracranial Hypertension,

Liver, Lung, Mus




Intracranial Hypertension,




Seizure, Sleep


Acetohexamide
1.3
Diabetes Mellitus
Kcnj1
Kidney


Acetylcysteine
5.6
Autism, Cough, CP, Cystic
Grin3a, Slc7a11,
Adr, BS, Cere, Hypo,




Fibrosis, Inhalation, Liver,
Grin2b, Gss, Acy1,
Kidney, Liver, Lung




Pulmonary Fibrosis
Chuk, Ikbkb, Grin2d


Aclidinium
2.4
COPD
Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,






Liver, Lung


Adinazolam
3
Liver
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,





Gabrb1, Gabra2,
Cere, Heart, Hypo,





Gabrr2, Gabra5,
Kidney, Lung, Mus,





Gabrb2, Gabrb3,
WFAT





Gabrp, Gabrr1


Agomelatine
2
CP, Depressive Disorder,
Htr2c, Mtnr1a
Cere, Liver




Sleep


Aldesleukin
0.216

Il2rg, Il2rb, Il2ra
Adr, Heart, Liver, Lung,






Mus


Alfentanil
1.5
Breathing, Depression,
Oprm1
BS




Liver, Pain


Alglucosidase alfa
2.3

M6pr
Kidney, Liver, WFAT


Allopurinol
1
Gout, Hyperuricemia
Xdh
Adr, Aorta, BFAT, BS,






Cere, Heart, Kidney,






Liver, Lung, Mus


Almotriptan
3
Headache, Liver, Migraine,
Htr1b, Htr1d
Adr, BS, Lung




Migraine Headache


Alprenolol
2

Adrb2, Adrb1
Adr, Kidney, Lung, Mus


Alprostadil
5

Ptger2, Ptger1
Aorta, Heart


Amifostine
0.133
Cancer, Chemotherapy,
Enpp1
Adr, Liver




Radiotherapy


Aminocaproic Acid
2

Plat
Hypo, Mus


Aminolevulinic acid
0.7

Alad
Cere, Hypo, Lung


Amlexanox
3.5

S100a13, Fgf1
Aorta, BFAT, Kidney,






Liver, Lung


Amrinone
5
Heart Failure, Liver
Pde3a, Pde4b
BFAT, Cere, Heart,






Kidney, Mus, WFAT


Anagrelide
0.5
Chronic Myeloid Leukemia,
Pde3a
BFAT, Heart, Kidney,




ET, Leukemia

Mus


Anakinra
4
Rheumatoid Arthritis
Il1r1
Adr, Kidney, Lung, Mus


Ancrod
3
Clinical Trials
Fga
Liver


Aniracetam
1
Alzheimer's Disease
Gria2, Htr2a, Gria3
Adr, BS, Heart, Lung


Apomorphine
0.66
Addiction, Anxiety,
Drd4, Htr1b, Htr2a,
Adr, BS, Cere, Heart,




Consumption, Parkinson's
Htr2c, Drd3, Caly,
Hypo, Kidney, Lung,




Disease, Erectile
Adra2b, Htr1d, Adra2a
WFAT




Dysfunction, Vomiting


Arbaclofen Placarbil
0.1

Gabbr1, Gabbr2
Kidney, Liver


Arbutamine
0.133

Adrb2, Adrb3, Adrb1
Adr, Aorta, BFAT,






Kidney, Lung, Mus


Ardeparin
3.3
Sodium
Serpind1, Serpinc1
BS, Liver, Lung, WFAT


Aspartame
4.3
Consumption, Hearing,
Tas1r2
Lung




Phenylketonuria, PKU


Atomoxetine
5
Hyperactivity, Hyperactivity
Slc6a4, Grin3a,
Adr, BS, Cere, Kidney,




Disorder
Grin2b, Grin2c,
Lung





Grin3b, Grin2d


Atracurium
0.33

Chrna2
BFAT


Atropine
3

Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,






Liver, Lung


Avanafil
5.36
Erectile Dysfunction
Pde5a
Adr, Kidney


Axitinib
2.5
Breast, Breast Cancer,
Flt1, Kdr, Flt4
Adr, BFAT, BS, Cere,




Cancer, Clinical Trials,

Heart, Hypo, Kidney,




Magnetic Resonance

Liver, Lung, Mus,




Imaging, MS

WFAT


Azacitidine
4
Cancer, Chemotherapy
Dnmt1
Adr, Lung


Baclofen
2.5
Alcohol Dependence,
Gabbr1, Gabbr2
Kidney, Liver




Hiccups, Pain, Sleep


Banoxantrone
0.64

Top2a
Hypo


Beclomethasone
2.8
Aphthous Ulcers, Colitis,
Nr3c1
BFAT, Cere, Mus




Ulcerative Colitis, Hay




Fever, Inhalation, Psoriasis,




Rhinitis, Sinusitis


Benzonatate
3
Cough
Scn5a
Heart


Benzquinamide
1

Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,






Liver, Lung


Betahistine
3
Balance
Hrh3
Kidney


Betamethasone
5.6
Sodium
Nr3c1
BFAT, Cere, Mus


Bezafibrate
1
LDL Cholesterol
Ppara, Ppard, Pparg
Adr, BFAT, Heart,






Kidney, Liver, Lung,






Mus, WFAT


Bifonazole
1

Cyp2b10
Aorta, BFAT, Liver,






Lung, WFAT


Bimatoprost
0.75
Glaucoma, Hypertension
Ptger3, Ptgfr, Ptger1,
Aorta, BFAT, Heart,





Akr1c18
Kidney, Lung, Mus,






WFAT


Binodenoson
0.166

Adora2a
Heart, WFAT


Bleomycin
1.916
Cancer, Chemotherapy,
Lig3, Lig1
Lung, WFAT




Testicular Cancer, Warts


Bosentan
5
Hypertension, Liver
Ednra, Ednrb
Adr, BFAT, BS, Heart,






Kidney, Lung, Mus


Brimonidine
2
Glaucoma, Hypertension,
Adra2b, Adra2a
Kidney, WFAT




Liver, Rosacea


Bromocriptine
2
Diabetes Mellitus,
Drd4, Htr1b, Adra1d,
Adr, BFAT, BS, Cere,




Parkinson's Disease, Liver,
Adra1a, Htr7, Htr2a,
Heart, Hypo, Kidney,




Type 2 Diabetes
Htr2c, Drd3, Adra2b,
Liver, Lung, Mus,





Adra1b, Htr1d, Adra2a
WFAT


Budesonide
2
Allergies, Colitis, Ulcerative
Nr3c1
BFAT, Cere, Mus




Colitis, COPD, Crohn's




Disease, Hay Fever,




Prevention, Rhinitis


Bumetanide
1
Chloride, Heart Failure,
Slc12a2, Slc12a4, Cftr
Aorta, BFAT, Cere,




Seizure

Heart, Kidney, Liver,






Lung, Mus, WFAT


Bupivacaine
2.7
Dental
Ptger1
Heart


Bupranolol
2

Adrb2, Adrb3, Adrb1
Adr, Aorta, BFAT,






Kidney, Lung, Mus


Buprenorphine
0.3
Addiction, Chronic Pain,
Oprm1, Oprd1
BS, Lung




Liver, Pain


Cabazitaxel
4
Cancer, Prostate Cancer
Tuba4a, Tubb1
BFAT, Cere, Hypo,






Kidney, Liver


Caffeine
3
Addiction, Cancer,
Pde1a, Pde1b, Pde2a,
Adr, Aorta, BFAT, BS,




Consumption, Dehydration,
Pde3b, Pde5a, Pde8b,
Cere, Heart, Hypo,




Parkinson's Disease,
Adora1, Pde4a,
Kidney, Liver, Lung,




Headache, Heart Disease,
Pik3cb, Pde4b, Ryr1,
Mus, WFAT




Insomnia, Pregnancy, Sleep,
Pde10a, Pde7b, Pde3a,




Sodium
Pde7a, Pde8a, Prkdc,





Pde9a, Adora2a,





Pik3ca, Pde4c, Pik3cd


Calcitriol
5

Vdr
Adr, Aorta, BFAT


Capecitabine
0.75

Tyms
Aorta


Captopril
2
Heart Failure, Hypertension
Mmp2, Ace, Lta4h
Adr, BS, Cere, Heart,






Hypo, Liver, Lung,






WFAT


Carbidopa
1
Parkinson's Disease
Ddc
Kidney, Liver


Carmustine
0.25
Chemotherapy, Crystals
Gsr
Adr, BFAT, BS, Mus


Cefazolin
1.8
Infusion
Pon1
Adr, Mus


Cerivastatin
2
Renal Failure,
Hmgcr
Liver




Rhabdomyolysis


Cevimeline
5
Dry Mouth, Xerostomia
Chrm3
Adr, BS, Kidney, Liver,






Lung


Chlorothiazide
0.75
Heart Failure, Intubation,
Car4, Car2
Adr, BS, Heart, Kidney,




Pill, Sodium

Liver, Lung


Ciclopirox
1.7

Atp1a1
BFAT, BS, Cere,






Kidney, Liver, Lung


Cinitapride
3

Htr2a
BS, Heart, Lung


Ciprofloxacin
4

Clostridium Difficile,

Top2a
Hypo





Escherichia Coli,





Myasthenia Gravis,





Staphylococcus Aureus



Cisatracurium
0.366

Chrna2
BFAT


Besylate


Cladribine
5.4
Adenosine, Cancer, Hairy
Pola1, Pole4, Pnp,
Adr, Aorta, BS, Cere,




Cell Leukemia, Leukemia,
Pole2, Rrm2b, Pole3,
Hypo, Kidney, Liver,




Multiple Sclerosis
Rrm1, Rrm2, Pole
Lung, WFAT


Clevidipine
0.0166
Blood Pressure
Cacna1c, Cacna1s,
Adr, BFAT, Cere,





Cacna1d
Kidney, Lung


Clofarabine
5.2
ALL, AML
Pola1, Rrm1
Adr, Kidney


Clorazepate
2
Liver, Potassium
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,





Gabrq, Gabrb1, Tspo,
Cere, Hypo, Kidney,





Gabra2, Gabra5,
Liver, Lung





Gabrb2, Gabrb3,





Gabra6, Gabrp


Clotiazepam
4
Anxiety, Liver, Sleep
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,





Gabrb1, Gabra2,
Cere, Heart, Hypo,





Gabrr2, Gabra5,
Kidney, Lung, Mus,





Gabrb2, Gabrb3,
WFAT





Gabrp, Gabrr1


Clotrimazole
2
Athlete's Foot, Itch, Jock
Kcnn4
Kidney




Itch, Oral Candidiasis,




Ringworm, Thrush, Yeast




Infections


Cocaine
1
Balance, Sudden Cardiac
Slc6a4, Chrm2, Scn5a
Adr, BS, Heart, Kidney




Death, Potassium, Smoking,




Sodium


Codeine
3
Cough, Liver, Myocardial
Oprm1, Oprd1
BS, Lung




Infarction


Colchicine
1
Gout, Pericarditis
Tubb5, Tubb1
Kidney, Liver, WFAT


Conivaptan
5
Diabetes Insipidus, Heart
Avpr1a, Avpr2
BFAT, Kidney, Liver,




Failure, Hyponatremia,

Lung




Insipidus, Sodium


Corticotropin
0.25
Adrenal Insufficiency,
Mc2r
Adr, BFAT, Mus,




Circadian Rhythm,

WFAT




Cushing's Syndrome,




Hypercortisolism, Rhythm,




Stress


Cosyntropin
0.25
Cushing's Syndrome,
Mc2r
Adr, BFAT, Mus,




Infusion

WFAT


Creatine
3
Adenosine, Crystals,
Slc6a8, Gamt, Ckm,
Adr, Aorta, BFAT, BS,




Equilibrium, Liver,
Ckb, Ckmt2, Ckmt1
Heart, Kidney, Lung




Supplements


Cromoglicic acid
1.3

Kcnma1
Adr, Liver


Cytarabine
0.166
Acute Myeloid Leukemia,
Polb
Kidney




ALL, AML, Cancer,




Chemotherapy, Infusion,




Leukemia, Liver,




Malignancy, WS


Dacarbazine
5
Cancer, Chemotherapy,
Pola2, Pgd
Aorta, BFAT, Kidney,




Infusion, Liver, Malignant

Liver, Lung, Mus,




Melanoma, Melanoma

WFAT


Dalfampridine
3.5
Multiple Sclerosis,
Kcna1, Kcnd2, Kcna4
Aorta, BFAT, Cere,




Potassium

Heart, Kidney


Dantrolene
4
Cerebral Palsy,
Ryr1
BFAT




Hyperthermia, Malignant




Hyperthermia, Liver,




Multiple Sclerosis, Sodium


Dapoxetine
1

Htr1b, Htr2c
Adr, BS, Cere


Dasatinib
3
ALL, BMS, Cancer, CML,
Stat5b, Epha2, Abl1,
Aorta, BFAT, Heart,




Leukemia, Liver, Prostate
Src, Kit, Pdgfrb, Fyn,
Hypo, Kidney, Liver,




Cancer
Abl2, Lck
Lung, Mus


Decitabine
0.51
Acute Myeloid Leukemia,
Dnmt1
Adr, Lung




AML, Leukemia


Defibrotide
1

Adora1, Adora2a,
Aorta, BFAT, Heart,





Adora2b
Liver, Lung, WFAT


Denileukin diftitox
1.166
Leukemia, Neuropathy,
Il2rg, Il2rb, Il2ra
Adr, Heart, Liver, Lung,




Optic Neuropathy

Mus


Desmopressin
1
Bedwetting, Diabetes
Avpr1a, Avpr2
BFAT, Kidney, Liver,




Insipidus, Insipidus

Lung


Dexmedetomidine
2
Depression, Infusion
Adra2a
WFAT


Dexmethylphenidate
2
Hyperactivity, Hyperactivity
Slc6a4
Adr, Kidney




Disorder, Psychosis


Dexrazoxane
2.5

Top2a, Top2b
Hypo, Kidney, Mus


Dextromethorphan
3
CF, COLD, Cold, Common
Sigmar1, Grin3a,
Adr, Aorta, BFAT, BS,




Cold, Cough, Liver, Pain
Slc6a4, Chrnb4,
Cere, Hypo, Kidney,





Chrna2, Chrna3,
Liver, Lung, WFAT





Oprm1, Chrna4,





Chrnb2, Oprd1


Dezocine
2.2

Oprm1
BS


Diazepam
1
Anxiety, Depression,
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,




Insomnia, Restless Legs,
Gabrq, Gabrb1, Tspo,
Cere, Heart, Hypo,




Liver, Muscle Spasms,
Gabra2, Gabrr2,
Kidney, Liver, Lung,




Seizure, Restless Legs
Gabra5, Gabrb2,
Mus, WFAT




Syndrome, Tetanus
Gabrb3, Gabra6,





Gabrp, Gabrr1


Diclofenac
2
Aches, Gallstones, NSAID,
Ptgs2, Scn4a, Kcnq2,
Aorta, BFAT, BS, Cere,




Pain, Potassium, Sodium
Kcnq3, Ptgs1
Heart, Kidney, Lung


Diltiazem
3
Arrhythmia, Hypertension,
Cacng1
BFAT




Mammary Gland, Migraine


Dinoprost
3
Amniotic Fluid,
Ptgfr
Heart, Lung, Mus


Tromethamine

Endometriosis, Stress


Dinoprostone
0.0833

Ptger2, Ptger3, Ptger1,
Aorta, BFAT, Heart,





Ptger4
Kidney, Lung, WFAT


Diphenidol
4

Chrm3, Chrm2
Adr, BS, Heart, Kidney,






Liver, Lung


Dipyridamole
0.66

Pde5a, Pde4a, Pde10a,
Adr, Aorta, BFAT,





Ada
Cere, Heart, Hypo,






Kidney, Liver, Lung,






Mus


Dobutamine
0.033
Dobutamine, Heart Failure,
Adrb2, Adrb1
Adr, Kidney, Lung, Mus




Shock


Dopamine
0.033
Anti-nausea, Attention
Drd4, Slc6a4, Htr7,
Adr, BFAT, Cere, Hypo,




Deficit Hyperactivity
Dbh, Drd3
Kidney




Disorder, Digestive System,




Parkinson's Disease, Heart




Failure, Hyperactivity,




Hyperactivity Disorder,




Restless Legs, RLS,




Schizophrenia, Shock,




Sodium, Restless Legs




Syndrome, Tremor


Dronabinol
4

Cnr1, Cnr2
Adr, Mus, WFAT


Droperidol
1.4

Adra1a
BFAT, Heart, Kidney,






Lung, Mus, WFAT


Drotrecogin alfa
5.5
Sepsis
Serpine1, Pf4, Ggcx,
Adr, Aorta, BFAT, BS,





Procr, Cp, Thbd, F8,
Cere, Heart, Hypo,





F5, Serpina5
Kidney, Liver, Lung,






Mus, WFAT


Droxidopa
2

Adra1d, Adrb2, Adrb3,
Adr, Aorta, BFAT,





Adra1a, Adra2b,
Heart, Kidney, Liver,





Adra1b, Pah, Adrb1,
Lung, Mus, WFAT





Adra2a


Dydrogesterone
5
Dysfunctional Uterine
Pgr
Aorta




Bleeding, Endometriosis,




Hormone Replacement




Therapy, HRT, Infertility,




Menopause, Premenstrual




Syndrome


Dyphylline
2

Pde4a, Adora1, Pde4b,
Aorta, BFAT, BS, Cere,





Pde7a, Pde7b,
Heart, Hypo, Kidney,





Adora2a, Pde4c
Liver, Lung, Mus,






WFAT


Eletriptan
4
Headache, Migraine
Htr1b, Htr7, Htr1d
Adr, BFAT, BS, Lung


Enalapril
2
Blood Pressure, Heart
Ace
Heart, Lung




Failure, Hypertension


Encainide
1

Scn5a
Heart


Enoxacin
3
Cancer, Cystitis, Gonorrhea,
Top2a
Hypo




Insomnia, Sexually




Transmitted Diseases,




Urinary Tract Infection


Enoxaparin
4.5
Sodium
Serpinc1
Liver


Enoximone
4
Heart Failure, Liver
Pde3a
BFAT, Heart, Kidney,






Mus


Enprofylline
1.9
Adenosine, Chronic
Pde4a, Adora1, Pde4b,
Aorta, BFAT, Cere,




Obstructive Lung Disease
Adora2a, Adora2b
Heart, Hypo, Liver,






Lung, Mus, WFAT


Enzalutamide
1
Breast, Breast Cancer,
Ar
Aorta, BFAT, BS,




Cancer, Prostate Cancer,

Kidney




Prostate Specific Antigen,




PSA


Ephedrine
3
Hypotension
Adra1a, Ache
BFAT, Heart, Kidney,






Lung, Mus, WFAT


Epinephrine
0.033
Hypertension, Stress
Adrb2, Adra1d, Adrb3,
Adr, Aorta, BFAT,





Adra1a, Adra2b,
Heart, Kidney, Liver,





Adra1b, Pah, Adrb1,
Lung, Mus, WFAT





Adra2a


Epirubicin
3
Breast, Breast Cancer,
Top2a
Hypo




Cancer, Chemotherapy,




Gastric Cancer, Lung




Cancer, Lymphomas,




Ovarian Cancer


Eplerenone
4
Heart Failure, Myocardial
Nr3c2
Heart, Lung, Mus




Infarction, Potassium


Eprosartan
5
Blood Pressure,
Agtr1a
Adr, Heart, Kidney,




Hypertension

Liver, Mus


Eptifibatide
2.5

Itgb3
Lung


Ergoloid mesylate
3.5

Adra1d, Slco2b1,
Adr, Aorta, BFAT, BS,





Htr1b, Gabra3,
Cere, Heart, Hypo,





Gabrg3, Gabrq,
Kidney, Liver, Lung,





Adra1a, Htr7, Gabrb1,
Mus, WFAT





Htr2a, Gabra2, Htr2c,





Gabra5, Gabrb2,





Gabrb3, Adra2b,





Adra1b, Gabra6,





Htr1d, Htr6, Gabrp,





Adra2a


Ergonovine
1

Adra1a
BFAT, Heart, Kidney,






Lung, Mus, WFAT


Ergotamine
2
Migraine
Htr1b, Adra1d,
Adr, BFAT, BS, Cere,





Adra1a, Htr2a, Htr2c,
Heart, Kidney, Liver,





Adra2b, Adra1b,
Lung, Mus, WFAT





Htr1d, Adra2a


Esmolol
2

Adrb1
Lung


Esomeprazole
1
Dyspepsia, Gastroesophageal
Atp4a
Liver




Reflux Disease, Liver, Peptic




Ulcer, Reflux, Ulcer


Ethinamate
2.5
Insomnia
Car2
BS, Kidney, Liver, Lung


Ethionamide
2
Extensively Drug-Resistant
Inha
BS, Cere, Heart




Tuberculosis, TB, Drug-




Resistant Tuberculosis


Ethopropazine
1

Grin3a, Chrm2
Adr, BS, Heart


Ethotoin
3
Epilepsy
Scn5a
Heart


Ethoxzolamide
2.5
Epilepsy, Glaucoma, Peptic
Car4, Car2
Adr, BS, Heart, Kidney,




Ulcer, Ulcer

Liver, Lung


Etidronic acid
1

Ptprs, Atp6v1a
Cere, Hypo, Liver,






Lung, Mus, WFAT


Etodolac
1
Liver, NSAID
Rxra, Ptgs2, Ptgs1
Adr, Aorta, BFAT,






Heart, Kidney, Liver,






Lung


Etomidate
1.25
Emergency Medicine,
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,




Intubation, Liver
Gabrq, Gabrb1,
Cere, Hypo, Kidney,





Gabra2, Gabra5,
Liver, Lung





Gabrb2, Gabrb3,





Adra2b, Gabra6,





Gabrp


Etoposide
4
Liver
Top2a, Top2b
Hypo, Kidney, Mus


Fenoldopam
5
Liver, Sodium
Adra1d, Adra1a,
Adr, BFAT, Heart,





Adra2b, Adra1b,
Kidney, Liver, Lung,





Adra2a
Mus, WFAT


Fenoprofen
3
Rheumatoid Arthritis, Pain
Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Filgrastim
3.5

E. Coli, Escherichia Coli

Csf3r, Elane
Lung, WFAT


Finasteride
4.5
Baldness, Benign Prostatic
Srd5a1, Akr1d1,
BFAT, Cere, Kidney,




Hyperplasia, Birth Defects,
Srd5a2
Liver




BPH, Liver


Flucytosine
2.4

Dnmt1
Adr, Lung


Fludrocortisone
3.5

Ar, Nr3c1, Nr3c2
Aorta, BFAT, BS, Cere,






Heart, Kidney, Lung,






Mus


Flumazenil
4
Hypersomnia
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,





Gabrq, Gabrb1,
Cere, Hypo, Kidney,





Gabra2, Gabra5,
Liver, Lung





Gabrb2, Gabrb3,





Gabra6, Gabrp


Flunisolide
1.8
Allergic Rhinitis, Inhalation,
Nr3c1
BFAT, Cere, Mus




Rhinitis


Fluocinolone
1.3
Liver, Skin Inflammation
Nr3c1
BFAT, Cere, Mus


Acetonide


Fluorouracil
0.166
Cancer, Infusion, Liver
Tyms
Aorta


Flurazepam
2.3
Anxiety, Dental, Insomnia,
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,




Liver, Pregnancy
Gabrq, Gabrb1,
Cere, Heart, Hypo,





Gabra2, Gabrr2,
Kidney, Liver, Lung,





Gabra5, Gabrb2,
Mus, WFAT





Gabrb3, Gabra6,





Gabrp, Gabrr1


Flurbiprofen
4.7
Cancer, Clinical Trials,
Ptgs2, Ptgs1
Aorta, Heart, Kidney,




Liver, Pain

Lung


Fluvastatin
3
Hepatitis, Hepatitis C,
Hmgcr
Liver




Hypercholesterolemia


Fosphenytoin
0.25
Liver, Sodium
Scn5a
Heart


Furosemide
2
Edema, Heart Failure,
Car2
BS, Kidney, Liver, Lung




LASIK


Fusidic Acid
5
Sodium
Cat
Adr, Liver, Lung, Mus


Gabapentin
5
Anxiety, Anxiety Disorder,
Grin3a, Adora1,
Adr, Aorta, BFAT, BS,




Bipolar Disorder, Diabetic
Cacna2d1, Grin2b,
Cere, Heart, Hypo,




Neuropathy, Epilepsy,
Grin2c, Cacna1b,
Kidney, Liver, Lung,




Insomnia, Neuropathic Pain,
Grin3b, Grin2d
WFAT




Neuropathy, Pain, Restless




Leg Syndrome


Gallium nitrate
1

Atp6v1b2, Rrm2, Il1b
Heart, Kidney, Liver,






Lung


Galsulfase
0.15

Plin3
BS, Cere, Heart, Liver


Gamma
0.5
Cataplexy, Depression,
Gabrb1
BFAT, BS, Cere


Hydroxybutyric Acid

Excessive Daytime




Sleepiness, Insomnia,




Narcolepsy, Potassium,




Rape, Sleepiness, Sodium


Ganaxolone
1.3

Gabra3, Gabra2,
Adr, Aorta, BFAT, BS,





Gabra5, Gabra6
Cere, Hypo, Kidney,






Liver


Gemcitabine
0.7
Chemotherapy
Tyms, Rrm1, Cmpk1
Aorta, Kidney, WFAT


Gemfibrozil
1.5

Ppara
Adr, BFAT, Heart,






Kidney, Liver, Lung,






WFAT


Gentamicin
3

E. Coli, Escherichia Coli

Lrp2
Kidney, Lung


Glimepiride
5
Type 2 Diabetes
Kcnj11, Abcc8, Kcnj1
BFAT, Cere, Hypo,






Kidney


Glipizide
2
Liver, Potassium
Abcc8, Pparg
Hypo, Kidney, Mus


Glyburide
1.4
Liver
Abcc9, Abca1, Kcnj8,
Adr, Aorta, BFAT, BS,





Cpt1a, Kcnj11, Kcnj5,
Cere, Heart, Hypo,





Abcc8, Kcnj1, Cftr,
Kidney, Liver, Lung,





Abcb11
Mus, WFAT


Glycodiazine
4

Abcc8, Kcnj1
Hypo, Kidney


Glycopyrrolate
0.6

Chrm3, Chrm2
Adr, BS, Heart, Kidney,






Liver, Lung


Gonadorelin
0.033

Gnrhr
Adr, BFAT, Lung


Goserelin
4
Breast, Cancer, Prostate
Gnrhr
Adr, BFAT, Lung




Cancer


Heparin
1.5
Dialysis, Liver, Sodium
Selp, Serpinc1
BFAT, Liver


Heroin
0.166
Hepatitis, Inhalation,
Oprm1, Oprd1
BS, Lung




Pregnancy, Smoking


Hexylcaine
0.166
Convulsion, Headache,
Scn5a
Heart




Sodium, Tinnitus


Hydralazine
3
Blood Pressure,
P4ha1, Aoc3
Adr, Aorta, BFAT, BS,




Hypertension

Cere, Heart, Hypo,






Kidney, Lung, Mus,






WFAT


Hydrochlorothiazide
5.6
Blood Pressure,
Car4, Car2, Car12,
Adr, BS, Cere, Heart,




Hypertension, Pregnancy
Car9
Kidney, Liver, Lung


Hydrocodone
1.25
Cough
Oprm1, Oprd1
BS, Lung


Hydroflumethiazide
2

Car4, Atp1a1, Car2,
Adr, BFAT, BS, Cere,





Car12, Car9
Heart, Kidney, Liver,






Lung


Hydromorphone
2.6
Swallowing
Oprm1, Oprd1
BS, Lung


Hydroxyurea
3

Rrm1
Kidney


Hyoscyamine
2

Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,






Liver, Lung


Ibritumomab
0.8

C1qa, C1qc, C1qb,
Adr, Heart, Kidney,





Ms4a1, Fcgr2b, Fcgr3,
Liver, Mus, WFAT





Fcgr4, C1rb


Ibuprofen
2
CP, Febrile Seizures,
Bcl2, Ptgs2, Thbd,
Adr, Aorta, BFAT, BS,




NSAID, Nursing, Pain,
Ptgs1, Plat, Pparg,
Cere, Heart, Hypo,




Pediatrics
Cftr
Kidney, Lung, Mus,






WFAT


Icatibant
1.4
Angioedema
Anpep
BS, Liver


Idursulfase
0.733

Plin3
BS, Cere, Heart, Liver


Iloprost
0.333
Blood Pressure,
Pde4a, Pde4b, Ptger1,
Aorta, BFAT, Cere,




Hypertension, Inhalation,
Plat, Pde4c
Heart, Hypo, Liver,




Pulmonary Hypertension,

Lung, Mus, WFAT




Raynaud's Phenomenon


Indomethacin
4.5

Glo1, Ppara, Ptgs2,
Adr, Aorta, BFAT,





Ptgs1, Pparg
Heart, Kidney, Liver,






Lung, Mus, WFAT


Insulin Detemir
5
Hemoglobin, Hypoglycemia,
Insr
Liver, Lung




Type 2 Diabetes


Insulin Glulisine
0.7
Hyperglycemia
Insr
Liver, Lung


Insulin Lispro
1

Igflr, Insr
Kidney, Liver, Lung


Interferon Alfa-2a,
2

Ifnar2
Adr, Cere, Liver, Mus


Recombinant


Interferon Alfa-2b,
2

Ifnar2
Adr, Cere, Liver, Mus


Recombinant


Interferon alfacon-1
1.3

Ifnar2
Adr, Cere, Liver, Mus


Interferon alfa-n1
1.2

Ifnar2
Adr, Cere, Liver, Mus


Ipratropium bromide
2

Chrm3, Chrm2
Adr, BS, Heart, Kidney,






Liver, Lung


Iron Dextran
5

Hba-a1, Fth1
Adr, Kidney, Liver


Isoniazid
0.5
Liver, Prevention
Inha
BS, Cere, Heart


Isosorbide Dinitrate
1

Npr1
Adr, Aorta


Isosorbide
5
Blood Pressure
Gucy1a2
Adr, Kidney, Lung, Mus


Mononitrate


Ketamine
2.5
Allergies, Complex Regional
Grin3a, Chrm3, Htr1b,
Adr, BS, Cere, Heart,




Pain Syndrome, Emergency
Tacr1, Oprm1, Chrm2,
Kidney, Liver, Lung




Medicine, Liver, Pain,
Htr2a, Htr2c, Oprd1,




Respiration
Chrm4, Htr1d


Ketobemidone
2.42
Cancer, Pain
Grin3a, Oprm1,
Adr, BS, Cere, Kidney,





Grin2b, Grin2c,
Lung





Grin3b, Oprd1, Grin2d


Ketoconazole
2
Dandruff, Dermatitis, Liver
Cyp19a1, Ar
Adr, Aorta, BFAT, BS,






Kidney


Ketoprofen
1.1
NSAID
Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Ketorolac
2.5
Allergies, Allergy, Liver,
Ptgs2, Ptgs1
Aorta, Heart, Kidney,




NSAID, Pain

Lung


Lansoprazole
1.5
Heartburn, Intubation, Liver
Atp4a
Liver


Latanoprost
0.283
Glaucoma, Hypertension
Ptgfr
Heart, Lung, Mus


L-DOPA
0.833

Drd4, Drd3
Adr, Hypo


Lenalidomide
3
Multiple Myeloma,
Cdh5, Ptgs2
Aorta, BFAT, Heart,




Myeloma

Hypo, Liver, Lung, Mus


Leptin
0.415
Obese, Obesity
Lepr
Lung


Leuprolide
3

Gnrhr
Adr, BFAT, Lung


Levallorphan
1
Depression
Oprm1
BS


Levamisole
4.4
Agranulocytosis, Cancer,
Chrna3
BS, Hypo




Chemotherapy, Colon




Cancer, Head and Neck




Cancer, Liver, Melanoma,




Neck Cancer, Prevention


Levosimendan
1
Heart Failure
Kcnj8, Kcnj11, Pde3a,
Adr, BFAT, Cere, Heart,





Tnnc1
Kidney, Liver, Mus


Lidocaine
1.8166
Dental, Liver, Pain
Scn5a, Egfr
Heart, Lung


Lornoxicam
3
NSAID, Pain
Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Losartan
1
Blood Pressure,
Agtr1a
Adr, Heart, Kidney,




Hypertension, Myocardial

Liver, Mus




Infarction, Nursing,




Potassium, Prevention, Renal




Disease, Type 2 Diabetes


Lovastatin
5.3
Hypercholesterolemia,
Itga1, Hdac2, Hmgcr
Adr, Kidney, Liver,




Hyperlipidemia

Lung


Loxapine
4
Inhalation, Liver,
Htr1b, Chrm3, Drd4,
Adr, BFAT, BS, Cere,




Schizophrenia
Slc6a4, Htr7, Adra1a,
Heart, Hypo, Kidney,





Htr2a, Chrm2, Htr2c,
Liver, Lung, Mus,





Drd3, Adra2b, Adra1b,
WFAT





Htr1d, Htr6, Adrb1,





Chrm4, Adra2a


Lubiprostone
0.9
Constipation, Irritable Bowel
Clcn2
Adr, BS, Cere, Heart,




Syndrome

Kidney, WFAT


Lumiracoxib
4
Liver, NSAID
Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Mebendazole
2.5
AS
Tuba1a
BFAT, Heart, Kidney,






WFAT


Mecasermin
2

Igfbp3, Igf2r, Igf1r,
Adr, Aorta, BFAT,





Insr
Hypo, Kidney, Liver,






Lung


Mefenamic acid
2
Headache, Liver,
Ptgs2, Ptgs1
Aorta, Heart, Kidney,




Menstruation, Migraine,

Lung




Migraine Headache, NSAID,




Pain, Prevention


Melatonin
0.5833
Circadian Rhythm, Clinical
Calr, Esr1, Rorb,
Adr, Aorta, BFAT, BS,




Trials, Sleep Disorders,
Nqo2, Mtnr1a
Cere, Heart, Hypo,




Insomnia, Liver, Rhythm,

Kidney, Liver, Lung,




Sleep, TIPS

Mus, WFAT


Mesalazine
5
Colitis, Ulcerative Colitis,
Ptgs2, Ptgs1, Pparg,
Aorta, Heart, Kidney,




Crohn's Disease, Liver
Chuk, Ikbkb
Liver, Lung, Mus


Methamphetamine
4
Addiction, Attention Deficit
Slc6a4, Maoa, Slc18a1,
Adr, Kidney, Liver,




Hyperactivity Disorder,
Adra2b, Maob, Adra2a
Lung, Mus, WFAT




Drug Addiction,




Hyperactivity, Hyperactivity




Disorder, Inhalation,




Obesity, Psychosis,




Rhabdomyolysis, Substance




Abuse


Methimazole
5
Agranulocytosis, Graves'
Tpo
Liver




Disease, Hyperthyroidism,




Liver


Methsuximide
1.4

Cacna1g
Aorta, Lung, WFAT


Methyldopa
1.75
Hypertension, Liver, PIH,
Ddc, Adra2a
Kidney, Liver, WFAT




Pregnancy


Methylphenidate
3
Attention Deficit
Slc6a4
Adr, Kidney




Hyperactivity Disorder,




Hyperactivity, Hyperactivity




Disorder, Liver, Narcolepsy,




Postural Orthostatic




Tachycardia Syndrome,




Recall, Tachycardia


Methylprednisolone
1
Infusion, Liver
Nr3c1
BFAT, Cere, Mus


Metocurine Iodide
3

Chrna2
BFAT


Metoprolol
3
Hypertension, Liver
Adrb2, Adrb1
Adr, Kidney, Lung, Mus


Metyrosine
3.4

Th
BFAT


Midazolam
1.8
Epilepsy, Insomnia, Liver,
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,




Seizures in Children
Gabrq, Gabrb1,
Cere, Heart, Hypo,





Gabra2, Gabrr2,
Kidney, Liver, Lung,





Gabra5, Gabrb3,
Mus, WFAT





Gabrb2, Gabra6,





Gabrp, Gabrr1


Miglitol
2
Diabetes Mellitus,
Gaa
Aorta, Kidney




Hyperglycemia


Milrinone
2.3
Arrhythmia, CHF, Heart
Pde3a
BFAT, Heart, Kidney,




Failure, Infusion

Mus


Minoxidil
4.2
Baldness, Hair Loss,
Ptgs1, Kcnj1
Heart, Kidney, Lung




Prevention


Misoprostol
0.33
Gastric Ulcer, Peptic Ulcer,
Ptger3, Ptger2, Ptger4
Aorta, BFAT, Heart,




Ulcer

Kidney, Lung, WFAT


Mivacurium
1.7
Chloride
Chrm3, Bche, Chrna2,
Adr, BFAT, BS, Heart,





Chrm2
Kidney, Liver, Lung


Moclobemide
1
Anxiety, Blood Pressure,
Maoa
Adr, Kidney, WFAT




Depression, LP


Moexipril
1
Heart Failure, Hypertension
Ace, Ace2
Heart, Lung


Mometasone
5.8

Nr3c1
BFAT, Cere, Mus


Montelukast
2.7
Allergies, Allergy, Asthma
Cysltr1
Heart




Medications, Liver


Moricizine
2

Scn5a
Heart


Morphine
2
Addiction, Chronic Pain,
Oprm1, Oprd1
BS, Lung




Depression, Inhalation, Pain,




Sleep, Smoking


Muromonab
0.8

C1qa, C1qc, C1qb,
Adr, Heart, Kidney,





Fcgr2b, Fcgr3, Cd3e,
Liver, Lung, Mus,





Cd3d, Cd3g, Fcgr4,
WFAT





C1rb


Nabilone
2
Antiemetics, Chemotherapy,
Cnr1, Cnr2
Adr, Mus, WFAT




Chronic Pain, Chronic Pain




Management, Liver,




Multiple Sclerosis, Nausea




and Vomiting, Neuropathic




Pain, Pain, Pain




Management, Vomiting


Nafarelin
3
Endometriosis, Fibroids,
Gnrhr
Adr, BFAT, Lung




IVF, Puberty, Uterine




Fibroids


Nalbuphine
5

Oprm1, Oprd1
BS, Lung


Naloxone
0.5
Addiction, Depression,
Creb1, Esr1, Oprm1,
Adr, Aorta, BFAT, BS,




Hypotension, Liver, Pain
Tlr4, Oprd1
Cere, Heart, Hypo,






Kidney, Liver, Lung,






Mus, WFAT


Naltrexone
4
Alcohol Dependence,
Oprm1, Oprd1
BS, Lung




Constipation


Naratriptan
5
Liver, Migraine
Htr1b, Htr1d
Adr, BS, Lung


Nateglinide
1.5
Type 2 Diabetes
Abcc8, Pparg
Hypo, Kidney, Mus


Nedocromil
3.3
Breathing, Inhalation,
Hsp90aa1, Cysltr2,
Adr, Aorta, BFAT, BS,




Sodium
Cysltr1
Cere, Heart, Hypo,






Kidney, Liver, Lung,






Mus, WFAT


Nefazodone
2
Liver, Liver Transplant
Slc6a4, Adra1a, Htr2a,
Adr, BFAT, BS, Cere,





Htr2c, Adra1b, Adra2a
Heart, Kidney, Liver,






Lung, Mus, WFAT


Nesiritide
0.3
Heart Failure
Npr1, Npr2, Npr3
Adr, Aorta, Cere, Heart,






Kidney, Lung


Niacin
0.33
Anemia, Atherosclerosis,
Niacr1
Adrenal




Crystals, Necropsy,




Tiredness


Nifedipine
2
Cancer, Hypertension,
Cacna1c, Cacna1h,
Adr, Aorta, BFAT,




Pulmonary Hypertension,
Kcna1, Cacna2d1,
Cere, Kidney, Lung




Raynaud's Phenomenon,
Cacna1s, Cacna1d




Tetanus


Niflumic Acid
2.5

Ptgs2, Pla2g4a, Ptgs1
Aorta, Heart, Hypo,






Kidney, Lung


Nimesulide
1.8
NSAID, Pain
Ptgs2, Ltf
Aorta, Lung


Nimodipine
1.7
Blood Pressure,
Cacna1c, Ahr,
Adr, Aorta, BFAT,




Hypertension
Cacna1s, Cacnb1,
Cere, Heart, Kidney,





Cacna1d, Cacnb3,
Lung, Mus, WFAT





Cacnb4, Nr3c2


Nitazoxanide
3.5

Por
Adr, Aorta, BFAT, BS,






Cere, Heart, Hypo,






Kidney, Liver, Lung,






WFAT


Nitroglycerin
0.05
Cancer, Heart Failure,
Npr1
Adr, Aorta




Prostate Cancer


Nitroprusside
0.033
Sodium
Npr1
Adr, Aorta


Norfloxacin
3
Chemotherapy, Cystitis,
Top2a
Hypo




Liver, Neuropathy,




Peripheral Neuropathy,




Prostatitis, Sexually




Transmitted Diseases


Olopatadine
3
Allergies, Allergy,
S100a1, S100a13,
Adr, Aorta, Liver,




Conjunctivitis
S100b
WFAT


Olsalazine
0.9
Colitis, Ulcerative Colitis
Tpmt
Kidney


Omeprazole
0.5
Dyspepsia, Gastroesophageal
Atp4a
Liver




Reflux Disease, Liver, Peptic




Ulcer, Reflux, Ulcer


Ondansetron
5.7
Cancer, Chemotherapy,
Htr1b, Oprm1
Adr, BS




Liver, Motion Sickness,




Nausea and Vomiting,




Radiation Therapy,




Vomiting


Orlistat
1
Blood Pressure, Obese,
Fasn
Hypo, Kidney, Liver,




Obesity, Overweight, Pill,

Mus, WFAT




Type 2 Diabetes


Oseltamivir
1
Chemotherapy, Clinical
Neu1, Neu2, Ces1d
Aorta, BFAT, Cere,




Trials, EA, Swine Flu,

Heart, Kidney, Liver,




Influenza, Liver, MS,

Lung




Prevention, Vomiting


OspA lipoprotein
1.2

Tlr2
Kidney


Oxandrolone
0.55

Ar
Aorta, BFAT, BS,






Kidney


Oxcarbazepine
2
Anxiety, Anxiety Disorder,
Scn5a
Heart




Epilepsy, Tics


Oxprenolol
1
Blood Pressure,
Adrb2, Adrb1
Adr, Kidney, Lung, Mus




Hypertension, Liver,




Mammary Gland


Oxtriphylline
3

Pde4a, Adora1, Pde3a,
Aorta, BFAT, Cere,





Adora2a, Hdac2
Heart, Hypo, Kidney,






Liver, Lung, Mus,






WFAT


Oxycodone
4.5
NSAID, Pain
Oprm1, Oprd1
BS, Lung


Oxymorphone
1.3
Liver
Oprm1, Oprd1
BS, Lung


Oxytocin
0.0166
Anxiety, Intimacy, Nipple,
Oxt
Kidney




WS


Pancuronium
1.5

Chrm3, Chrna2,
Adr, BFAT, BS, Heart,





Chrm2
Kidney, Liver, Lung


Pantoprazole
1
Liver
Atp4a
Liver


Papaverine
0.5
Erectile Dysfunction
Pde4b, Pde10a
BFAT, Cere, Heart,






Mus, WFAT


Paricalcitol
4

Vdr
Adr, Aorta, BFAT


PCK3145
0.35

Rpsa
Liver, Lung


Pegaptanib
3
Age-Related Macular
Nrp1
BFAT, Heart, Kidney,




Degeneration, Macular

Liver, Lung, Mus




Degeneration, Sodium


Pemetrexed
3.5
Cancer, Chemotherapy,
Tyms, Gart, Atic
Aorta, Kidney, Liver,




Lung Cancer, Mesothelioma

Lung, WFAT


Pentagastrin
0.166
Carcinoid Syndrome
Cckbr
BS


Pentazocine
2
Liver, Pain
Sigmar1, Oprm1
Adr, Aorta, BS, Kidney,






Liver, Lung, WFAT


Pentobarbital
5
Liver, Sodium
Gabra3, Gria2,
Adr, Aorta, BFAT, BS,





Gabrg3, Grin3a,
Cere, Hypo, Kidney,





Gabrq, Gabrb1,
Liver, Lung





Gabra2, Grin2b,





Gabra5, Chrna4,





Grin2c, Gabrb2,





Gabrb3, Grin3b,





Gabra6, Gabrp,





Grin2d


Pentosan Polysulfate
4.8

Fgf4, Fgf1, Fgf2
Adr, Aorta, BFAT, BS,






Kidney, Liver, Lung,






WFAT


Pentostatin
5.7
Chronic Lymphocytic
Ada
Hypo




Leukemia, Leukemia, Liver


Pentoxifylline
0.4
CP
Pde5a, Nt5e, Adora1,
Adr, Aorta, BFAT,





Pde4a, Pde4b,
Cere, Heart, Hypo,





Adora2a
Kidney, Liver, Lung,






Mus, WFAT


Perhexiline
2
Consumption
Cpt1a, Cpt2
Adr, Aorta, BFAT,






Cere, Heart, Hypo,






Kidney, Liver, Lung,






Mus


Perindopril
1.2
Blood Pressure, Coronary
Ace
Heart, Lung




Artery Disease, Heart Failure


Pethidine
1

Chrm3, Slc6a4,
Adr, BS, Cere, Heart,





Grin2b, Chrm2,
Kidney, Liver, Lung





Oprm1, Grin2c,





Grin2d, Chrm4


Phenelzine
1.2
Liver
Maoa, Abat, Gpt, Gpt2,
Adr, Aorta, BFAT, BS,





Aoc3, Maob
Cere, Hypo, Kidney,






Liver, Lung, Mus,






WFAT


Phenindione
5
Breast
Vkorc1
Adr, BFAT


Phentolamine
0.3166

Adra1a, Adra2a
BFAT, Heart, Kidney,






Lung, Mus, WFAT


Phenylephrine
2.1
Blood Pressure, Liver
Adra1d, Adra1a,
Adr, BFAT, Heart,





Adra1b
Kidney, Liver, Lung,






Mus, WFAT


Phenylpropanolamine
2.1
COLD, Cold, Cough,
Adrb2, Adra1a, Adrb1,
Adr, BFAT, Heart,




Urinary Incontinence
Adra2a
Kidney, Lung, Mus,






WFAT


Pilocarpine
0.76
Cancer, Dry Mouth,
Chrm3, Chrm2
Adr, BS, Heart, Kidney,




Glaucoma, Head and Neck

Liver, Lung




Cancer, Neck Cancer, Oral




Surgery, Radiotherapy,




Xerostomia


Pindolol
3
Liver
Adrb2, Htr1b, Adrb1
Adr, BS, Kidney, Lung,






Mus


Pioglitazone
3
Liver
Pparg
Kidney, Mus


Pirfenidone
2

Furin
BFAT, Kidney


Plerixafor
4.4
Cancer, Stem Cells
Cxcr4
BFAT, Heart, Mus,






WFAT


Podofilox
1

Tuba4a, Top2a, Tubb5
BFAT, Cere, Hypo,






Kidney, Liver, WFAT


Pralidoxime
1.233
Chloride
Bche, Ache
Adr, BFAT, Kidney


Pramlintide
0.8
BMS, Diabetes Mellitus
Ramp1, Ramp3
BFAT, Lung


Prazosin
2
Anxiety, Blood Pressure,
Adra1d, Adra1a,
Adr, BFAT, Heart,




Panic Disorder, PTSD
Kcnh2, Adra2b,
Kidney, Liver, Lung,





Adra1b, Kcnh6, Kcnh7,
Mus, WFAT





Adra2a


Prednisolone
2
Hepatitis
Nr3c1
BFAT, Cere, Mus


Prednisone
2
Cancer, Fatty Liver, Liver
Nr3c1, Hsd11b1
BFAT, Cere, Heart,






Liver, Lung, Mus


Preotact
1.5

Escherichia Coli, Menopause

Pth1r
Liver


Primaquine
3.7
Liver
Krt7, Nqo2
Aorta, Hypo, Kidney,






Liver, Lung, WFAT


Primidone
3
Anemia, Bipolar Disorder,
Gabra3, Gria2,
Adr, Aorta, BFAT, BS,




Birth Defects, Cerebral
Gabrg3, Gabrq,
Cere, Hypo, Kidney,




Palsy, Depression,
Gabrb1, Gabra2,
Liver, Lung




Depressive Disorder,
Gabra5, Chrna4,




Essential Tremor, Liver,
Gabrb2, Gabrb3,




Migraine, Neuropathic Pain,
Gabra6, Gabrp




Pain, Seizure, Sodium,




Tonic-Clonic Seizure,




Tremor, Trigeminal




Neuralgia


Procainamide
2.5
Arrhythmia, Liver
Dnmt1, Scn5a
Adr, Heart, Lung


Procaine
0.1283
Dental, Pain, Sodium
Grin3a, Kcnmb2,
Adr, BFAT, BS, Heart,





Kcnn1, Maoa, Chrna2,
Kidney, Liver, Lung,





Kcnn3, Kcnmb1,
Mus, WFAT





Kcnn4, Maob


Progabide
4
Epilepsy
Gabbr1
Kidney


Propafenone
2

Scn5a, Kcnh2
Heart, Lung, WFAT


Propofol
1
Emergency Medicine, Liver,
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,




Pain, Sodium
Gabrq, Scn4a, Gabrb1,
Cere, Heart, Hypo,





Gabra2, Gabra5,
Kidney, Liver, Lung





Gabrb2, Gabrb3,





Scn2a1, Gabra6,





Gabrp


Propranolol
4
Anxiety, Hypertension
Adrb2, Adrb3, Htr1b,
Adr, Aorta, BFAT, BS,





Adrb1
Kidney, Lung, Mus


Propylthiouracil
2
Agranulocytosis, Anemia,
Tpo
Liver




Graves' Disease,




Hyperthyroidism, Liver


Pyridostigmine
3

Bche, Ache
Adr, BFAT, Kidney


Quinapril
2
Heart Failure, Hypertension
Ace
Heart, Lung


Rabeprazole
1
Liver, Sodium
Atp4a
Liver


Ramelteon
1
Liver, Sleep
Mtnr1a
Liver


Ramipril
2
Blood Pressure, Heart
Ace
Heart, Lung




Failure, Hypertension, Liver


Rasagiline
3
Parkinson's Disease, Liver,
Bcl2, Maob
Adr, Aorta, BFAT,




RAS

Heart, Kidney, Liver,






Lung, Mus


Regadenoson
0.033
Adenosine, Stress
Adora2a
Heart, WFAT


Remifentanil
0.016
Pain
Oprm1, Oprd1
BS, Lung


Remoxipride
4
Anemia, Mania, MI, MS,
Drd4, Sigmar1, Htr2a,
Adr, Aorta, BS, Heart,




Schizophrenia
Drd3
Hypo, Kidney, Liver,






Lung, WFAT


Repaglinide
1
Liver
Abcc8, Pparg
Hypo, Kidney, Mus


Riboflavin
1.1
Crystals, Liver
Blvrb
Adr, BFAT, Kidney


Risedronate
1.5

Fdps
Adr, Aorta, BFAT,






Kidney, Liver


Ritodrine
1.7

Adrb2
Adr, Kidney, Lung, Mus


Rituximab
0.8
Infusion, Leukemia
C1qa, C1qc, C1qb,
Adr, Heart, Kidney,





Ms4a1, Fcgr2b, Fcgr3,
Liver, Mus, WFAT





Fcgr4, C1rb


Rivastigmine
1.5
Dementia, Alzheimer's
Bche, Ache
Adr, BFAT, Kidney




Disease, Parkinson's




Disease, Liver, Nausea and




Vomiting, Vomiting


Rizatriptan
2
Headache, Migraine
Htr1b, Htr1d
Adr, BS, Lung


Rocuronium
1

Chrna2, Chrm2
BFAT, BS, Heart


Rosiglitazone
3
Diabetes Mellitus, Heart
Acsl4, Pparg
Adr, Kidney, Liver,




Attack, Liver, Myocardial

Lung, Mus




Infarction, Type 2 Diabetes


Rotigotine
5
Depression, Depressive
Drd4, Drd3, Adra2b
Adr, Hypo, Kidney




Disorder, Parkinson's




Disease, Restless Legs,




Liver, RLS, Restless Legs




Syndrome


Salbutamol
1.6
Infusion, Liver
Adrb2, Adrb1
Adr, Kidney, Lung, Mus


Salmeterol
5.5
COPD, Inhalation
Adrb2
Adr, Kidney, Lung, Mus


Salsalate
1

Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Saxagliptin
2.5
BMS, Heart Failure, Type 2
Dpp4
Kidney




Diabetes


Scopolamine
4.5
CP, Liver, Motion Sickness,
Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,




Nausea and Vomiting,

Liver, Lung




Vomiting


Selegiline
1.2
Dementia, Depression,
Maoa, Maob
Adr, Kidney, Liver,




Depressive Disorder,

Lung, Mus, WFAT




Parkinson's Disease, Liver


SGS742
4

Gabbr1, Gabbr2
Kidney, Liver


Sibutramine
1.1
Liver, Obesity
Slc6a4
Adr, Kidney


Sildenafil
4
Erectile Dysfunction,
Pde5a, Pde6g, Pde6h
Adr, BFAT, Hypo,




Hypertension, Liver,

Kidney




Pulmonary Hypertension


Simvastatin
3
Breastfeeding,
Hmgcr
Liver




Hypercholesterolemia, Liver,




Pregnancy, Prevention


Spironolactone
0.166
Heart Failure, Hypertension,
Cacna1c, Cacna1h, Ar,
Adr, Aorta, BFAT, BS,




Liver, Potassium
Pgr, Cacna1g, Nr3c1,
Cere, Heart, Hypo,





Srd5a1, Cacng1,
Kidney, Liver, Lung,





Cacna2d1, Cacna1s,
Mus, WFAT





Cacnb1, Cacna1i,





Cacna1d, Nr3c2,





Cacnb3, Cacnb4,





Cacna1b, Cacna1a,





Srd5a2


Stannsoporfin
3.8

Hmox1, Hmox2
Adr, Aorta, Heart,






Kidney


Streptozocin
0.0833

Slc2a2
Kidney, Liver, Mus


Sufentanil
4.416
Clinical Trials
Oprm1, Oprd1
BS, Lung


Sulfasalazine
5
Rheumatoid Arthritis,
Acat1, Ptgs2, Slc7a11,
Adr, Aorta, BS, Heart,




Pregnancy
Ptgs1, Pparg, Tbxas1,
Hypo, Kidney, Liver,





Chuk, Ikbkb
Lung, Mus, WFAT


Sulfinpyrazone
4
Adenosine, Gout
Abcc1, Abcc2
BFAT, Heart, Hypo,






Kidney, Liver, Lung


Sumatriptan
2.5
Migraine
Htr1b, Htr1d
Adr, BS, Lung


Tacrine
2
Alzheimer's Disease
Bche, Ache
Adr, BFAT, Kidney


Talampanel
3

Gria2, Gria4, Gria1,
Adr, Cere, Kidney, Lung





Gria3


Tamoxifen
5
Breast, Breast Cancer,
Prkcd, Prkci, Esr1,
Adr, Aorta, BFAT, BS,




Cancer, Liver, Menopause
Prkce, Prkca, Prkcb,
Cere, Heart, Kidney,





Prkcq, Esr2
Liver, Lung, Mus,






WFAT


Tamsulosin
5
Benign Prostatic
Adra1d, Adra1a,
Adr, BFAT, Heart,




Hyperplasia, BPH, Enlarged
Adra1b
Kidney, Liver, Lung,




Prostate

Mus, WFAT


Tapentadol
4
Chronic Pain, CP, Pain
Slc6a4, Oprm1, Oprd1
Adr, BS, Kidney, Lung


Tenecteplase
1.9
Blood Clot, Liver
Serpine1, Anxa2, Calr,
Adr, Aorta, BFAT, BS,





Canx, Lrp1, Clec3b,
Cere, Heart, Hypo,





Plaur, Krt8, Fga
Kidney, Liver, Lung,






Mus, WFAT


Teniposide
5
Acute Lymphocytic
Top2a
Hypo




Leukemia, ALL, Cancer,




Chemotherapy, Leukemia,




Liver


Terbutaline
5.5
Inhalation, Liver, Parenting,
Adrb2
Adr, Kidney, Lung, Mus




Pregnancy, Prevention


Terfenadine
3.5
Allergy, Arrhythmia, Liver,
Chrm3, Chrm2, Kcnh2,
Adr, BS, Heart, Kidney,




Potassium, Rhythm,
Chrm4
Liver, Lung, WFAT




Tachycardia


Testosterone
0.166
Consumption, Infusion,
Ar
Aorta, BFAT, BS,




Liver, Prevention

Kidney


Thalidomide
5
Anxiety, Blindness, Cancer,
Ptgs2, Fgfr2, Nfkb1
Aorta, BFAT, BS, Cere,




Deafness, Gastritis,

Kidney, Liver, Lung,




Immunotherapy, Insomnia,

Mus




MS, Multiple Myeloma,




Myeloma, Strabismus


Thiopental
3
Sodium
Gabra3, Gria2,
Adr, Aorta, BFAT, BS,





Gabra2, Gabra5,
Cere, Hypo, Kidney,





Chrna4, Faah, Gabra6
Liver


Thyrotropin Alfa
5

Tshr
Adr, Aorta, BFAT,






Kidney, Mus


Tiaprofenic acid
1.5
Cystitis, Liver, NSAID,
Ptgs2, Ptgs1
Aorta, Heart, Kidney,




Pain, Plastic Surgery, Renal

Lung




Disease


Timolol
2.5
Glaucoma, Hypertension,
Adrb2, Adrb1
Adr, Kidney, Lung, Mus




Liver, Myocardial Infarction


Tinzaparin
1.366

Cxcl12, Itga4, Serpinc1
Adr, Aorta, BFAT, BS,






Kidney, Liver, Lung,






Mus, WFAT


Tirofiban
2

Itgb3
Lung


Tizanidine
2.5
ALS, Back Pain, Clinical
Adra2b, Adra2a
Kidney, WFAT




Trials, Liver Function,




Headache, Hypotension,




Orthostatic Hypotension,




Liver, Migraine, Multiple




Sclerosis, Pain, Sleep


Tofacitinib
3
Rheumatoid Arthritis,
Jak2, Jak1
Cere




Clinical Trials, CP,




Prevention, Psoriasis


Tolmetin
2
Rheumatoid Arthritis, Pain
Ptgs2, Ptgs1
Aorta, Heart, Kidney,






Lung


Tolterodine
1.9
Urinary Incontinence
Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,






Liver, Lung


Topotecan
2
Cancer, Infusion, Liver,
Top1mt, Top1
BFAT, BS, Hypo,




Lung Cancer, Ovarian

Kidney, Liver, Lung,




Cancer

WFAT


Tositumomab
0.8
Cancer, Chemotherapy
C1qa, C1qc, C1qb,
Adr, Heart, Kidney,





Ms4a1, Fcgr2b, Fcgr3,
Liver, Mus, WFAT





Fcgr4, C1rb


Tranylcypromine
1.5
Anxiety, Anxiety Disorder,
Maoa, Maob
Adr, Kidney, Liver,




Depression, Liver

Lung, Mus, WFAT


Travoprost
0.75
Glaucoma, Hypertension
Ptgfr
Heart, Lung, Mus


Trazodone
1
Depression, Sleep
Slc6a4, Adra1a, Htr2a,
Adr, BFAT, BS, Cere,





Htr2c, Adra2a
Heart, Kidney, Lung,






Mus, WFAT


Treprostinil
2
Hypertension, Infusion,
Ppard
Adr, Kidney, Liver




Inhalation, Liver


Tretinoin
0.5
Acne, Leukemia
Rxrb, Aldh1a1,
Aorta, BFAT, BS,





Aldh1a2, Rxrg, Rarg,
Heart, Kidney, Liver,





Gprc5a
Lung, Mus


Triamcinolone
1.466
Inhalation, Liver
Nr3c1
BFAT, Cere, Mus


Triamterene
4.25
Edema, Hypertension,
Scnn1a, Scnn1g,
Adr, Aorta, BFAT,




Potassium
Scnn1b
Kidney, Liver, Lung


Triazolam
1.5
Insomnia, Liver
Gabra3, Gabrg3,
Adr, Aorta, BFAT, BS,





Gabrq, Gabrb1, Tspo,
Cere, Heart, Hypo,





Gabra2, Gabrr2,
Kidney, Liver, Lung,





Gabra5, Gabrb2,
Mus, WFAT





Gabrb3, Gabra6,





Gabrp, Gabrr1


Trifluridine
0.2
Cancer, CF, Herpes, herpes
Tyms
Aorta




simplex virus, Keratitis


Trihexyphenidyl
3.3

Chrm3, Chrm2, Chrm4
Adr, BS, Heart, Kidney,






Liver, Lung


Tubocurarine
1
Chloride
Chrna2, Ache
BFAT, Kidney


Urokinase
0.2
Cancer, Nursing
Serpine1, Nid1, Plat,
Adr, BFAT, Heart,





Plaur, Plau, Lrp2,
Hypo, Kidney, Liver,





Serpina5, St14
Lung, Mus, WFAT


Valsartan
1
Blood Pressure, CHF, Heart
Agtr1a
Adr, Heart, Kidney,




Failure, Hypertension, MI,

Liver, Mus




Myocardial Infarction


Vapreotide
0.5

Tacr1
BS


Vardenafil
4
Erectile Dysfunction
Pde5a, Pde6g, Pde6h
Adr, BFAT, Hypo,






Kidney


Vasopressin
0.166
Blood Pressure, Stress, WS
Avpr1a, Avpr2
BFAT, Kidney, Liver,






Lung


Vecuronium
0.85

Chrna2
BFAT


Velaglucerase alfa
0.1833
Gaucher Disease, Infusion
Gba
Lung


Venlafaxine
5
Anxiety, Anxiety Disorder,
Slc6a4
Adr, Kidney




Blood Pressure,




Constipation, CP,




Depression, Depressive




Disorder, Dry Mouth, EA,




GAD, Headache, Insomnia,




Liver, Panic Disorder


Verapamil
2.8
Arrhythmia, Cluster
Cacna1c, Slc6a4,
Adr, Aorta, BFAT, BS,




Headaches, Headache,
Cacna1g, Cacna1s,
Cere, Heart, Hypo,




Hypertension, Liver,
Cacnb1, Kcnj11,
Kidney, Lung, WFAT




Migraine
Cacna1i, Cacna1d,





Cacnb3, Cacnb4,





Kcnh2, Scn5a,





Cacna1b, Cacna1a


Vildagliptin
1.5
Diabetes Mellitus,
Dpp4
Kidney




Hyperglycemia,




Hypoglycemia, Type 2




Diabetes


Vincristine
5
Cancer, Chemotherapy,
Tuba4a, Tubb5
BFAT, Cere, Hypo,




Liver, PFS

Kidney, Liver, WFAT


Vitamin A
1.9

Dhrs3, Retsat,
Adr, Aorta, BFAT, BS,





Aldh1a3, Rdh13,
Cere, Heart, Hypo,





Aldh1a1, Rbp1,
Kidney, Liver, Lung,





Aldh1a2, Rdh5, Lrat,
Mus, WFAT





Rdh11, Rdh14, Rdh8,





Dhrs4


Vorinostat
2
Liver
Hdac1, Hdac3, Hdac8,
Adr, Aorta, BFAT, BS,





Hdac6, Hdac2
Heart, Hypo, Kidney,






Liver, Lung


Warfarin
1
Blood Clots, CP, Prevention
Vkorc1
Adr, BFAT


Yohimbine
0.6
Type 2 Diabetes
Htr1b, Kcnj8, Kcnj11,
Adr, BFAT, BS, Cere,





Kcnj12, Htr2a, Htr2c,
Heart, Hypo, Kidney,





Drd3, Adra2b, Kcnj1,
Lung, Mus, WFAT





Htr1d, Adra2a


Zaleplon
1
Insomnia, Sleep
Tspo
BFAT, Lung


Zanamivir
2.5
Influenza, Inhalation,
Neu2
BFAT, Kidney, Liver,




Prevention

Lung


Zidovudine
1.1
HIV, Liver
Tert
Lung


Zolmitriptan
3
Headache, Liver, Migraine
Htr1b, Htr1d
Adr, BS, Lung


Zolpidem
2.6
Cancer, Insomnia, Liver,
Gabra3, Gabra2
Adr, Aorta, BFAT, BS,




Prevention, Seizure, Sleep

Cere, Hypo, Kidney


Zopiclone
5
Addiction, Depression,
Gabra3, Tspo, Gabra2,
Adr, Aorta, BFAT, BS,




Insomnia, Liver, Liver
Gabra5
Cere, Hypo, Kidney,




Enzymes, Pill, Sleep

Lung









Data regarding circadian oscillations, including coding and non-coding genes, are available via the World Wide Web (www) bioinf.itmat.upenn.edu/circa, a subset of which is summarized in Table 2, infra.









TABLE 2







Circadian Oscillations in Transcript Expression Data


(numbers represent circadian time in hours)






















Brown
Brain-
Cere-

Hypo-




White


Target Gene
Adrenal
Aorta
Fat
stem
bellum
Heart
thalamus
Kidney
Liver
Lung
Muscle
Fat






















AAAS






6







AACS









8


AADAC





21

22


AAED1







9.5


AAGAB









6
8


AAK1

17


AAMP








0


AASDH








21


AASDHPPT


4.5


AASS







21.5
21


AB041803








6.5


ABAT


21







11.5


ABCA1









1.5


ABCA12








22


ABCA13






7


ABCA17


11.5


ABCA2







22


ABCA3








16
19


ABCA4


21


ABCA5


23


ABCA6







22


ABCA7








2


ABCA8










6


ABCA8A



21





22


ABCA9


23


ABCB1





5


ABCB10










8


ABCB11








0
12


ABCB4








21.5


ABCB6







9


ABCB7

9.5
10


ABCB8







12


ABCC1
19







21
22


ABCC10

8


ABCC2








23


ABCC4

7
7







8
6


ABCC5







11



8.5


ABCC9








2


ABCD1

8


ABCD2










5


ABCD4







23


ABCE1








0


ABCF1








6


ABCF2

10
11








11


ABCF3







20


ABCG1
18


ABCG2

20.5






19.5


ABCG4







21
19


ABCG5







20


ABCG8





1.5


ABHD11
19

22

0.5


ABHD14A







22
20.5


ABHD14B

5.5
5
5





7


ABHD15








0.5


ABHD16A









20


ABHD2







23


7


ABHD3








7


7


ABHD4

14.5





12

13


ABHD6


23




0

23
23


ABHD8








18.5
18


ABI1







23
23


ABI2





13




8


ABI3







23


ABL1







23


ABLIM1







22


ABLIM2








21


ABLIM3








21


ABP1







23

4


ABR







20.5


ABRA


6


ABRACL







3


ABTB1





5


ABTB2









9


AC027184.1








21


AC083948.1





21

21
18


AC091683.2








21


AC101527.1







21


AC109305.2








20


AC122012.1
20


AC122260.2









14


AC122872.1







2


AC130208.1









15


AC132253.3







23.5

12.5


AC132457.1







19


AC133509.2







19


AC139157.1



21

18


AC141881.34




23
9.5




10


AC150897.1








22


AC153928.2






19

1


AC158295.1



20


AC159129.1





15.5


AC168120.1










6


AC174597.1







1


AC225448.1



21



18.5

17


ACAA1







21.5


ACAA2








21.5


ACACA










2


ACACB





18




19.5


ACAD10
20






23
22.5
0


ACAD11







8

2.5


ACAD8




19


ACADL







9


ACADM
1.5


ACADVL
18.5
21

22



23
20.5

8


ACAN
21







22


ACAP2








22
16


ACAP3

22





22


2


ACAT2








0


ACAT3








21


ACBD4








22


ACBD5


6




23
22.5


ACCS
22.5



16


5



6


ACE




22.5


ACER2



10


ACHE








5.5


ACIN1

16.5
18


19.5


18
16
1


ACLY



19


ACMSD








13


ACN9

10


ACO2







1
3


ACOT1


2






13


ACOT11






4


ACOT12







20


ACOT2

6






20.5


ACOT4
5.5







19.5


1


ACOT9







22.5
23


ACOX1







23


ACOX2


5


ACOX3







23


ACOXL


22






15


ACP2








21


ACP6








22


ACPP







5.5


ACSF3








20.5


ACSL1









14

13


ACSL3




20



21


ACSL4








21


ACSL5


0








23.5


ACSM5







22
23
17


ACSS2









5.5


ACSS3









17


ACT1






8


ACT2








23


ACTA2


8


ACTB









12


ACTN1







22


ACTN4







2


ACTR1B







22


ACTR3

11.5


ACTR3B

23
22


19

20
21


ACVR1
7.5



10


11.5


ACVR1B







19


ACVR1C





15




8


ACVR2A







22


ACVR2B








23


ACY1
22
23
21


ACY3
15.5

17


18



15


ACYP1







22.5


ADAL








22


ADAM10








22.5


ADAM12








22


ADAM17




21


21


ADAM19
18


21




22


ADAM22


0.5




22.5


ADAM23







22


ADAM28








20


ADAM29








8


ADAM32







7


ADAM6B


0
5



0


0
0


ADAM9









8


ADAMDEC1






12


12


ADAMTS1





18.5


ADAMTS10





21


ADAMTS12



10


9


ADAMTS15









1.5


ADAMTS16

12






8


ADAMTS17







0


ADAMTS2







0


ADAMTS3









10.5


ADAMTS4







6


ADAMTS5



2.5


ADAMTS6







21
21


ADAMTS8





10


9.5


ADAMTS9







22


ADAMTSL1



20


18


ADAMTSL3








4


ADAMTSL4


22


ADAMTSL5




16.5




13


ADAP1









17


ADAP2









9


ADAR









2

5


ADARB1







20.5


ADAT1







22
22.5


23


ADAT2








0.5


ADC







10

11


ADCK2







18.5


ADCK3










11


ADCK4




21



22


9


ADCK5








1
4


ADCY3









13


ADCY4




20.5


ADCY5







21


ADCY6









12


ADCY7








0.5


ADCY8









12


ADCY9

9


ADCYAP1R1


8.5


ADD3






18


ADH1C


21






13


ADH4


11.5


ADH6-PS1



22




22


ADH7



9




2


ADHFE1





12.5

10


ADI1







10


ADIPOQ



14
13
14.5
13



18


ADIPOR2








5


ADM








21


ADNP2


22.5




2



20.5


ADO








6
11

10


ADORA1







12


ADORA2A


7


ADORA2B








19


ADPGK





18

17
17


ADPRHL1



20.5



19
22
16


ADPRHL2







9

9


ADRA1A

8
10




6
5


ADRA1B

22
22


21

22
22

21.5


ADRA1D







22


ADRA2B









9


ADRB1







19


ADRB2






8


ADRB3









12


ADRBK2







0
3


ADRM1









16


ADSS







20
21


ADTRP


22


22


AEBP1







12


AFAP1




9


AFAP1L2



1.5
3
7

14


2


AFF1







9
9


AFF2





7


AFF3






5.5


AFF4








23


AFG3L2







0


AFMID


1


AFTPH








4


AGA






21
19.5


AGAP1







19
16


AGAP2
5

8
7.5

10

6


AGAP3








19


AGBL5


19





22.5


AGFG1

13
15

13
16


14
12.5


AGFG2



20

0

17


AGL








3


AGMAT

6


AGMO






22

8.5


AGPAT1









4


AGPAT2








15


AGPAT3








2


AGPAT4









12


AGPAT5







22.5


AGPAT6






6


AGPAT9





0.5

23

2
23


AGPHD1








23


8


AGPS

21.5


AGTPBP1








23


AGTR1



3


AGXT








17


AGXT2L1


21


AHCTF1








5


AHCYL2





12

13


AHDC1





17


AHK
19

1


AHK2





13.5


AHSA1

7
7




8.5


AHSA2







6.5


AI182371





14


8

13


AI317395








22


AI606181








22


AI607873


5


AIF1L







23


AIFM1




6




15


AIFM2









16


AIG1









16


AIMP1









22


AIRN









8


AK1






17


AK2





17


AK3
14
14
15

17
14

13
12.5
13
13
14


AK4
21.5







2.5


AK5







2
6


AK8









7


AKAP1

21.5


AKAP11








23


AKAP12




18



21


AKAP13








22.5


AKAP17B








22


AKAP5





18

14.5

15


AKAP9








1
10.5

9


AKIP1
20






21


AKIRIN2








21


AKR1B10







21



22


AKR1B7









5.5


AKR1C1





23




22
6


AKR1C14






1


AKR1C19

6.5
7

7


5


AKR1C20






10


AKR1D1







4
2


AKR1E2









14.5


AKT1








22.5


AKT2
5

9




9.5
9
2


AKT3







23


AKTIP








21


AL731554.1








15


AL807771.1
19







23


ALAD








2


ALAD2







7.5


ALAS1









6


ALCAM








23.5


ALDH18A1







20


ALDH1A1
22



6
23
6


ALDH1A2










22


ALDH1A7









13


ALDH3A1
4
5




8
6
3
5


ALDH3A2








10


ALDH3B1








21


ALDH3B2








0


ALDH7A1
7







22


ALDH8A1









8


ALDH9A1











5


ALDOA







20

16


ALDOB







12


ALDOC



19.5


ALG11

15


ALG12






8


ALG14

2.5



23


ALG3







11


8.5


ALG5

23


ALG6




2


23


ALG8



1
1
1
23
2.5


ALKBH3









16


ALKBH6







16.5


ALKBH7


1


ALKBH8








0.5


ALMS1


6




8.5
6
7


ALOXE3







23
22


ALPK1








6


ALPK2








20


ALPL


7


ALS2






6


ALS2CL









15


ALS2CR12
16

20.5

17

20
16
14.5
15

18


ALYREF






5.5

9


ALYREF2









13


AMACR


20


AMDHD1
5








6


AMDHD2







23

14


AMFR










4.5


AMIGO2










4.5


AMMECR1










7


AMOT










5.167


AMOTL1










5.833


AMOTL2



3.167


AMPH







13


AMT










3.167


ANGEL1










4.833


ANGEL2











6


ANGPT1
5


ANGPT2




14.5




0.5
2.833


ANGPTL1



12


ANGPTL2









10


ANGPTL4





1


ANGPTL7









23

23


ANK1

8
9


21


13.5


ANK2

3
3


ANK3


23


ANKH








21


ANKLE2




15


ANKMY2
12




15

20
13
0


ANKRA2









22


ANKRD11









5.5


ANKRD12

10.5
10

3


ANKRD13A




6


ANKRD13C









6


ANKRD16









8


ANKRD17






8

22


ANKRD23


22.5




20

17

23


ANKRD28



6.5


7


ANKRD33B









12


ANKRD34C


0.833


ANKRD40







21


ANKRD44







22.5


ANKRD46









14


ANKRD49







11

11


ANKRD5


20





17


21


ANKRD50


22




2



2


ANKRD52


11




22


ANKRD9





0.5




2


ANKS1A







20
19


ANKUB1


20
22
3


ANLN







22


ANO3









17


ANO4







8


ANO6






16.5


ANO8


5





1


ANP32A





12


21
13
11.5


ANP32-PS



15


14


ANPEP





18

19.5
17


ANTXR1


0
21



22.5


ANTXR2








22


ANXA11

6.5
7






9


ANXA2











6.5


ANXA3



21.5



19


ANXA5


3.5




23



0


ANXA7



20



19


ANXA8





7


ANXA9







21



22


AOC3






6

9


AP1AR



22

20


23
20


AP1G1
11
12.5
13
12
12
12
12
12
12
12
11
14


AP1M1








5


AP1S1


4.167




21.5


AP1S2







21


AP2A1









12


AP2A2







17


AP2S1







21.5


AP3D1







19


AP3M1







11


AP5S1








9


APAF1

8





10


APBA3








23.5
21


APBB1IP









11


APBB3








22


APC









9.5


APC1





7.5


APC10









10


APC11




12


APC13








18


APC16








23


APC7







9.5
11


APCDD1









6


APEX1





5.5


17
13


APEX2








10


APH1B










8


APH1C









8


API5







22


APIP



4


APLN


8


APLNR








21


APOA1BP
15


APOA5




19.5


APOBEC1





22


APOBEC2








5.5


APOC1









14.5


APOC2








7


APOC3


22
20



20


APOD







12



14


APOE




1


APOL6


9


APOLD1
19


APON


21.5
21.5



19.5
5.5


APPL1







22



0


APPL2

8
8


6.5


APRT



12

10.5



9


AQP1


6.5


AQP11


9.5


AQP3








5.5


AQP4

5
7





20


AQP6







0


AQP7
2.5


AQP8







18.5
18


AQP9
18

23.5
21



18
19


AQR




0



19
17


AR

7
7





3


ARAF










5


ARAP1

8.5
6





6


ARAP2

7







9


ARAP3
15
15
15


17


14
14

14.5


ARF1








18.5


ARF3


22




20
23


ARF5








23


ARFGAP1




23


21


ARFGEF1




21




17


ARFGEF2







11


ARFIP1







3.5


ARFIP2








23.5


ARGLU1


10

11




10


ARHGAP1





23


ARHGAP10


8.5


8

9



9


ARHGAP12

4


ARHGAP17








0


ARHGAP18








23


ARHGAP20






18

23.5


ARHGAP21








16


ARHGAP23
4


ARHGAP24







2.5
4


ARHGAP25


23


21




0


ARHGAP26



21.5


ARHGAP27









18

11


ARHGAP29











0


ARHGAP30



21

3.5

20.5
18.5


0


ARHGAP31







20


ARHGAP35







22


ARHGAP39









8


ARHGAP5
9
9





14



11


ARHGDIB







8


5.167


ARHGEF1


11


ARHGEF10L









5


ARHGEF12








0


ARHGEF15


9


ARHGEF17








11


ARHGEF18







8.5


5.167


ARHGEF19








1


22.5


ARHGEF26

5.5
7





17


ARHGEF3






6


ARHGEF37








0.5


ARHGEF5
8

9




4



9.5


ARHGEF7







22


ARHGEF9



12


ARID1A
20


ARID1B








16


ARID5B
19


ARIH1









15


ARIH2








22


ARL10









17

22


ARL15







16


ARL2BP








19


ARL3





18


ARL4A







12


ARL4D


22




23
13.5


ARL5B


23


ARL6IP1







15


ARL6IP5


15




13.5

14

13


ARL8A
11




15


12
12


ARL8B








4


ARMC2
23








21.5


ARMC9







22


ARMCX1




22


20
19
18.5


ARMCX3








2


ARMCX4






8


ARNT








18


ARNTL








19


ARPC1A








1


ARPP19


21
19



16

15.5

17


ARRB1
20


ARRDC2






9


ARRDC3







23


ARRDC4


23.5




22
22


23


ARSA







17
23


ARSB





21


ARSG


23

6


21
22


ARSJ


23




20



23


ARSK
20


ART1






9


ART3








14.5


ART4








15


ARVCF





12


AS3MT









16


ASAH1




21.5


ASAP1








22


ASAP2


0





21


ASAP3


23






16


ASB10








21


ASB12


21


ASB13











10.5


ASB18

3.5





7
15.5


ASB2







14



14


ASB4






23


ASB9







11


ASCC3


7





6


4.5


ASF1A


12




9


ASIC5


21


ASL







0


6


ASNS
18.5


ASPA


4
6
9


ASPDH







23


ASPG



20


20
22


ASPH







2


ASPSCR1

7.5


ASTE1






8
12
22


ASTN2








23


ASXL3




20


ATAD1










2


ATAD2




9


ATAD2B









7


ATAD3A

1.5






23
21
3


ATAD5








22


ATAT1










6


ATF2









17


ATF5
11
12
12.5
11
9
11.5
10
13
15
12
10.5
14.5


ATF6








22.5


ATF7IP









17


ATG16L1
0




0


0
1
0


ATG16L2









11


ATG2A







21.5
23


ATG3



19


ATG7









19


ATHL1







2


ATIC









15


ATL1
9
15
15.5




12
14
12

15.5


ATMIN









13


ATOX1
2
0
0




16.5


0


ATP10A



22


ATP10B
14.5
14.5
16
15
14
14
14
15
15
13
16.5
16


ATP10D







17



14


ATP11A









10


ATP11C


9




10
9.5


ATP13A3


6




6


ATP13A4







20.5



10


ATP1A1

19.5
21








23


ATP1A2





12




8.5


ATP1B1





5.5


ATP1B2





1


ATP1B3



6


ATP2A3








21


ATP2B1










7


ATP2B2



21


22


ATP2B4
19


ATP2C1
14
13
15






15


ATP4A



23


ATP5A1









22


ATP5D





9

10
18.5
4


ATP5I
19
22


ATP5J








18


ATP5J2-PTCD1










23


ATP5O










6.5


ATP5S

8


ATP5SL







22.5


ATP6AP1







22


ATP6V0A1







10.5


ATP6V0A2
16


ATP6V0A4








19.5
12


ATP6V0B









3


ATP6V1B1









22


ATP6V1B2









2


ATP6V1C1








12
11


ATP6V1C2







3


ATP6V1D

2
2




23.5
22


ATP6V1F









17


ATP6V1G3











7.5


ATP6V1H








23


ATP7B








2


ATP8A1
1.5





5.5
1.5



23


ATP8A2








6.5


ATP8B1


8.5


12
12


13


ATP9A







8


ATPBD4





11.5


ATPIF1







6


ATRNL1








22


ATXN1








23


ATXN2








10
12.5


ATXN2L




8


11


ATXN3








22


ATXN7






7


ATXN7L1


21


ATXN7L3B







21
19


AUH







11
13
15


AUTS2







13
12


AVEN
6







2.5


AVL9








17

23.5


AVPI1








19


AVPR1A

7
9





15
10


AVPR2



20
19


19
21


AW551984








21.5


AXIN2








16
11

0


AXL


21







23


AZIN1





1.5


B230307C23RIK


21


21





22


B230314M03RIK










19


B330016D10RIK





17



16


B3GALNT2




22



21


B3GALT1







11


B3GALT2








23


B3GALTL





3


B3GAT3








22


23.5


B3GNT8





16.5



16


B3GNT9








17


B430212C06RIK


17





17


19


B430219N15RIK



11.5

11

2


B4GALNT1

23.5


5
1




3
1.5


B4GALNT3







13


B4GALT1



23




0


B4GALT2








0


B4GALT5
21








14


B4GALT6








8.5


B4GALT7







4.5
21


B530045E10RIK


9




11


B9D2








14


BAAT
6
7
6


11


5
10


BABAM1








4


BACE1







11
15


BACH1








23


BACH2







0


BAG3








0


BAG4






18

15
14


BAG6


9


BAI2







13


BAIAP2
21






22.5


BAIAP2L1


2.167


BANF1

10.5
11.5




12

10
11
11


BANK1
11


12



14

11


BANP




11



15


BARD1










6


BASP1



23


BATF2











10


BAZ1A








6


BAZ1B



6


9


BAZ2A







13
17


BBOX1







13
13.5
12


BBS12







8
22


BBS2








23


BBS4





21




7


BBS7







7


BBS9

15


BC005561

17
18
13

17

13.5

18


BC018242





9.5





19


BC021614








21


BC021785







11.5


BC023105






7


BC025920








9
0
3


BC026585





0.5


BC029722








2.5


BC030307







11


BC030500










23


BC048679
0




2

22
22

2.5


BC051142





1.5


BC067074









5.5


BCAN







22


BCAP29





11


BCAR1








9.5


BCAR3

14.5



14.5

17

13

13


BCAS3



3


BCAT1









21


BCHE










2.5


BCKDHA







22.5


BCKDHB



5
3

6


13


BCKDK








22


BCL2







3


BCL2L1








22


BCL2L10







10.5

8


BCL6B







9


BCL7A








23


BCL7C








23


BCL9L
6
8

10
8.5
7

5

9
9
9


BCO2








19.5


BCORL1








21.5


BCR
23


BCS1L






18


BDH1








23


BDKRB1

22
23




0


BDNF




4.5


BECN1


12.5




10

10


BEGAIN
0



0.5


BEND5
12
13
13
13
15
14

14
14
13
15
14


BEND6


5




10


BET1
9
7







10

8


BET1L



20.5


BEX1



22



16


BEX6





12

11


BFAR







20


BFSP1




0.5

23


BHLHB9








13


BHLHE40


20

2


19


BHLHE41





0


BHMT2







15.5


BICC1


19.5








21


BICD2


13





18


BIK
15


BIRC3
19.5
19.5
20.5
21


21.5
21
19
18


BLCAP







23.5


BLOC1S3
21


BLVRB







10


BMF











8


BMP1








22.5


BMP2







11


BMP2K










4.167


BMP3
7

11


BMP4

14


BMP5







8.5


BMP6








1


BMPR1A


4





22.5


7


BMPR1B







15

13


BMYC









7


BNC2








23


BNIP3







16


BOK









11.5


BOLA1

9
10






12


BPHL







15

15


BPIFB5









11.5


BPNT1





7


BPTF








2


BRAF









10


BRAP







21
23


BRCA2







14.5
16
15


BRD1





11


BRD2





22
8.5


BRD7







6
3


BRF2


23


BRI3








0


BRI3BP


11





0


BRIP1







12


BRK1








22


BRMS1L


20.5







22


BRP44L








23

22.5


BRSK2








23


BRWD3







8


BSCL2



8






23


BSDC1





22

23

21


BSPRY





22


BST2








23


BTBD11







23.5


BTBD3

8
11


10


BTBD6








22


BTBD9
1


BTD







12
21
10.5


BTF3








21


BTF3L4








21.5


BTG1








22


BTNL9




10.5


BZW1







5
1


BZW2


8
7



7.5


C10ORF107
4

6







2


C10ORF11







22
21


C10ORF140



2.5


C10ORF2
16


C10ORF27





20


C10ORF46





19


C10ORF47







8


C10ORF71










0


C10ORF90








14.5


C11ORF1
9
9.5
10


C11ORF24









11


C11ORF31


6.5


C11ORF41


9


C11ORF46


8


C11ORF51








22


C11ORF52







22

1


C11ORF53








21


C11ORF54







4
10
17
5


C11ORF65







8.5


C11ORF71








22


C11ORF73


23
22.5


C11ORF83


20.5






2


C11ORF86

6
6


C11ORF87









13


C11ORF96







2


C12ORF10








12


C12ORF23








0


C12ORF29

7








7


C12ORF34






21


C12ORF35











21.5


C12ORF4









7


C12ORF44


19


22


13
13.5


C12ORF45









11


C12ORF49










5.167


C12ORF5








13


C12ORF56







11.5


C12ORF65



19.5




22


C12ORF68








3


C12ORF69





0


3
6


C14ORF101







9


C14ORF118
21


C14ORF126







1


C14ORF129







10


C14ORF135


0




8
23.5


C14ORF149







8

10


C14ORF159









10


C14ORF45







23


C14ORF49









18
16


C14ORF79







7
1


C14ORF93









13
21.5


C15ORF24








23.5


C15ORF39



10
10


10

17


C15ORF40











8


C15ORF41







16
17


C15ORF52







8
22
22.5


C15ORF58







23
22


C15ORF61








21


C16ORF5








22


C16ORF62
12









8


C16ORF70






7


C16ORF72


13


C16ORF73

16
13
13
13
14


15.5
15


C16ORF80




8




10.5
2


C16ORF87






22

21


C16ORF88








13


C16ORF89







22


C16ORF96











19


C17ORF101










21


C17ORF103







1.5


C17ORF109
22

10


16

17

14.5

9


C17ORF39









22


C17ORF53










2


C17ORF63

5







8


C17ORF70









6


C17ORF78






20
21


C18ORF1








23


C18ORF32








23

3.5


C18ORF8









4.5


C19ORF12





13

17
16

20
19


C19ORF40










7


C19ORF42

7






6


C19ORF43
2
3
4.5


2

3
0
3.5
4
5


C19ORF44








23


C19ORF46








22


C19ORF6








19


C19ORF60





10.5


C19ORF66











19.5


C19ORF69





18


C1GALT1





11


C1GALT1C1
3






5



5


C1ORF100





18
20.5
19



23


C1ORF106







20


C1ORF110







21


C1ORF115


19


C1ORF116

10.5






0


C1ORF123





17

0
22


C1ORF127







12
15


C1ORF131










23


C1ORF168



11.5

13



11


C1ORF172





17

6
11


C1ORF192








9.5


C1ORF198
9.5




15


C1ORF21



23





1.5


C1ORF210






6.5


12.5


C1ORF228










4.5


C1ORF31
14






20.5
17
5.5


C1ORF38






8.5


C1ORF50

8


C1ORF51







22.5
0


C1ORF86







23


C1ORF87







19.5


C1QL3

13





15

14


C1QTNF1






9


C1QTNF2





16


C1QTNF3









11.5
14.5


C1QTNF9







7


C20ORF173







22
22


C20ORF194







7


C20ORF24






1


C20ORF3
6
9
10






14


C20ORF43
21

13





17


C20ORF72







22
23


C20ORF94








0


C20ORF96









9.5


C21ORF7






14


9


C21ORF91




5



22


C22ORF13









15


C22ORF25



3.167


C22ORF39









18


C22ORF40







22.5


C230004F18RIK
9
9.5
9

9.5
9.5

9
8
10
8.5
9


C2CD2




4


C2CD2L
18.5



23.5


19
22


C2CD3
11
12
12
11
13
13

11
12
12
10.5
12


C2ORF28








22


C2ORF43








22


C2ORF44

7
9


C2ORF54









12
0
23


C2ORF68

18.5
20


22

18.5


C2ORF74
5.5



22



21


C2ORF80



7


C3







0


C330021F23RIK









20


C3ORF14




19



11


C3ORF18








11


C3ORF23









5


C3ORF33









6


C3ORF37








21.5


C3ORF38





5


3.5


C3ORF58








16


19


C3ORF67





4.5


C3ORF80


13.5






5.5


C4B








19


C4ORF21







19


C4ORF32
6
15


C4ORF33




22



22


C4ORF34








13
8


C5











0


C530005A16RIK







9

13


C5AR1






9


C5ORF15







22

9


C5ORF34







0


C5ORF44
21










5


C5ORF45





10



10
12


C5ORF51







1


C5ORF62





16


C5ORF63







9


C5ORF65


11


C6








21


C6ORF106








17


C6ORF108


20.5




23


0
20


C6ORF118
20







23


C6ORF170


5



7.5



7


C6ORF211








3.5


C6ORF222
10








9.5


C6ORF47









7.5


C6ORF62







21


C6ORF70





23


C6ORF89








23


C7ORF26





19


C7ORF31


0


C7ORF45









11.5


C7ORF49








17
11


C7ORF53






9

12


C7ORF57








22


C7ORF58







7


C7ORF59

8
9





7


C7ORF60


6.5


C7ORF63







7
11


C7ORF70








6


8


C8A







23
20


C8G


8.5


C8ORF34










10


C8ORF4

9






8
12


C8ORF40









10.5
19


C8ORF42








2


C8ORF83






8


C8ORF84








22.5


C8ORF85







1

13


C9ORF102


8


C9ORF114









10


C9ORF123










5.167


C9ORF142








23


C9ORF16







22
23


C9ORF167






22
20
23


C9ORF174


22


C9ORF40











8.5


C9ORF46











18.5


C9ORF85
6








6


C9ORF86


23







0


C9ORF89









10


C9ORF93


23.5








23.5


CA11






8.5
14



21


CA12








7


CA13







14


CA14
23

12


CA2
12


CA3







2


CA4


17





22


CA5B








22


CA8









11


CAAA01083517.1

11


CAAA01083517.2







23


CAB39








2


CABIN1





11


CABLES1










10


CAC1C








23.5


CAC1D








22


CAC1H





18


CACHD1



23


CACNB2








23


CACNB3
10




16


22
10

10


CACNB4








18


CACNG4


3


CACNG5







22
1.5


CACNG8


3.833


CACYBP







13


CAD
11






14
21
16


CAD








22
12


CADM4








22
8


CALB1








22


CALB2


9


CALCOCO1

20







12


CALCRL
22


4
5


23

22.5
0.5
1


CALD1








23


CALM1



23


CALM2









21


CALML5

22


CALN1
20.5






20

11


CALR

11.5


7






5.5


CALU







23
22


CAMK1D








7.5


CAMK2B


12


CAMK2D







14


CAMK2G

17
19








19.5


CAMK2N1









13


CAMKK1
10
13.5


CAMKK2


13


11.5


11

8


CAMKMT











10.5


CAMSAP1


23.5


CAMSAP3


17


CAMTA1









4


CAMTA2





13


13


CAND1







20


CAND2








19


CANX











16


CAP1


18.5




3


CAPN2

11
11






14.5


CAPN5








3


CAPNS1
8








12


CAPRIN1







12


CAPRIN2







12
13


CAPZA2








22


CAPZB

6







8


CARD10







22.5


CARHSP1








23
19


CARHSP1







8
6


CARNS1







0
0


CARS


9


CARS2







1
7.5


CASC4

15

13
13


14

13


CASD1







5.5


CASP2
17

20


14

18


CASP6






7


CASP8








21


CASQ2








11


CASS4

19
21


CAT
22




13.5

2.5



21


CATSPER2







0


CATSPER3
18

22

22.5

20.5
16

17
15


CAV1

6.5
9




10
6


CAV2









12


CBFA2T3








22


CBL


6


CBLB








23


CBLC







4

13


CBR1




22


22.5
19.5


CBR2










4.5


CBS







21
19.5


CBX1







6


CBX4




22


CBX5











9


CBX7






19
19


CC1





2

21


CC2D1B









10


CC2D2A







0


CCAR1






18


CCBE1







19


CCBL1







13
22


CCBP2

22



21


CCDC102A








21.5


CCDC108







20
4


CCDC112









9


CCDC126









10.5


CCDC129







21
23.5


CCDC134







21


CCDC135







18


CCDC138









8


CCDC141
13
13
14

16
14

12
12
13
11.5
13


CCDC153




8


CCDC159







12


CCDC162



15
15


CCDC163






6


CCDC166





2


3.5


CCDC17





9



6


CCDC28A








19


CCDC3


8


CCDC30



4


CCDC39
18
19
21
22


23
18
19
17

20.5


CCDC41








13


CCDC50


20


23.5




0


CCDC57

15
19
14




23
11


CCDC6







17


CCDC60





12


CCDC64





10.5



11


CCDC66








10.5
13


CCDC69








0


CCDC74A








22

4


CCDC75









5


CCDC77








1


CCDC8








20


CCDC80







10.5
12.5
15


CCDC84








10


CCDC85A








23


CCDC88C







23
22


CCDC91











10


CCDC92





5


CCKAR





9


1


CCKBR








4.5


CCL11








3


CCL17







22.5


CCL20







9.5

8


CCL25







12


CCNC







22


CCND1





22

9


CCND3








22


CCNE1




2






6.5


CCNF

4
4

7


5
4
3

2


CCNG1
0

13






16


CCNG2


2.5





5


CCNH





23.5

0.5
23


19


CCNJL


8.5


CCNL2








13


22


CCNT2
8
11
13



17
19



10


CCNY









19


CCR5








23

23


CCR7







21

18
7.5


CCRL1









14


CCRL2









10


CCRN4L







20

21


CCS







13

12


CCT2








11.5


CCT3







7


CCT5


14


CCT7









17


CD14





17


CD151






9


CD163
19.5


CD164







23.5
23.5


CD164L2





3.5

22


CD180








18.5


CD19









6.5


CD200







23


CD200R1








19.5


CD200R1L



21.5

22


CD209D








5


CD244
10.5

8


CD274








23


CD28




21


22.5
21.5


CD2AP


17


CD300A






22.5

19


CD300LG







17


CD302








19.5


CD33

15
17


10

16
15

9.5
17


CD34







19
20

0


CD36








23.5


CD37


1.5




0


CD38



23

23

1



23


CD4





21


CD40








21.5


CD44



20


19


CD47








23
7
0


CD52

16





19
14


CD59








3


CD59A







8


CD68
19


CD69

9


12



2
13


CD74

21
22.5

5


23


CD79A




1.5


CD79B








22


CD81






22


CD82







8


CD8A









13


CD8B





5.5


CD93







20


CD97





22

23
22


CDA









13

11


CDADC1








22


CDAN1








22


CDC14A








20.5


CDC14B









8.5


CDC25A







0

0


CDC25B










1


CDC27









22


CDC34







3


CDC40
20


21


CDC42






9


CDC42BPA



22




23


CDC42BPB







0


CDC42EP3









19


CDC42EP4







23


CDC42EP5


23.5


0


1
1

1


CDC42SE1









5.5


CDC5L





16.5



13


CDC73








21.5
5


CDCA7L









5


CDCP1



22



17


CDH1







10

9


CDH11








10


CDH13






20
23


CDH19


1.167


CDH2










22


CDH20








23


CDH22







10

9


CDH3


7





4


CDH4








22


CDH5










22.5


CDH8








12


CDHR3



2


CDHR5







22


CDIPT


23




19
21
19


CDK14





23
21


CDK17








17


CDK18





1.5


CDK19







21


CDK2






6


CDK20








2


CDK2AP2







3


CDK4









7


CDK5RAP2








0.5


CDK5RAP3










6.167


CDK6




8


CDK7




21


18


CDK8
22


CDK9
2


CDKAL1








22


CDKL1







4.5


CDKL2







23


CDKL5




20.5


CDKN1A
19

22

20



21.5
19


CDKN1C










0


CDKN2AIP








23.5


CDKN2B


21.5





22


CDKN2C











2.167


CDO1
4
3
3


CDON





1


CDR2





23


CDS2


10.5


13.5


CDSN





9.5

9


CDX4








23


CEACAM1




5.5


CEBPA


11






15


CEBPB








5.5


CEBPG


23








22


CECR2







14
15
12


CECR6










0


CELF1









10.5


CELF2




7



4
12.5


CELF4
21







23


CELSR1
9





20.5
19
7
13


CELSR2



23


CEND1

0


CENPA








20
16

20


CENPB









15


CENPC1





19


CENPL





12.5



13


CENPP









22


CENPQ









4


CEP120








17
10


CEP128









23


CEP135
19.5






19


CEP19
7

6





22.5


8


CEP290


20.5





22.5


CEP350









21


CEP41






5


22


CEP44








21.5


CEP57







23.5
22


CEP63






21


CEP68









20


CEP76

5
6.5


CEP78

22







22


CEP85









8


CEP85L







22


CEP89
19

7






16


CEP95








22


CEP97

13





13

11

13


CEPT1






21.5

20.5


CERK











7


CERKL


15






11

18.5


CERS2


21





23


CERS4











19


CERS6








23.5


CES1


1





22


CES1D









11


CES1F


23


CES2G








21


CETN3









7


CETN4







23


CFC1B










9


CFD







21


CFL1







9


CFL2


10

18
12

12
16.5
10
11


CFLAR








9.5


CGN








13.5
6


CGNL1


10.5


CGRRF1

7


CHAC1


8


CHAMP1








11


CHCHD10








10.5


CHCHD3








11


CHCHD5








11


CHCHD7









6
9


CHD2


13


CHD3
1


CHD4

6.5






11


CHD6

7






12


CHD7

7.5


CHD9








10.5


CHEK2






20


CHI3L7








12


CHIC1


7


CHID1








12


CHKA









11.5


CHKB








22


CHMP2A







19
16


CHMP2B


23


11


CHMP5
8


CHN1

4


5
4


CHN2





18


18


CHORDC1








22


CHP









17


CHPF2

20
21






13


CHR4









8


CHR6
10


CHRAC1

14





10

10
11.5


CHRM2
6



3


CHRNB1




21.5



0


CHST1


19


CHST11







6.5


CHST13









5.5


CHST15










5


CHST2




9.5



10


CHST3








2


CHST8





19


CIAPIN1




22
17
21


CIB4





18


CIDEC








19


CIITA







18


CIRBP






0
22


CISD1








0


CIT




7.5


CITED2

10







11.5


CKAP4








0


CKAP5








2


CKB


6


CLASP1





22


22.5


CLASP2


23





23


CLCA4







23


CLCC1







22.5
21


CLCN2
16
18
18


15


14.5


16


CLCN3





22


2


CLCN5







19


CLCN6

7.5





10
1


CLCN7






9

9.5


CLDN1


9


15.5


CLDN10




4
22




23


CLDN11









10


CLDN12








23


CLDN15

5


CLDN2









12


CLDN5


21


CLDN7








14


CLDN8


18








15


CLEC2H


19


17


CLEC3B







8


CLEC4M
20


23


CLEC5A

6


CLIC4









4


CLIC5









4


CLINT1





14


CLIP1





18.5

15

17


CLIP2







16
22


CLK2








23
12


CLK3








8


CLMN








10.5


CLMP








22

23


CLN3


9.5




16


CLN5







13.5
14


CLN6







8


CLNS1A


22.5
11.5


CLOCK








23


7


CLPB



20



20.5


3


CLPP







9


CLPTM1

10
12.5




23.5

3.5
14


CLPX





22



13.5


CLRN1



12
10

11
11


CLSTN1
8


15

10.5


8
12
15.5


CLSTN3



16





6


CLTB

12




6


20


CLTC
6.5






9
13.5


CLYBL



13





14.5


CMA1

10
11
21

12.5



10

10.5


CMAH
18






9


CMBL







12


CMC2







7


CMIP







22


CML1







1


CML2
6






19

12


CML5









13.5


CMPK2











17


CMTM3







11


CMTM4
9
10
10




9
10


12


CMTM6


21.5
21




17


CMTM7







5.5


CMTM8


8





18


CNBD1




10


12


CNBP

10
12.5






11


CNDP1






19


CNDP2

9
11





4.5


9


CNEP1R1









8


CNIH











10


CNIH4



12




21

5


CNKSR2

16
17
18

16

14
16
13
16.5
15.5


CNKSR3








21


CNN1






9


CNN3




6


CNNM3







11.5

8


CNNM4









12


CNOT2





12

10


CNOT6








0


CNOT7

15
15
12

14

15

15
15.5


CNP

5


CNPPD1
7
7







11
6


CNPY2





2


12

4


CNPY4








23


CNR1

7





9

9


CNTFR
4

7


CNTN1







23


CNTN5








23


CNTP5C








1


COASY








22
14


COBL






5.5


COBLL1





17


COBRA1








23


COG5
18

20

20.5
20.5

22.5
17


COL12A1





6


COL13A1











10


COL15A1











9


COL18A1










0


COL1A1



8
7

7
9
9


COL27A1



16


17

10

19.5


COL3A1









4


COL4A1







13
14


COL4A2
21








18


COL4A3





10


COL4A4







15


23


COL5A1








22
10


COL5A2








11.5


COL5A3








3


COL6A2







6


COL6A3








5


COL6A6








5.5


COL8A1







4


COLEC12







10


COLQ

8


9.5


COMMD10








20


COMMD4








18.5


COMMD5

7
7


COMMD6







19
17


COMMD7









14


COMT
20






22


COPE







0.5
22


COPG1





18

19


COPG2








22.5


COPS4









12.5


COPS6








22


COPS7A
0






11


COPS8








23


COPZ1



5

10




9
8


COPZ2
6






11


COQ10A

10.5


COQ10B







10


COQ2











14.5


COQ4







6.5
11


COQ5







7

17


CORIN


22


CORO1A



13.5
14.5
11


19
19


CORO1B







3


CORO2A


12.5
8

21

16.5
21
18


CORO6










1


COX10







10


COX14









7


COX18

8
8.5


COX19

10
11








12


COX20









23


COX4I1








21


COX4I2









23
10


COX6A1



12

8



10


COX6B1









11


COX8A

9
10


CP







3


CPA1








8.5


CPA3
21







7.5


CPE








19


CPEB1


9




12


CPEB2




21.5


CPEB3








21


CPEB4

17



18


19
18


CPLX2








14


CPLX4





22.5

7


21


CPM


0.167

21
18

15
21
20.5


CPN2

0


CPNE1

12
11

12
10.5

12.5

12

13


CPNE2

5.167






12


CPOX










14


CPQ








9.5


CPSF1



20.5


CPSF3
8






4.5


CPSF3L







15


CPSF4
7
10
11





5

8


CPT1A







0


CPT2







15


CPXM1











19


CRADD




11

7.5


CRAT







12


CRCT1







23


CREB1







8.5


CREB3L1






9
10

8


CREB3L2










23


CREBBP
5.5
5.5
4.5

1



5


CREBL2

13

16
15


CREBRF









4


CREG1



10


10

6
11.5


CRELD1







12

7


CRELD2







13


CREM







9


CRIM1

8.5
10




11


CRIP2

11.5





11


CRISPLD1





3.5



3


CRLF3








12


CRLS1









16


CRMP1


12







7.167


CROT




9


CRP








23


CRTAC1










4.5


CRTC2
4


6



6
3.5


CRTC3



22



17


CRY1

11

12

13

13
18.5
11.5

13


CRY2






5

21


CRYAB
10
11
14






0


CRYBG3







12
12.5


CRYL1





3


CRYM



22
23


21


CRYZ








1.5
13.5


CS


0





12


CSAD
21
21
21.5

21.5


20
21.5


CSDA








18.5


CSDC2








20


CSE1L




20.5


9


CSF2RB







6.5
1.5


CSF3R








21


CSGALCT1


20




14


21


CSL


18




0
13.5
12


CSMD2


20.5




19.5
21.5


CSMD3








16.5


CSNK1E




8


CSNK1G1
2.5



9


CSNK1G3







17


CSNK2A2







17


CSPG4


20
12
12

15

14
12


CSPG5







9


CSRNP1





18

23

23
1.5


CSRP1

1
2
5
4
18

23
22
10

21


CSRP3




20


CST3
2







3


CST8









12


CSTAD









17


CSTB



12



16


CSTF2







13
21.5


CSTF3



3.833






3.833


CT025673.2







9


CT573086.1
8
7
10




9.5


CTBP1





13.5


12
11


CTC1

10.5






17
20


CTDP1


7.167




20
20


CTDSPL
10.5


CTF1


15.5






9


CTGF







22
18


CTH


22




13

5.5


CTHRC1








16


CTIF






21


CTLA2A







11
21.5


CTNNB1







19
19


CTNND1








20.5


CTNND2









14


CTNS









10


CTPS2


21


CTSA








21


CTSC
6
7
9




9
8.5


CTSF









12.5


CTSH


22.5


21

2


CTSL2









22


CTSZ








9.5
10


CTTNBP2







22

12

22


CUEDC1










23.5


CUEDC2









10


CUL1








22.5


CUL2
6
4
4







0


CUL7







13

12


CUL9








23


23


CUTA









3.5
22


CUTC


20


CUX1









10


CUX2

11
12




9
14.5
9

16


CWC22









5
21.5


CX3CR1





11.5


CXADR








0
12.5


CXCL12


4.5


CXCL13









12


CXCL14








23


CXCL15







0
21


CXCL16








22.5


CXCL6





21


CXCL9






9


CXCR4










22


CXCR7










7.167


CXORF26




22.5


CXORF38



23.5


CXXC5

8
10


CYB561











9


CYB5A

6.5





8.5

8.5


CYB5B







0
21
8


CYB5D2







23

9


CYB5R2





11


CYB5R4


23







2
1


CYBASC3
0
0
2





0


0


CYBRD1









2
0


CYC1
22.5






14


CYFIP2









13


CYGB


22.5




21


CYLD





5


21
0
3


CYP17A1








22


CYP1A1



23



22


CYP1B1







22


CYP21A2







9
20.5
12


CYP24A1







11
12
12


CYP26B1




8.5


CYP2B6




23


CYP2B9

7
7


CYP2C67









12


CYP2C68









10


CYP2D22




18




14


CYP2D37-PS







8
20.5


CYP2D6

9
9.5





22


CYP2E1





8


CYP2G1








4


CYP2J9







23


CYP2R1


16
17







11


CYP2U1

7
8




11


CYP39A1








22.5


CYP3A13









8


CYP4A28-PS



12


12
16


CYP4B1


23

0


CYP4F12


23.5






15


CYP4F22








20


CYP4F3








19

23.5


CYP4V2

1


CYP8B1







13
2.5


CYR61







8.5
3.5


CYS1



16


CYSLTR2

18


CYSTM1



18
18.5

18


CYTH1









21.5


CYTIP





0


3


CYTL1

7.5



11

7.5


CYYR1








23


D030046N08RIK


11





3.5


D130007C19RIK




12


D2








18


21


D2HGDH









11


D630013G24RIK








8
9.5


D630029K05RIK







23


D730003I15RIK


22
22
20




20


D730039F16RIK









12


D930048N14RIK


22


17


DAAM1
19

20




7


DAB2









11.5


DAB2IP

16


DACT1
20

22








22.5


DAF2








3


DAG1




11


DAK








19


DALRD3
9




9

10
8.5
10
9
10


DAO







22
3

23


DAP







20


DAPK1


10


DAPK2




3



3


DAPK3









8


DARS2








13


DAZAP2








18


DBI








16.5


DBP










20


DBT







17

3


DCAF12

23


DCAF15
17
18
22.5




20
18


DCAF4
1


6



6
4
11


DCAF6

15

16

14.5


18
16


DCAF7
2.5







3


DCAF8
0






3

23


DCBLD1






20


DCDC2









13


DCDC5








23


DCHS1









13


DCLK1


11


DCLK2







23.5


DCLK3

9


DCLRE1A
20






21.5


DCLRE1B









12


DCN


22
2
2.5
1.5




0
23


DCTD


13


DCTN2



4.5



22


DCTN3




21




14
4


DCTN5







7


DCTN6





22


DCTPP1

7.5
8








11


DCUN1D3



5



4
23

1


DCUN1D4









8.5


DCUN1D5









11


DCXR
6


DDAH1







9
7


DDAH2









7.5

9.5


DDB1





5



4


DDC







10

13


DDHD1









13


DDHD2








9


DDIT4
8






23


DDIT4L
23


22



18


DDO







17


DDR1







10.5

20


DDR2







20


DDRGK1









15


DDX1







17
15.5


DDX17


8




17
15


DDX28







16


DDX39B


8.5








9


DDX3Y


7





14.5


DDX46







16


DDX49








15


DDX6


3




19


DDX60











6


DECR2










23


DEDD








19
14


DEDD2




10



22.5
15


DEF8







17
17


DEFB1







16


DEFB13








23


DEGS1








2


DEGS2










6


DENND1A









13


DENND1C









18


DENND2D







14.5


DENND4A







11
16.5


DENND4B



21


21
19

20.5


DENND4C


5


DENND5B



20


21

23


DEPDC1B



14


17
3


23


DERL1







10
0


DES








22


DEXI







7.5


DFNB31
2.5


DGAT1

1


DGAT2


21





22


DGCR14









11


DGCR8


8




0
4


DGKA










11.5


DGKB







21


DGKD







12


DGKG







17
23
14


DGKH








0


DGKI


23






7


DGKQ









7.5


DGKZ








11.5
4


DGUOK
5.5




14.5


DH3


20


DH6
13
13


DH7








0


DH9










5


DHC12







2


7


DHCR7
15.5


DHRS1

22


DHRS11
18


DHRS2









12


DHRS3





8


DHRS7B







4


DHRS9
20
21
21




19

17


DHTKD1









22
0


DHX29
10







11


DHX32









11


DHX33







4
2


DHX35


11





4


DHX36








21


DHX37







6
3


DHX40








9


DHX58











8


DHX9









11


DIABLO







8.5


DIAPH2








23


DIAPH3





17


13


DICER1








4


DIDO1






9


8


DIMT1









13.5


DIO2




23.5



7


DIP2A



0

1
1.5
2


1.5
23


DIP2B








3


DIP2C








17


20.5


DIRC2










5


DIS3L









19


DIS3L2








15


DISP1







0


DISP2









16


DIXDC1
16


DJA1





21


DJA2




22


DJA4








4.5


DJB11






0
21.5
22.5


DJB14



22


DJB2


10





18


DJB4









0


DJB9





1

1

5


DJC1
8.5







21.5


8.5


DJC10









5


DJC12











11


DJC13









3


DJC14









4.5


DJC18


0.5
4.5
4

4




22.5


DJC22
23

2

4



1


DJC24








22


DJC28



22


DJC3


22




19

17


DJC30





0.5


23
1.5


DJC4

8


DJC5








9


DJC5G







10


DJC6








15


DK








0


DKC1





12.5


DKK2







22
23


DLC1








18
11.5


DLEU7









23.5


DLG1


19


DLG2
11







11


DLGAP1







7


DLL1







8.5


DLL4











9


DMC1





19

22


DMD








20.5
0


DMP1










0


DMTF1







19


DNM1




14


14


DNM1L






6


DNM2









6.5


DNM3


5


DNMT1
21


DNMT3A








11


DNMT3B

12.5






18
12

13


DNPEP








8


DNTTIP1








11


DOC2B






5.5


DOCK1




20


DOCK10







21
2


DOCK11

9
11


9.5



7
12


DOCK2








1


DOCK4







21


DOCK5

9







7.5


DOCK6


10
12.5


DOCK7








21


DOCK8
12







16


DOCK9








15


DOK6


8


19


DOK7








4

2


DOLPP1

22.5



3



21

23


DOPEY2



13.5



14.5

15


DOT1L




23


23

23.5


DPCR1










5.5


DPEP1







12


DPM3









11.5


DPP10









12.5


DPP8









12


DPP9


0




1



2


DPT



6


6


DPY19L1









7


DPY19L3

8


DPYD






6


DPYSL2









7


DQX1





10


DRAM1








22


DRAM2


23



22
21
20
16.5


DRD4










9


DRP2







22.5



23


DSC2








22


DSCR3





11.5


DSCR6








21


DSE1







23


DSE1L1







22


DSE2

8


DSE2B








17


DSG2



21


DSN1











11.5


DST











1


DSTN









20


DSYN1








22


DT







22


DTNBP1







22.5



20


DTX1







7


DTX2









12


DTX3L




7


DTX4










6.167


DTYMK
18
19
19

20
20

17
18
17

18


DUS2L









14


DUS4L





0


DUSP1








22


DUSP10



12




22.5


DUSP11


4.833



8

0


DUSP12








0


DUSP14
19








11.5


DUSP15



22


22

21


DUSP16









10.5


DUSP19
18.5

23



21.5
21


DUSP6
20


DUSP7

0.5


DUSP9

5


DVL3









9


DYM









9


DYNC1H1


5





5


DYNC1I2








7.5
16


DYNC1LI1





18


DYNC2H1



22


DYNC2LI1







10


DYNLL1









2


DYNLL2









11


DYNLRB2



23


DYRK1B







8

4
23.5


DYRK2






10


DYSF





7


DZIP3


10


E030019B06RIK
7.5







11


8


E230001N04RIK







0


E2F2







12.5

15


E2F5







11


E2F6









16


E2F8







8
2


EAF1


7




2


EAPP


18







7


EARS2








2.5


EBF1


7


EBF3

15

21




11
11.5
20


ECE1








22


ECHDC1
1




2

23
0
0
22


ECHDC2
23

22.5





1


ECHDC3









20


ECI1








19


ECI2

1
2




22
1
22

23


ECM2







22


22


EDA


7


EDC3
6










9


EDC4











22.5


EDEM1
20


EDEM3








20


EDN1








22.5


EDN3








22


EDNRA
18





23


EDNRB








23


EEF1A2








6


EEF1E1








14


EEF1G









9


EEF2K
8







8.5


EEPD1







20.5


EF2
14

14.5




14
14


14.5


EFCAB1







20.5


EFCAB2








2


EFCAB4A








21


EFCAB4B

23






23


EFEMP1





19.5



16


EFEMP2









18


EFHD1








3.5


EFHD2


0





23


EFNB1


6


EFNB2

23
1





0
20


EFNB3



0







16


EFR3A
0
0


0.5
1

0

23
1


EFR3B








0


EGFL6











4


EGFL7










23


EGFLAM


15.5


18


EGFR

13
15


13

21
14
11.5
11


EGLN1







20


EGLN2








1


EGLN3





18





23


EH





22


EHBP1









9

10.5


EHBP1L1








4


EHD1


12




12.5
14
9


EHD2









15.5


EHD3

14.5









15


EHD4




22


EHHADH









11


EHMT2


1






7


EI24


4







23


EID1




14



9


EID2B









15


EIF1AX







8

0


EIF1AY





10


EIF2A








19


EIF2AK1







11
21

0


EIF2B1
11






13

12


EIF2B2







21


EIF2C2








22.5


EIF2C3





5


EIF2C4








3


EIF2D
19


EIF3B
22








1


EIF3D

4








2


EIF3E








21
22


EIF3F









11.5


EIF4A2








22.5


EIF4B








1
17


EIF4E2


3





2


EIF4E3


6.5




8.5
10


10.5


EIF4EBP1



21.5



16


22.5


EIF4EBP2
13
13
14


15


12
13

13


EIF4EBP3


12.5






6


EIF4ENIF1









2.5


EIF4G1


23.5




17


0


EIF4G2









21


EIF4G3



21





20


EIF5

8





11

9

11


EIF5A2






6

2.5


ELAC1








22


ELAC2







3


ELAVL1










2


ELAVL3







6


ELAVL4








2


ELF1





20.5




22
22


ELF2




6


ELK3








20


ELL








0


ELL2


22


21


ELMO1








22


ELMO2




5




14.5


ELMOD1







23.5
3.5
5.5


ELMOD2








12


ELMOD3




4

5.5


18.5


ELN





20


12


ELOVL1








0


ELOVL2







23

10


ELOVL3





8



11.5


ELOVL5







20
23


ELOVL6







19


ELOVL7
7

9



6

8

8


ELP2


8




10


ELP4








21.5


ELTD1
5.5


EMB







7


EMCN



19
16
19



13


EMG1


21


0


16


EML1










21


EML2








1


EML3









5


EML4
8


EML5


21
11


EMP1









10


EMP2





10


23


EMR4









12


ENDOD1








5


ENDOG


7


ENG









22

19


ENGASE
21






23
22


20


ENO3










5.833


ENOX1






20


ENOX2







0


ENPEP





17

21


ENPP1

6





8
7


ENPP2

20.5
21
22


23
22


ENPP3







19


ENPP5








16


ENPP7








2


ENTPD1








21


ENTPD2



19


19

5


ENTPD3
19






23.5
19


ENTPD5









17


ENTPD6




22
10

9


ENTPD8


12


ENY2







12


EOGT





11

12
21
17


EP300








23.5


EP400





1


EPAS1

0






8


EPB41


10


EPB41L2











16


EPB41L3



10




22


EPB41L4B
22.5
22



21

0

21

0


EPB41L5





18


EPC2







9

9
7.5


EPDR1









3


EPG5



23
23
1


21
2


EPHA1







0


EPHA3




4.5


EPHA4

12


12




11


EPHA5











9


EPHA6


13


13.5



13.5


EPHA7







22
10


EPHA8


22







0


EPHB1





16.5


EPHB4



20

18


19


EPHX1










2


EPHX3


14
20

14



12.5


EPM2A







12.5

11


EPM2AIP1








13
8


EPN2







23.5



1


EPRS








17


EPS8







10

12.5


EPS8L2
10




8


EPT1







0


ERAL1









14.5

5.5


ERBB2








9.5


8


ERBB2IP







8


ERBB3





22


2


ERBB4
9
11
11

15

13


13


ERC1


21.5


ERC2







23


23


ERCC1

20.5
18.5





21.5


ERCC5


22
21

21




0.5


ERF





18



13


ERG


22


ERGIC1







0


ERGIC2







22



22.5


ERI1







5
23


ERI2











7.5


ERLIN1


0


ERLIN2






8


ERMN

5


ERMP1








22


ERO1L








22


ERP29








23


ERP44






21.5
18
19


ESM1








4


6


ESR1








1


ESR2


2


ESRP2





8





8


ESRRA
15


ESRRG









9


ESYT1




22


ESYT2








23


ETFB
19.5







23


ETFDH







23


ETHE1







11.5
19


ETNK1





20




2


ETNK2









17


ETS1
19


ETS2








13.5


ETV1








22


ETV5


21








21.5


ETV6








3.5


EVI5







19


EVI5L








14


EXD1







9
12
11


EXD2











9


EXOC1


10.5




5

14.5


EXOC2


7








9.5


EXOC3









16


EXOC4







6


EXOC5









10


EXOC6






19.5


EXOC6B









9


EXOC8

9
10
9
7

7
9.5

10


EXOG
23


7
10.5


EXOSC1


21.5





0


EXOSC2




2


EXOSC3


21


20.5




22


EXOSC7









22.5


EXOSC8






21
19


EXOSC9








0.5


EXPH5








13


EXT2








4


EXTL1










9


EXTL3








2


EYA1







4


0


EYA2








2


EZH1

5


EZH2





19


F11R









13


F2R





22


F2RL1







7.5


F3








19


20


F730043M19RIK


20.5


4


F830001A07RIK








1


FAAH







10

11
11


FABP1







6


FABP2


21


20


FABP7
0


FADS1








17


FADS2








23


FADS3


11


FADS6










23


FAF2
3
1
1


2

4
0
7


FAH








21
13


FAIM







23


FAM100A

6
7


FAM101B


23.5
4




22


FAM102A

7


9


9

7.5


FAM107A








17


FAM108A1








23


FAM108B1




22



1


FAM108C1
2


FAM110B


16





23


FAM111A




20


FAM114A1

22


FAM115A







19


FAM116B




8


FAM117A




11


FAM117B









7


FAM120A
2



22


0
3
3


FAM120B








22


FAM120C


6


FAM123B








5
8


FAM123C



3
5


FAM124A
16.5
19
19.5




17

6


FAM124B








18


FAM125A








23


FAM125B









2


FAM126B





0




1


FAM129A









11


FAM132A




21


2.5

5
22


FAM134A









12


FAM134B
21


FAM13A





19


FAM13B







16

19
22
20


FAM149B1



22.5


FAM150B





15


FAM155A









22.5


FAM160A1









6.167


FAM160A2









9


FAM161B








20


FAM162B
15


FAM163A





14

5

13


FAM169B







14.5


FAM171A1





12

14

12


FAM171B







3


FAM172A





15



12
13.5


FAM173B







20


FAM174B

21
22






3
0
21


FAM175B





17


FAM178A

20





20



18


FAM184A



13


FAM188A









22


FAM188B







23.5
23


FAM189A2


10


FAM190B



17


FAM195A





2.5


6


FAM195B








4


FAM198A








22.5


FAM198B









17


FAM19A1






7


FAM204A


23.5


FAM206A








22


FAM208B
7



9




7


FAM20A








0.5


FAM20C











21


FAM210A







18


FAM210B


6






7.5


FAM213A







21


FAM214A







22
23


22


FAM216A






6


7


FAM219A







19


FAM219B


22.5




21


FAM21A





10

22


FAM26E







21


FAM3C








8
11.5


FAM40B










9


FAM45A
7


FAM46A








11.5


FAM47E









8.5


FAM48A
23


FAM49A







14


FAM49B






9


FAM50A

7


FAM53B
21


FAM54B







0
4


FAM55B







22


FAM55C





1.833


FAM55D








23


FAM57A







13.5


FAM5C
18


FAM63B
15






21


FAM65A

7
8






7


FAM65B









12


FAM69A







5


FAM73A











9


FAM73B







9


FAM76A







11

9.5


FAM78B
0


FAM82A1







0


FAM82A2










2.833


FAM83A


8


FAM83D









16


FAM83F





7


FAM83H



21


FAM84A





0


FAM84B


23


FAM89A








13


FAM96A









13


FAM96B







17


FANCB







12


FAP
23
23



22


0
0.5
23
0


FAR1









17


FARP1







21


FARP2








21


FARSB

7


FAS







23.5


FASN











10


FASTK








6


FASTKD2


21


0


FAT1







2


FAT3







7


FBLIM1







23


FBLN2




5.5


0


FBLN5








22


FBN1

15
15.5

14.5
16



12
15
17


FBN2
18

21




15
19


FBRSL1





4


FBXL13


17


FBXL18







20.5
17


FBXL2





17


FBXL20







12


FBXL21
16




8


0


FBXL3










1


FBXL4









18


FBXO21




2
11


FBXO22







4
5


FBXO25








23
8


FBXO3


22


7
15.5

11


FBXO30









11


FBXO31




4


FBXO32


0





21


FBXO33




7


FBXO34









10


FBXO36

11
13








13


FBXO40


20.5


FBXO44










22


FBXO45









4
22


FBXO6









15.5
2.5
22


FBXO8
16

6




17


FBXW2







19
20


FBXW8
19








15


FBXW9





2.5


4.5


FCAMR







13


FCER1G



21




12


FCGR2B








22


FCGRT



5

6
6


FCHSD1







10
14
12


FCHSD2


5


FCRL1


6





22.5


FDFT1










10


FDPS








23
9


FDX1








20


FDXACB1



12


FEM1A
14

12


12.5

16


FEM1C









3


FER





16


22


FERMT1








15


22


FERMT2








23


FES









12.5


FFAR2




16




14


FGA
7








10


FGB
20


FGD4








5.5


FGF1









2


FGF10







5.5


FGF11










1


FGF13

20
20




20
22.5


FGF16





1


FGF18







14
21


FGF9








0


FGFBP1








21


FGFR1








21.5


FGFR1OP









11.5


FGFR2








22


FGFR3







22.5


FGFR4





21


FGFRL1








22


FGG









14


FGGY







17
21


FH







22
3.5


FHAD1







6
0
7


FHDC1




23






18


FHIT



21


FHL1








7


FHL3









14


FHOD3







0


FIBIN










0


FIBP








22

2


FIGF





12


FILIP1








5


FILIP1L







23


FIP1L1






22
22
23.5


FIS1








2


FITM1








9

23


FITM2


23








21


FKBP10
20







3.5


FKBP1A








3


FKBP1B









21

19


FKBP3





20


22.5
23
20.5


FKBP4





18


18


FKBP5





14



14


FKBP7









5


FKBP8










0


FKTN



20.5



19


FLCN









8


FLNB








21


FLOT1
10


FLOT2









0.5


FLRT1









6


FLRT3
20


FLT1




21



22.5


FLT4







23


FLVCR1

6







7


FLVCR2







18


FLYWCH1









11


FMN2







22
3


FMNL1







23


FMNL2

6






0


FMNL3








9


FMO1
10

5.5


12


15
12
11


FMO2





13


FMO3


15.5


20


FMO4




23

22.5


FMO5








19


6


FMOD







23


FMR1






6

16


FN1







21


FN3K


6


23




3


FN3KRP


2


23.5

3
4


FNBP1





20


FNDC3A

17


FNDC3B








23.5


FNDC4





10


12.5
12
8.5


FNIP1


6





8


FNIP2
7

8






3.5


FOLH1







16


0


FOLR1







23
22


FOLR2
8

8


16

9
11.5
18

10


FOPNL








10


FOSL2


16





0.5


FOXA2


8





11.5


FOXA3


22


1.5
7


22


FOXC1
21






21
23


FOXJ2







19.5
21.5


FOXK1

9





7


FOXK2








3.5


FOXN2







7


FOXN3










20.5


FOXO1







1
0


FOXO3


11


3.5


FOXP1
11
11
11
13
11
12

12
13
10

11.5


FOXP2



21


FOXRED2









4

20


FOXS1








3


FPGS








22


FPGT
1








17


FRA10AC1
0


FREM1





18


17


FRG2


3





23.5
20


FRMD4A








21


FRMD4B





19


FRMD5
20

1





22
22


FRMPD1







12


FRRS1








20


FRY


20


FRYL






9
11.5
23.5


FRZB








16.5


FSCN1

6



7


FSIP1
12







21


FST








17


FSTL3









12


FTH1







19
19


FTSJ1






8


FTSJD1








0


FUBP1







22


FUBP3









11


FUCA2








22


FUK









0


FUNDC1


10


FURIN

15
18.5
13

16



11


FUS







22
23


FUT2
23
22
1.5




22
23
23


FUT8







23
22


21.5


FV1
8.5

10.5


FXR1

7


17


9
10
9

9.5


FXYD1



22.5



23
18.5


FXYD4







18


21
22


FXYD5








9


FYB










9.5


FYCO1







22
23
14.5


FYN
15


FZD1









22


FZD2


9


FZD3








23
8


FZD4

1





0.5
22.5


FZD7
20






22


FZD9


23




20
22
15

22


G0S2




4
12


G12

7
8






11


G13








23


G3BP2


12








13


G630090E17RIK








21


G6PC








22


G6PD



6

1



4

23


G6PD2









17


GAA



0


GAB1









9


GAB2







11


GABARAPL1





8.5

15

10


GABBR1










2


GABPA



0





9


GABPB1








23
12


GABPB2





23





0


GABRA3


13


GABRB1





16

16


GABRB2








2


GABRB3








23.5


GABRE








19


GABRQ
19.5




10

0


GABRR2








19
17


GADD45G








10
5


GAK



7
7

7


22


GALE









9

8


GALM

9
10


22


GAINS
9


14.5


15
14


GALNT10





18


23.5


GALNT11







14
1


GALNT14







17


0


GALNT3






7


GALNT7

9
12






9


GALNTL1









10


GALNTL4











10


GALT








8.5


GAMT


11.5








10.5


GAP43











8


GARNL3
2
0.5
1


23




0


GARS



12





13


GART








14.5


GAS2



0





7
9


GAS2L3








14
14


GAS6







21
22


GAS7







8


GATA4

8






10


GATA5






6


GATA6









12


GATAD1







22
23.5


GATAD2A


22


GATAD2B











12


GATC








12


GATM

18
18.5
17
18

17




5.5


GATSL2



22


GATSL3
15









0


GBA2




20
16



15

18


GBAS

6
19





15
5


GBE1




11.5

9


13


GBF1


11






3


GBP11









10


GBP4







2


GBP5






1


GBP8











5


GCA
8








4.5


GCDH









6


GCGR


7


GCH1







3


GCK







11


GCKR


5





18


22.5


GCLC








0.5


GCLM








9


GCNT1



15


GCNT2


22.5


6.5


GCSH









14


GDA



23



20.5


GDE1







23


GDF10

7


GDI2






8


GDNF









11


GDPD1








17


GDPD2










0.5


GDPD5



6


GEMIN6

14







11


GEMIN7
21






22


GFM1
11
13.5



16

13

12


GFM2

9
10






8


GFOD1








11


GFOD2



21.5



19


GFPT1








22


GFRA1





10


GFRA2









12


GGA2







13


GGCT





23

3


GGCX








5


GGPS1








21


GGT6










23


GH







9


GHDC
7.5








11


GHR
9
8
8





11
10

8


GI1


6







22.5
21


GI3








22


GIMAP1-







8


GIMAP4
10







19


GIMAP5











10.5


GIN1

17



15

20.5
14
17
19


GIPC1

12



12



11

13


GIPC3







5


3


GIT1








2


GIT2







11
21
3.5


GJA1
7







7
0


GJA5







22
22.5


GJB1








20


GJB2








23


GJB6








22


GJC1









3


GJC2







8
23


23


GJC3








1


GK








0


GK5
19
23





21
22.5


GKAP1


0





0


GKN3








21


GLB1
20


GLB1L2
21






22

6


GLB1L3
7
6.5
8
6





5.5


GLDC

18
19





23


GLI2











4.167


GLIPR2







19.5


GLIS2






19
18.5


GLIS3







8


GLRX








16
12


GLRX2


2




22
23


GLRX5


19.5


20


GLT1D1





2


GLT25D1




21

0


GLT28D2





16


GLT8D2










6


GLTPD2


22


GLTSCR2



21


19


GLUL
10


GLYCTK





19


GM10025




19


11.5

11


GM10032









9.5


GM10038
20






7


GM10167









11.5


GM10250







17



16


GM10287


20


GM10305


11

9


GM10311



2


5.5


GM10319
9






10


GM10357



19


17


GM10565
17

21.5








22


GM10617




22.5



19


GM10629

14


GM10644


2.5




7
7


8


GM10647









16


GM10664





13.5


GM10722











8


GM10737
20


GM10762
7


GM10766









10.5


GM10768

6






0


GM10782

15


GM10787





17


18


GM10800









14


GM10801









7.5


GM10804
18


GM10845




19



14
12.5


GM10863


0





12


GM11428








0


GM11451



18
16


GM11567








19


GM11709
15


GM11942








22


GM11971







23.5
10


GM12026








0


GM12060
23
0.5
2




21


23
23


GM12181









8.5


GM12201








17


GM12202


22.5


GM12222
8
8
7.5


10

11
11.5
10
4.5
8.5


GM12247
10




21.5


GM12258





9


18

10


GM12642











10


GM12689

8





9


GM12696
22


GM12699

6.5
7





21


GM12794
6

7



6


GM12902
8.5






11.5


GM13152

8.5
8


GM13359






6


GM13375







9


GM13397








14


GM13436



21.5

23
19.5

20


GM13440








23.5


21


GM13487

8
8


GM14006
11
12
13
12
13
12
12
11
12
11
10.5
12


GM14150
14
14
13
13
15
13
12.5
14
15
13
11
14


GM14296
10
11
11
11
12
10
12
11
11
11
10


GM14403

21.5
21

22



19


GM14639









7


GM14830


19




20


GM14964








0


GM15024







11


GM15401

4

23



4
21


6


GM15440
21
23
22








22.5


GM15441




1
21
1
2

5
23


GM15470









10


GM15514





23


23


GM15542







22


GM15770
11








2.5


GM15998







16


GM16042

1

23

16


GM16223







19
20


GM16314







12.5
17


GM16373

15
16


16

13
16
14
13


GM16425


23




22


GM16432







21
1.5


GM16493
7


GM16516









10.5


GM17252

9
9.5


8.5


GM17383


23


9.5



17
10


GM17484










22


GM17535
21








11


GM19840








21


GM20396
5
4
4


5


22.5
6


GM20695







9



12


GM266

23

22

23
21
20.5

21


GM2A







18.5


GM3571



21

1
21
20


23


GM4759



21

1
21
22


GM4788








11


GM4875
0


GM4876









4


GM4952







0.5

21


GM4956
23
22




18


GM498

5.5
21





23


GM4989









4.5


GM5393


23


GM5405




22



22


GM5406
21.5


GM5535


10


GM5546




22
11.5

4


GM5548





18.5


16.5


GM609


14


GM6116









16.5


GM6180
21.5


GM6181



22.5


GM6245










22


GM6471

3






5.5
9
3.5


GM6640
9


GM6728


6


3




2


GM6762
21






2


2


GM6829




8


GM7091
13






3

14

12.5


GM7108








23


GM7278








23


GM7293


23

23
2
19
23



22


GM7820




23


GM7887
5

12


8.5

7
1
8

10


GM8098
10







9.5


GM826







22


GM839









16


GM8682







22


GM884







16
18
16


GM9434









9.5


GM9750

14
15.5






7.5


GM9930








9


GM9945
18


GM9947








5.5


GM9949



13.5
10
13


GM9951








4


7


GM9956




20


GM9958
6






15


GM9968



8


9




9


GM9974
9








13


GM9982




8


GM9996





4


GMCL1






12


GMEB1









10.5


GMEB2











6.5


GMFB




22


GMIP





12





14


GMNC
22.5




23.5

0



22


GMPR





23



2

23


GMPR2

17


GNB1








2.5


GNB2









7


GNB2L1








22
21.5


GNE








6.5


GNG12
8
10
9





11


GNG2




10.5


GNGT2




7



23


GNL1








15.5


GNL2
20

21.5


GNPAT





0


4.5


GNPDA2







7
7.5


GNPTAB









13


GNRH1







17


GNS





8



11


GO1




2


22


3.5


GOLGA4


22






1.5


GOLIM4


22.5





0


GOLPH3





5.5


1


GORASP1


17





20


19.5


GOT1




6.5



4.5


GP49A








23


GPAA1







8.5


GPAM
16
23


GPATCH1
10


GPBP1L1


23



4

22


GPC4











8.5


GPCPD1










3.5


GPD1








23


19


GPD1L
21


19
18

17


GPD2





18

16.5

13.5


GPHN



14
13

13


GPI





19



15


GPIHBP1






8
21
20


GPM6B

16
5.5






15


GPN2








20


GPR110







17

12.5


GPR116

20
18
19.5



22


GPR123









13


GPR124








1


GPR125





20


GPR133
12
12


GPR137






19
10

18.5


GPR137C


21.5






8


GPR146





0


7


GPR155







22


GPR157





16


GPR158









1


GPR160











19.5


GPR17









17


GPR182








23.5


GPR19








12


GPR22










20


GPR37








22


GPR4







11


GPR55







8



10


GPR56





3



14


GPR63





19.5


GPR64

6
6.5






7


GPR75







20


GPR75-ASB3




7

7


GPR88







21


GPR97






4


GPRC5B








17
14.5


GPRC5C



18.5



18

5.5


GPRC6A





12


GPRIN3








23


GPSM1








10
9
9


GPSM2









13


GPT



15.5

5.5

14
14


GPT2








6


GPX1









21


GPX3


11





9


GPX4








19


GPX8








1


GRAMD1A




20.5


GRAMD1B








21.5


GRAMD2







0

20


GRAMD3






8


GRAMD4








14.5


GRASP








5


GRB10









11


GRB14


20





20.5

23


GRB7


9


GREM2









15
2


GRHPR






8
11


GRI


18.5






4


GRIA1







22


GRIA3
21






22.5
17


2


GRID1

17
19




14
1
14

20


GRIK5






0
1


GRIP2







13


GRK5







22


GRK6



0.5





7


GRN


19




7.5

11


GRP


12





14
11


GRPEL1




1
22.5

7

6


GRPEL2









12.5


GRPR







8


GRTP1
9




18


21


GS







22


GS


11




8



9.5


GSK3A








23
13


GSK3B
10

9





20


GSPT1








22


GSR










22


GSS


6.5



8


GSTA3
19


GSTA4








23


GSTCD






9


2


GSTK1









3.167


GSTM1










4.5


GSTM2


5.833


GSTM3








11


GSTM4








19


GSTM5









16.5


GSTO2










5.167


GSTT1










3.5


GSTT2


4.5


GTF2A1










2.5


GTF2B










4.833


GTF2F2










6.167


GTF2H2










4.5


GTF2H3










0


GTF2H4










4.833


GTF2H5

4.5


GTF2I










1.167


GTF2IRD1










7.167


GTF3A










1.833


GTF3C1










5.167


GTF3C5










7.167


GTPBP2


1.833


GTPBP8
10.5


GUCY1A2




23


GUCY1A3


11




14

13


GUSB
3

4.5







1
2


GXYLT2




2


GYG1



5
6

6

12


GYLTL1B

19



20.5

19
18


GYPC


22





23


GYS1


9.5


GYS2










6.167


H1F0









11


H2AFV










4.167


H2AFY


9


H2-M9










3.167


H2-Q10










5.167


H2-Q4










5.167


H2-Q5










4.833


H6PD


9


HACE1






15


HACL1










3.5


HADH










3.833


HADHA










0.833


HAGH








11


HAGHL










5.5


HAL










6.167


HAMP










7.833


HAO2










1.833


HAPLN1








11


HAT1










4.833


HAUS4










4.5


HBA-PS4










4.833


HBEGF


7


HBP1










6.5


HBS1L










1


HCAR2









22


HCFC2










4.833


HCN1










2.833


HDAC10








10


HDAC11










1


HDAC3










7.833


HDAC4










1.833


HDAC5










5.833


HDAC6










7.833


HDAC7










4.167


HDAC8










4.833


HDAC9







9


HDC







0


HDGF


23


HDHD3








21


HEATR1
19

23.5
20


HEATR5A





10

20


HEATR5B
7
7


HEBP1



22





13.5


HEBP2


23

7.5


HECA










6.5


HECTD1




20


HECTD2








0.5
7


HECTD3









11


HECW1








18.5


HECW2







4
2


HEG1








23


HELZ








10


HEPH





11.5


23


HERC3









22.5


HERC4







19

22


HERPUD1








21.5


HES6

6
5





9


HEXDC

9
9


HEY1








3
17


HEY2


23


HEYL







18


HFE







22


HFE2








18


HGF








14


HGS









22


HGST








22.5


HHAT
10


HHATL










1


HHEX



20




0.5


HHIP








23.5


HHIPL1
19




21.5


20

1


HIAT1











5


HIBADH








1


HIF1A
17


HIF3A
6.5






7


HIGD2A
17







22


HILPDA









11


HINT3







1
2


HIPK3








22.5


HIST1H1C





10


HIST1H1D







22.5


HIST1H2BD
5

23






20
0


HIST1H2BG








12


HIST1H2BG








22
13.5


HIST1H2BJ







16


HIST1H4D










12


HIST1H4F





7.167


HIST2H2BF







7


HIST2H3A


1





22.5


HIST2H4
17


HIST3H2BB








0.5


HIVEP1


0





16.5


23


HIVEP2








19


HJURP


22


HK2

3
4


HLA-B








21.5


HLA-C




7


HLA-C




19


HLA-DMA







3.5


HLA-DMB








21


HLA-DOA
18






16.5

22


HLA-DOB








22


HLA-DQB1
1






21.5
23.5
11.5


HLA-DRB1
12




21


HLA-E







13.5

13


HLCS
21




23


HLF

1


HLTF








14
11


HLX







15.5

4.5


HM13




7




0


HMCN1








4


HMCN2





10
6.5

0


HMGCS1








3.5


HMGCS2








0.5


HMGN5




22


HMGXB4

22


HMHA1




20


HMOX1





1


HMOX2





5

22

0


HN1





8.5

19
21

13


HN1L
11
11
11.5




12
11


13.5


HNF1A






23


HNF1B


21.5





14


HNRNPA0


7


HNRNPC









4


HNRNPD

11
12


HNRNPH3





10


HNRNPL







12


HNRNPM
23
22
22

1
20.5


20
22

22


HNRNPR








12


HNRNPU








10.5


HNRNPUL1








10


HNRNPUL2








9


HNRPDL








10.5


HOGA1








10


HOMER1








12


HOMER2








10


HOMEZ










7.5


HOOK1







23.5


HOOK3











12


HOPX






17

11


HOXA10








20.5


HOXA5







8
6
11


HOXC8
9
10
10
12
13
11
12
9.5
9
10
9.5
10


HOXD8
7
8
7
8
9.5
7
8
7
8
8
5
8


HP
22.5







4


HPD






23

0


22.5


HPGD









10


HPN


15
20
22


23.5

12.5


HPRT1









13


HPS1









13.5


HPS3

16.5






13
12.5


HPS4


0


HPS5


8


HPSE2







22


HRAS







9


HS1BP3





23


HS3ST1
22






23


HS3ST3A1







23


HS3ST5







2.5


HS6ST3









6


HSBP1
19



22

20


HSD11B1
10

9


10


9
22
7


HSD17B10



4
5


HSD17B11
23
0
0
23
23.5
0

23
0
23
2
0


HSD17B2



21


HSD17B4







16
9
13


HSD17B7









11


HSD3B2


21


0




23.5


HSD3B5











7


HSD3B7








1


HSDL2









11


HSF1




9





11


HSF4







16
19.5


HSP90AB1








16


HSP90B1







15


HSPA12A







22


HSPA13








0


HSPA14




7.5


HSPA1L




23


HSPA4









9


HSPA4L









0.5


HSPA5








17


HSPA8


22.5


HSPA9







20.5


HSPB2


22





21
18


HSPB7







5.5


HSPB8










3


HSPBAP1







12
15


HSPBP1




10



0


HSPD1







6
4


HSPE1


19


HSPG2








21


HSPH1



19


HTATIP2







9


HTR1B











20


HTR2A
8








6


HTR2C





1


HTRA1









6.5


HTRA3



20



17


2


HTRA4

7
10





23


HUNK


0




5.5


HUS1









13


HUWE1

17
18




15.5

13

18


HYDIN








3


HYI
6







23


HYLS1








0.5


HYOU1
21


I



6


7


I830012O16RIK

6
6




23
22


IAPP







19


IARS







0
22
16


IBTK








23
18


ICA1








22


ICAM2







9


ICK








13
11


ICMT








22


ICOSLG








22.5
19


ID1







21.5


ID2







13

10


IDE




22




19


IDH1







19


IDH2








6.5


IDH3A









9


IDNK





1.167


IDO2








23.5


IDUA








8
11


IER3








22.5


IER5








10.5


IFI204
23.5
21
21

1
21

21
21
22
20
21


IFI205

15
15


12
13

18


17


IFI27L2







12


IFI30





10

12


IFI44


4






23


IF147

15
15
16



19

16
11


IFIT1B


12


IFIT3

9


IFITM1










1


IFITM6







2


IFLTD1


6


0




4.5


IFNGR2





21


IFR2
2






3.5


IFRD1











4.5


IFRD2



16


IFT122








21.5


IFT140







14
19
14


IFT172




9


7

15


IFT20
15


IFT27
8


12


12
20
22


IFT80


20


4.5



23.5


IFT81




7.5




8


IGF1










1


IGF1R








23


IGF2BP2








14


IGF2R







8


IGFALS
22.5






23.5


IGFBP1
12








7


IGFBP2







1
22


IGFBP3
18




0


IGFBP4







2.5


IGFBP5








22


IGFBP6









19.5


IGKV2-112



0


IGKV8-21





0


IGSF10








21


IGSF11


5.5


IGSF21






7


IGSF3
16.5


IGSF6





6


1


IGSF8
17








17


IGSF9B








4


IIGP1

4


IKBIP








21.5


IKBKG








21
20


IKZF2








22.5


IKZF3









6


IKZF4








21.5


IL13RA1








22


IL15RA








23


IL17D







17
14.5


18


IL17RB








23


IL18R1








11.5


IL1A




18


IL1R1
7


IL1R2


8




9.5
1
6


IL1RL2





15


IL20RB







15


4


IL23R







23
2


9


IL2RA


9


IL33








11


IL34





2

10
11.5


IL4R



17





13


IL6R









11


IL6ST








16.5


ILDR1

23
23




2

23

0


ILF2








0.5


ILK






20

21


IMP4
15




17


19
15


IMPDH1








4


INCA1








13


INF2





7

22


ING1







0


ING4


1.5




23


INHA







20


INHBA










8.5


INHBC









10.5


INMT







18.5


INO80







21
19


INPP4B







23.5


INPP5A







7


INPP5B






6


INPP5J








2
1


INPP5K







5


INSC



12


INSIG1







12
19


INSIG2

21





21


INSL5








21


INTS10







7


INTS12








23.5


INTS2










21.5
10


INTS3








6


INTS7





18


INTS8







13


INTS9



12



22


INTU










18


INVS









10.5


IP6K3








20


IPCEF1


3




23


IPMK







23.5


IPO11
14


IPO13







10.5


IPO4









9


IPO5









5


IPO9





2


0
0
4


IQCJ-SCHIP1
21.5



3.5




15


IQCK

11







11.5


IQGAP2








23
13


IQGAP3
0


IQSEC1
10






12


IRAK1BP1









7.5
0.5


IRAK2
22.5






16

3.5
2
22


IRAK3





12




13


IRAK4







23.5


IRF2

11
14


13





14


IRF2BP2




11



23


IRF6


20







10.5


IRF7
6


10


IRF9

21


IRGM


0.5


IRGM2







9

12.5


IRS1


12


IRS2


23
22


IRS3










18


IRX1








12


IRX2








0


IRX3





1


ISLR


20


ISM1
7


ISOC1








16


ISY1-RAB43









8


ITCH










11


ITFG3








22


ITGA1




9.5




9


ITGA11









16
9


ITGA3









12


ITGA4










13.5


ITGA5

6.5







7


ITGA6






6

2.5


ITGA7



5




22


ITGA8


11.83


ITGA9







23
0


ITGAL









17


ITGB1







13
1
7


ITGB3








20


ITGB4





2




2.5


ITGB5


21


1


ITGB6


8


ITGB8









6.5


ITIH1









4


ITIH2


9


ITK










0.167


ITM2A





1

2


ITM2B







23.5
8


ITPK1




19


ITPKB








1


ITPR1


15





18


ITPR2





9



8


ITPR3

12.5
13


2.5

11
13


ITPRIP








17


ITPRIPL1







22


ITPRIPL2







10
7


ITSN1








0

4


ITSN2






5

23


IVD


3








0.5


IVNS1ABP







17


IWS1










3.833


IYD
6.5








13


JAG2









12


JAM2









11.5


JAMS


22




22
22


22


JARID2
11
13


12
11
11
11.5
13
11

13


JDP2






5.5

1


21.5


JMJD1C








23


JMJD8







19


JOSD2





2


JPH1



23
19.5


JTB




6.5



23
14


JUN








0.5


JUND

20.5




2

22


KALRN





7

3
2
2


KANK1


6


KANK2








4.5

5.5


KANK3
5.5

10.5
12.5
14
11
8.5
6


KANK4

12
11

14
14
10
6


KANSL1L

8


KANSL3


21


KAT6A








1.5


KAT7




23
5.5


KAT8

20
20


0

21.5


KATL1



22


KAZN








3


KBTBD12







23


KBTBD2









18


KBTBD7






17


2


KC1





11.5



13.5


KC2





6



4


KCMF1










21.5


KCNB1
17


KCNC1






0

22


KCNC3











21


KCND2








21


KCNE2


3


KCNF1








22


KCNG1








14


KCNG4
11


KCNH2
19


21



20



22


KCNIP3








21


KCNIP4








21


KCNJ10











22


KCNJ11








23


KCNJ12








23


KCNJ13











19


KCNJ15







0


KCNJ3








22


KCNJ8








21


KCNK1








21.5


KCNK10








23


KCNK2








20


KCNK3









8


KCNQ2







8


KCNQ4








22


KCNT1








19


KCTD10




13


KCTD13






6.5
11
23


KCTD15








0


KCTD21








21


KCTD5





8.5


KCTD7

22


KCTD9










4.5


KDELC1


18





0
0.5


KDELR1


5


KDELR2



12.5

19



2


KDELR3



2.5






23


KDM1B



23


KDM3A
21







21


KDM3B





14


KDM4A


16


KDM4B


13
13


KDM5A
0




2
0
1
23
1


KDM5B
15

17


16

15
14
13

17


KDM5C








21.5


KDM6B


3.5


23.5


KDR




9


KDSR


5.167


KHDRBS1


21

20


1
5.5
17


KHDRBS3







22


KHNYN









15


KIAA0040







16
18


KIAA0146







13

15


KIAA0182


19




17


KIAA0195








0


KIAA0196


23





19.5
12.5


KIAA0226


23


KIAA0226L
19.5

21



21
22


KIAA0232


12




11


KIAA0247







10
6
5.5


KIAA0284







22
2


KIAA0317

6


KIAA0408








22


KIAA0415







19
21


KIAA0430


23






20.5

23


KIAA0513








14


KIAA0528



20.5


KIAA0556





16


KIAA0564











4.833


KIAA0664







12


KIAA0895








21


KIAA0907
7




11


KIAA0922








0


KIAA0930







5


KIAA0947







0

22
23.5


KIAA1033








21.5


KIAA1109





18


KIAA1161








22
8


KIAA1191
4

1






2.5

3


KIAA1217




6


KIAA1244



6.5
5.5


KIAA1274








19.5


KIAA1279
2.5

23


23

0
12.5
3

0.5


KIAA1324

2.5
23
1
2
1
1.5
4

2

4


KIAA1324L










3


KIAA1328







4.5

3.5


KIAA1377








22


KIAA1383







20.5



23


KIAA1429








18
20

21


KIAA1432
0.5

10


KIAA1456


21


KIAA1462







17

20


KIAA1467








23


KIAA1468
17


21


21
19
20.5
15


KIAA1522








22.5


KIAA1598









11
23.5


KIAA1644








22


KIAA1715





23.5

19.5
23


KIAA1737








18
14


KIAA1797









11


KIAA1841









8


KIAA1967









6.5


KIAA2018





10



6


KIDINS220
19



21

21

21


KIF12








21


KIF13A





11.5


KIF13B
20.5


KIF16B









13


KIF1B








23

10


KIF21A









15.5


KIF2A








2


KIF3A

15
16


17

13.5
12.5
12


KIF5B








15
10.5


KIFAP3




23


KIFC2

15
16




23.5
21


KIFC3



20


18.5
20

18


KIRREL








19.5


KIRREL3









14


KIT









2


KITLG











23


KLB


23


KLC1





13



10


KLC4







23


KLF10








4.5


KLF11


6


KLF12

0


KLF13

21








5.5


KLF15


19







7.5


KLF16



2.5


KLF3











8


KLF5







4

5.5
0.5


KLF6

15
17




13
11
14


KLF9







2.5


KLHDC2


8


KLHDC3


21

23


22


0


KLHDC8A








23


KLHL11

20


KLHL13

1





23
21
22
0.5
20.5


KLHL21









5


KLHL22


19


15




14


KLHL24








2


KLHL29







22
22


KLHL30





22


KLHL32


23.5


23


21


KLHL38









4
22.5


KLHL4
12


KLHL5








10


KLHL7




5



23


21.5


KLHL8










18


KLK3









7


KLK3

6.5
6


22


9


KLK5



13

16


KLRC4-KLRK1







8


KLRD1








16


KMO


21
21.5


20

5


KP1







22
22


KP3
10






10

8


KP4

6







10


KPNB1







22


KPTN








1


KRAS


22.5




19.5
22


KRBA1







9


KREMEN1







1


KRT18











12.5


KRT23









8


KRT7



18
15

17

12
5.5


KRT8








21


KRT80
4






6


KRTAP12-2









10

11


KSR1








9.5


KTI12





18


17
13


KY







19


KYNU




0



22


L3MBTL3







18
17


LACC1



17

15



15


LACE1


5.5


LAD1




23


0

20


LAMA2
18






20
21.5


LAMA3









16


LAMA4
6


9.5

11
8


LAMA5





13


20
15


LAMB1





22


LAMB2


1



21
21
23


21


LAMB3

9


LAMC1






0

0


LAMTOR1


12


LANCL2








23.5


LAP3







21


LAPTM4B


12.5



13
13

13.5


LARGE









10

8


LARP1








21


LARP1B








17


22


LARP4B







0.5
21


LARP7







22


LAS1L




16


0
21


21


LASP1









8.5


LATS2
22


LAYN








23
8.5


LBH











23


LBP







21


LCA5L







22
23


LCK








23


LCLAT1








4.5


LCMT1







0
23.5


LCMT2


1





22


LCN12





22

23.5


LCP1


10.5


17


LCP2








5
7


LDB1


9.5





1


LDB2







10
14
13.5


LDHB










0


LDLR

23
0





21


LDLRAD3

6
8

9

10


LDLRAP1








22


LDOC1L









11


LEAP2








17


LECT2




7


LEFTY1
21

22.5


LEKR1







20.5


LEMD2







7


LENG9








19


LEO1



20.5


LEP
21.5

23





2


0


LEPR








2


LEPREL1









17


LEPROT










21.5


LEPROTL1


2


LETM1







20


20


LETM2

9






13
13


LETMD1










21


LFNG








3
15.5


LGALS1


2.5





23


4


LGALS12









12


LGALS3








22


LGALS3BP







10


LGALS4







13


LGALS8







17
21
5.5


LGALS9





13



10.5


LGALSL








21


LGI2




20
23

22


23.5


LGI4


12
3





22


LGMN
6

1
3
6
2
4


7.5
0


LGR4



11


LGR6


21.5


LHFPL2







5
6


LHPP







3


LHX5


20


16

13
14


LHX6


23








23


LIFR
16.5







19.5


LILRB3




22


LILRB3







21
23


LILRB4










3


LIMA1











23.5


LIMCH1

12



13



13

12


LIMD1








22


LIMD2





13



10


LIMK1





19


17


LIMK2


5.5


LIMS1


20


LIMS2










12
9


LIN37








22

2


LIN52




12


LIN54


21


19


LIN7A






9


LIN7C


18





20.5


LIN9
15
15.5
17


16

15.5
15
13.5

15.5


LINGO2









19


LINGO3









11


LINGO4







12


LIPA
0

0


2

1


1
1


LIPC
20






22


LIPE


7
22


LIPG

15
18
22

18

16
16
14

17


LIPH








21


LITAF











8


LIX1L

6.5
7




0
2


LLGL2







20


LMAN1





23.5


LMAN2




6

7


LMAN2L
7.5


LMBR1L



12

21


LMBRD2








23


LMCD1








2


LMLN








23
8


LMO4


18.5




15
17


18


LMO7

11
9




10.5

10

9


LMOD1
18




8.5


LMOD2











6


LMTK2






16
22
0


LMTK3


23


2.5


LNX1
22

3





0
4

1


LNX2







9


LOC100129480









16


LOC100129924









13


LOC100505478

12.5
13






12.5
13
15


LOC100652815







22
11


LOC375190





23


22.5

23


LOC388630

7
9


7
9
6
4.5
6.5

8.5


LOC441617


19




10
12


LOC646851
11
12.5






14
12

14.5


LONP1








22


LONP2









9.5


LONRF1









11


LONRF2







21


LONRF3







0


LOX



18.5

0

18

17


LOXL1


9.5


LOXL4








1


LPAR2





0

21


LPAR3









8.5


LPAR4









9


LPAR6





13

17
15
16


LPCAT1






17
20


LPCAT2







5



0


LPCAT2B







20
19.5


LPCAT3





3

21
18
19


LPCAT4







20


LPGAT1





5



15


LPHN1







6.5


LPHN2
2



23



2


1.5


LPHN3






3


LPIN1




8



21.5


LPIN2




6


LPIN3










6.5


LPL








9
11


LPP








10.5


LPPR1

6
7




7



5


LRAT







3


0


LRFN3
7






12
0
14


LRFN5









16


LRG1
20


23.5


1
23.5

2
23


LRIF1
18.5


LRIG1





16


LRIG2








22.5


LRIT1

16
19


16



15


LRP1


18





15.5


LRP10







19


LRP11


20


LRP12
23






11
0


LRP2








6


LRP3








23


LRP4








23


LRP5
21


LRP6








23


LRPPRC






3


LRRC1










3.833


LRRC10










23


LRRC14B








21.5


LRRC16A



23


LRRC17



21



21.5

18

23.5


LRRC27






16


LRRC28







23


LRRC3








8


LRRC30






20


LRRC31
2


LRRC32


12






5.5


LRRC36







2


LRRC4









4.5


LRRC41








22


LRRC49
17






20
21
12


LRRC52








21


LRRC55


23






3


LRRC57








17


LRRC58







22


LRRC61


22
23


LRRC8A


4.5





22
11.5


LRRC8B


21




10


LRRC8D




18


LRRC8E




17


LRRFIP1
8




11




9


LRRIQ1
21








5


LRRK1









10.5


LRRK2
21


LRRN1








0


23


LRRN3

14.5







14


LRRN4









7


LRRN4CL





1


22.5


LRRTM2









11


LRRTM3


6
4.5

3

0
1


1


LRTM1

6




8
8


LSM10





17


LSM11




2



23


LSM14A
20
19.5
20.5


18

13.5
18.5


LSMD1








23
14


LSP1
18.5


LSR







16


LSS

22.5


3.5
22


LTA4H








22


LTB











9


LTBP1


18








20


LTBP2









15.5


LTN1









10


LUC7L





21.5




20


LUC7L2








18.5


LUC7L3








14.5


LUM






2.5


LURAP1L


21






11


LUZP1









14


LY6A





20


LY6E





13


LY6G6E





4

23


LY86








14


LY96










10


LYPD6
21




21.5


0


LYPLA2







13.5
14


LYRM1

11.5
10


LYRM4









22.5


LYRM5








16


12


LYSMD2








22


LYSMD3


10


LYST


12





6


LYVE1








3


LZIC


0




22
23


LZTS2









7


MAB21L2







1


MACF1









5


MAD1L1



20.5


MAD2L2








20.5


MAF





11

2
18
18


MAF1







3


MAFB








5
6


MAFF








3


MAFK







7


MAG








11.5
12


MAGED1


17


22

12
12
11
0


MAGEE2









16


MAGI1



22.5

7

5
4
4


MAGI2







13


MAGI3








18


MAGOH









8


MAGT1
0.5





4


22.5


MAL2


2.5


MALT1
0


MAN1A2









3

17


MAN2A1








20


MAN2B2


22.5








23


MAN2C1









9


MANBA







8
10


MANBAL







0
23


MANEA





3

0

3


MANF

23
22



19




0


MANSC4
18.5
18
19.5

19
19

19
19.5
18
18
20


MAOA



21


MAP1A
14
13
15


15.5

13
16
14

14


MAP1LC3A







8
4


MAP2K1

6


MAP2K3




19


MAP2K6


19.5


MAP2K7
16

20








19.5


MAP3K1








22


MAP3K5







23.5


MAP3K6










7.167


MAP3K9






9


MAP4










5


MAP4K2








21


MAP4K4

8.5
8


10.5

12


MAP4K5






7


MAP7


23
22.5





23


MAP7D3





10


MAPK10





15


MAPK12





10



14


MAPK14

9.5



20


MAPK15








5.5


MAPK1IP1







0


MAPK1IP1L







22


MAPK4









9.5


MAPK6




21

23

20


MAPK8IP1




23.5



19


MAPK8IP3







20
15


MAPKAP1







21.5
23


MAPKAPK2





9


MAPKBP1
1
0
2

2.5
1

0
22.5
0

3


MAPRE1









23


MAPRE2








11
20


MAPRE3
8
7







3


MAPT








3


MARCKS





11

11.5
21


MARK2








16


MARK4





3


MARS2



23


2


MARVELD1









14


MASP2








14


MAST1







15.5


MAST2









14


MAST3




20




15
7


MAST4
21.5


MAT2A









14


MATN2





9




8


MATR3










11.83


MAVS









13.5


MAX







9


MAZ





18


MBD1


23


MBD4









11


MBD5





6



3


MBL1





10


MBLAC1









3


MBLAC2






13


MBNL1





16


MBNL2









19


MBOAT1
5






7


MBTD1


21


MC2R


6

4
8



6


MC5R







4


MCAM







11


MCART1




7

7


MCC









9


MCEE





12.5

22
22


MCF2L








2


MCFD2









19


MCHR1







10


MCM10








0


MCM4
6


MCM5


17


MCM7


23






9


MCM8



12
12

10
13.5


MCM9







9


MCOLN1






20

21


MCOLN3








22


MCPH1








0


MCPT4








5


MCTP1


22


MCU









13


MDFIC

16
18




16


MDGA2
19.5
23
23

23.5
0

22
22
22
2
23


MDH2







15


MDM1

5.5


MDN1







22


ME1
10


ME3








22.5


MECOM








21.5


MECP2







23.5


MED11

7.5


MED12








12


MED12L

18



0

20
16

1


MED13









4


MED14





3



6.5


MED15
8
9





9.5

9

10


MED16









4

1


MED20










23


MED23








22


MED24








22.5


MED28







3.5


MED30









21


MED31










19.5


MED6



4.833


MED7








0
8


MED8


5.5


7.5


MEF2D





14


MEGF10




18


MEGF6
23.5
0



22


23


MEGF9

7


MEIS1







22


MEIS2





19


MEMO1









16


MEN1





22.5


23
0


MEPCE


1








0


MERTK








0
19


MESDC2



3
2

3


MEST








0.5


MET








23


METTL10


21.5


METTL13





10



11


METTL16











8


METTL17

6



0


METTL20





22

9

7.5


METTL22


22


METTL24


21


METTL3




19




7


METTL4








20


METTL6



22







21


METTL7A








20


METTL7B
17


19



23

17


METTL8







5.5
1


METTL9










8


MFHAS1







20


MFN1










1.5


MFNG


3.833


MFSD1









15


MFSD12







8


MFSD2A







16

13


MFSD4









3


MFSD5









7


MFSD6








5


MFSD7







9.5


MFSD8







19
21.5


MFSD9
3


MGA








21


0


MGAT1


20








20.5


MGAT4B





5.5

22


MGAT5







20


MGEA5








1.5


MGLL




7.167


MGMT









5.5


MGP










1.833


MGRN1







11


MGST1








22


MGST2
20

22







3.5


MI
18.5






20
22
5.5


MIA2
22.5


MIB1






23


MICAL1





10


MICAL2





10


MICAL3


22


23




0


MICALCL









13

12.5


MICU1
4.5






3
5


MID1IP1











8


MID2
8




17


7.5
12

9.5


MIF4GD
0

23.5






0
3
2


MIR107




23


MIR122A




6
1

23
22


MIR125B-1







8.5

11


MIR128-1







23.5


MIR146
8
9
9
11

10


5
12
9


MIR181B-2









10


MIR218-1



13


MIR218-2





16.5


MIR219-2











8


MIR29B-2
8

11
12
12


11
11.5
12


MIR365-1

14
14

12
12
12
11.5
12


MIR365-2



0


MIR499
6






7.5

6


MIR505
7







9


MIR687









2


MIR694


23.5


MIR701
2
2
2







0
23.5


MIR708


12





16


MIRLET7A-2





4


MIS12



7.5


6

10


MITF











5


MKKS








19


MKL2









18


MKLN1
19






22.5
23.5


MKNK1


22




22


MKNK2






22.5
22


MKRN1





0


MKRN2


19


21


MKS1
11







6


MLC1







0.5


MLEC








20


MLF1









11


MLH1







18.5


MLH3
21


22


23.5
2


MLIP


23


MLL2


6




6.5
23


MLL4









12


MLL5








22


MLLT3

11
11.5


14


17
12


MLLT4


23




22

10


MLST8
22.5


MLXIP

0.5
1
1



23.5
0


MLXIPL








8


MMAA








1


MMAB








19


MMACHC
21


MMD

2
1

3



1.5


MMD2










2


MME







22


MMGT1







21


MMGT2
20
3.5





1


MMP11





7


1


MMP12









13


MMP14









3


MMP15








23


MMP19









10


MMP2









15


MMP23B


2


0.5

0

4.5

4


MMP9








17
16


MMRN2


18


MN1
21.5
0
1




0
23


23.5


MNF1






19


MOB1A


21.5


23

23


MOB3B
9
10
11



6.5
5
7.5


MOCOS









7


MOCS1





17


MOCS2

19


MOGAT2


6




0
0


MOGS










7


MON1A







6
2


MORC2B




22


2


MORC3


20





17
9


MORC4




22


22.5

18.5


MORF4L2








3


MORN2



19.5






3.5


MOSPD1


11


MOSPD2









12


MOV10



13

17
13


MPDU1








15


MPDZ










19


MPHOSPH6










23


MPI




6


4


MPLKIP

7
11




6


MPP1


3.167


MPP2
21.5






23


MPP4









12


MPP5








23


MPP6
19


21.5


21
20


MPP7








8
7


MPPE1









14


MPPED1



22.5

1

21


2


MPRIP


9






11


MPST



18


MPT








0


MPZL1


7


MPZL2









14


MPZL3






12

23


MR1








1


MRAP







0
4


MRAP2








21


MRAS


2


MRC2





5

18


MRE11A


11


MREG







22


MRGPRA4








2


MRGPRF










7


MRGPRH



4


MRP63



22


MRPL1

7







5.5

8.5


MRPL10
7.5


MRPL14







23


MRPL15







7


MRPL16











8.5


MRPL2



23


MRPL24

7
9


MRPL34









8


MRPL35








11


MRPL36
9


MRPL4


10


MRPL49




18


MRPL50







9

21


MRPL51









23.5


MRPL52





18


MRPS17


19.5


MRPS18B







18


MRPS2









7.5


MRPS21





12



15.5


MRPS22





12


MRPS23
20


MRPS24







10


MRPS27










19


MRPS35









20


MRPS6




21


MRPS7








19
5


MRRF


22


MRVI1


0


MS4A1







19.5


MS4A4C









22


MS4A4D

6
6


MS4A6C







21


MS4A8B



21.5


MSH6


22


MSI2







7

11


MSL1



22
22

21


MSMO1







22


MSN






0


MSRB2










23


MST1R

7.5





9


MSTO1









16


MT1E









17


MT1H
20.5






13

12


MTA1


18






14


MTA2



23
0.5

23


MTA3


18


17



15


MTAP




9

6


MTBP
10


MTCH1




12


MTCP1NB








12.5


MTDH





17


22


MTERFD1








21.5


21


MTFMT
5.5






20
21

21


MTHFD1


12






13


MTHFD1L


13






8.5
8.5
9.5


MTHFR







22


MTM1







19.5

17


MTMR12











8


MTMR14









23.5


MTMR2








5


MTMR4








13.5


MTMR6









16


MTMR9










23.5


MTNR1A








22.5


MTOR









11


MTR


10.5


MTRR









9


MTSS1





12

8

9


MTSS1L




16



18


MTTP
21




23


16
2
0.5
21


MTUS1


9

5
1


MTUS2

2
3





23
19


MTX2


22


MTX3




7


MUC13










22.5


MUC15



13



11


MUC20









4


MUC5B



19


MUL1





1

0

2


MUM1L1








22


MURC









9


MUS81









4


MUSTN1







23.5


MUT









4.5


MUTED







1

6.5


MUTYH
6.5






5
4


MVD









22


MVK
0

3


3

22



2.5


MVP








21


MXD1










0


MXD4









11.5


MXI1

19
19.5


MXRA7




2


23


MYADM
3

11


21


MYADML2








12


MYB








21


MYBBP1A


4.333

5.5



21
4


MYCBP
17


MYCBP2



12


MYD88








11


1.833


MYEF2







9


MYEOV2





15


MYF6









23


MYH10
7








10
7


MYH11





23



7
22


MYH14
6


MYL12A








23


MYL12B








2


MYL4
5.5


MYL6B








23
17


MYL9







21
22

22


MYLIP









8


MYLK








21.5


MYLK4

7
8


MYO10




23


MYO18A







23

12


MYO19









9


MYO1A











8.5


MYO1B
15



9


MYO1C
22


MYO1D







21

21


MYO1E
20

2




21


MYO1G
12







13


MYO1H

7





7


MYO3B






9.5


11


MYO5A
20.5







2


MYO5B





16


MYO5C




22.5


0


MYO7A










16


MYO9B








20
15.5


MYOD1





11


MYOF








23.5


MYOM2







19


MYOT





2


23


MZT1
20




19.5

19
20


N4BP2L1
17










21


N4BP2L2







22
0


N6AMT1
18




22

20
20
18.5

21


N6AMT2






23


NBAS








0


NBEAL2





2

20
19

1


NBL1








21


NBR1







9

11


NCALD





21


NCAM1

22


NCAPD2











21.5


NCBP1


22


2



3


NCBP2








6
8
7


NCCRP1

14
15

11
13

12
16

13


NCDN








17


NCEH1



21


NCK1




20


NCK2








23


NCKAP1









15


NCKAP5









12

12


NCL

7.5
9.5



8
9.5
3


NCOA2









6


NCOA3








20


NCOA5









10


NCOA6









17


NCOA7







23


NCOR2








20


NCSTN







12
12


12


NDE1
20







22

23


NDEL1









15


NDFIP1

16



13.5

18


NDFIP2










22


NDRG1
20


NDRG2




21


NDRG3


5.833


NDST1


20


NDST2









0.5


NDST3










1.167


NDUFA5









0

4.5


NDUFA6







12


NDUFAF4

18
18






17


NDUFB11
9
7
9




12
9


NDUFB3







22


NDUFC1









23


NDUFS2









4


NDUFS6










2


NDUFS7








2


NDUFV1





10


NDUFV3





10


5


NEB









22


NEBL






8


13


NECAB1









2.5


NECAB2







8


NECAP1




6


12.5


NEDD4
0






0
3


NEDD4L




4
2.5



2.5
4


NEDD9










21


NEFM


5.167


NEGR1



12


NEIL1
0

19




0.5


NEK2







12
13


NEK3









0.5


NEK4









11


NEK5







6


NEK7








17


NEK8

4


NEK9





0



20


NELF







6


NELL1


20





15
0


NENF








23


NEO1
19



20


22
22


NET1










10


NETO2

20.5


23



19
20


NEU1



22


NEU2








21


NEU3




21



22


NEU4
9
9
10





15
9

12


NEURL2








11
16.5


NEURL3










23.5


NEURL4







6.5
5


NF1









7


NFAT5









3


NFATC3



14


15
16
20
16.5
16.5


NFATC4

14

14
12.5

14.5


14


NFE2L1



12


NFE2L2








1


NFE2L3
23
2





22.5


NFIA








22.5


NFIB









22


NFIC





13


NFIL3









2.5


NFIX

0






22


NFKB1





14.5




11


NFKBIA






4


NFKBIB








21


NFKBID








23


NFRKB







20.5


NFX1




12




9.5


NFXL1







23


NFYA







21


NGEF
21.5


3






22


NGLY1




12.5


NGRN





14.5



11


NHEJ1








15.5


NHLRC2

5.5







12


NHP2


7






9


NHSL1


4.5


NICN1







20


NID2





9

20.5
19


NIF3L1










2.833


NINJ1

14







13

16


NINJ2



21.5


NINL



22

0

19
17


NIPA1










23


NIPSP1
5






9


NIT2









6
5.5


NKAIN1







6


NKD2








22


NKIRAS1







22


NKIRAS2
18




13


NKTR
0

19.5






0


NKX2-1


23
21.5



0


NLK




6


NLRC5





9.5


NLRP2



21


NLRX1








0


NMBR



21


22.5
17
16


18


NME1









6


NME6
19






21.5
5.5


NME7
19





21
21


NMRAL1








22


NMRK1







3
22.5
10


NMRK2


21






14

5.5


NMT1









9


NMT1





17


NMT2
15


NNT
18
18.5
20.5





15.5
17

21


NOA1



21

0.5
21
18

19.5


NOD2
18.5
21
22

20


21
19
18

21


NOL3
20






20



20.5


NOL4









18.5


NOL6









11


NOL7







19


NOL8




3
0.5

21


NOLC1



21
21

22
21.5

22


NOMO2
20
20.5
22




19.5
19.5
19


NOP16








14


NOP56



22

23


NOS1






22


NOSTRIN








3


NOTCH1








5


NOTCH2







14.5


NOTCH4





7.5


NOX4









4


NOXRED1








3


NPAS2
7
8.5
9


8

12


NPAS3






23

23.5


NPC1









17


NPEPPS








23


NPHP1




10.5


NPHS2










7


NPL









20.5


NPNT




2




17


NPPB








4


NPR2








15
11


NPR3









8


NPRL2







19


NPS








1.5


NPTN











0


NPTX1








5


NPW








23


NPY1R







10


NQO1


23




23.5

16


NQO2









11.5


NR0B2










22.5


NR1D1







19


NR1D2


19.5


NR1H2









16.5


NR1H3








9


NR1I3

7



10


NR2F2







21


NR2F6







21
14.5


NR4A1





0.5


N-R5S162





15
16

13


N-R5S168



20

18


N-R5S176







11
8.5
10


N-R5S2



9

11

6


N-R5S205
19


20



7


N-R5S25







7.5


N-R5S28






18


N-R5S5







0


N-R5S54
18


21
22

20
22


NRADD







3
6
4


NRBP1






20.5


NRBP2





9


9


NRCAM








22


NRD1









7


NREP








23


NRF1








20


NRG4







0
21.5


NRIP1







23


NRP1
5


NRP2
8.5


NRXN1







7


NSDHL








0.5


NSF






20


NSFL1C



3
3

1


4


NSMCE2



6




2


0


NSUN3







8


NSUN6


4.5


22.5
3


NSUN7


9


NT










10


NT5C






20


NT5C1A
12
12
12
13
13.5
12

13
14
12
11
12


NT5C2





9


NT5DC2








8

23


NT5DC3









6


NT5E
6








6


NT5M









4


NTF3










22.5


NTN3









5


NTN4






8.5


NTNG1
7






11.5


NTNG2
7


NTPCR
8






7
20.5


NTRK2




9




11.5


NUAK1




21


NUBP2









16
14
18


NUCKS1
5

4


NUDT1
0


NUDT11








22


NUDT13
18






20
19


NUDT16









11


NUDT17








22


NUDT18








22


NUDT19
20



22


22
22
20.5


NUDT22



3
1

3
2.5
18.5

4


NUDT3

21.5



20


22


NUDT4








21


NUDT5








18


NUDT7
1.5

1
5
4.5


3
19


1


NUDT9

1
2





8


6.5


NUMA1









20


NUMBL









5


NUP205








23


NUP210



13
13


NUP210L







18



18


NUP37






22

0
19


NUP43







19


NUP62





13





12


NUP85
15





20


NUP93
0.5









23


NUP98










4


NUPL1







6


NUPL2








14


NUPR1

8


NUS1







0



2


NUTF2








22


NVL
2

20





22


22


NXF1






5


20


NXN


13






15


NXT2









12


O3FAR1







8


OAF
8






11
16
9


OASL
10
11


14
16

12
12
11
13


OAT






18.5


OAT-RS1

7
8

23


8


OBFC1


21.5


OBFC2A








0.5


OBFC2B


7.5




5.5


OCLN


14


ODC1



22


ODF2









11


ODF3B








21


ODZ1






20


ODZ3







4.5


ODZ4







7


OGFOD1






7


OGFR









15


OGN








17


OGT







19

0

22


OLA1








21


OLFM1







17
2
12


OLFM3
22








2


OLFM4



23

0




6


OLFR10






21


OLFR106-PS










23


OLFR1077-PS1

7
6.5





3.5


OLFR1144-PS1








21


OLFR1167
19
17
19
20

14

20

5.5
21


OLFR1178







11


OLFR121









9


OLFR1261








23


OLFR1307




0


OLFR1314







21


OLFR1342
4


OLFR1346








9


OLFR144


2


7


3

8
5


OLFR1449



1


OLFR1458







7


OLFR22-PS1







6


OLFR295






20.5


14


OLFR332
18.5
16






17


OLFR363-PS
20






1


OLFR367-PS









8


OLFR418-PS1








0.5


OLFR467




9.5

6


OLFR597









16


OLFR702






22.5


OLFR74




9


14


OLFR827








23


OLFR849
20


OLFR855

12.5
13





3
14


OLFR866
8


OLFR883
8


OLFR902








23


OLFR904


13


OLFR907




23.5




20


OLFR913





17



15


OLFR920







2.5


OLFR934








14


23


OLFR967


10




13.5
5.5


OMA1
23
22.5
23.5


17





22.5


OPA3









5


OPALIN









1


OPCML





10.5


OPHN1








17


OPLAH









3


OPN3







22

20.5


OPTN







23


OR10H2

8






6


11


OR10S1








23


OR10X1








19


OR11H4








17


OR12D3

1.5
3
5

21


23

1.5


OR13C8


14.5



22




12.5


OR1L6







9


OR1N1








23


OR2A5








21


OR2B6








22


OR51D1











6.833


OR51Q1








8


OR51S1
20

23





1


OR52D1
8
9.5
11


10

7



10


OR52E6





16


22
16


OR52J3


10


OR56A5
3


OR5M3
4






7
3
4


OR6C65









6.5


OR7A17
3







23.5
4


OR8B8
1


OR9Q2
3







22


ORAI2








23


ORAI3







17

11


ORC3

18
21


17


20
16
20
20


ORC6








12


ORM1
3


9.5


ORMDL2







18


ORMDL3









12


OS9


11.5





9


OSBP2








21


OSBPL10








23


OSBPL11
2.5

4


OSBPL1A
20


OSBPL2





19


OSBPL3









8


OSBPL5









13.5


OSBPL6
6







18


OSBPL7










0


OSBPL8

23
0





0
22
0.5
0


OSBPL9





22


OSGEP






9


9


OSGIN1







3


OSGIN2









13.5


OSMR









15


OSR1

12
13




13


OSTALPHA








3
13

15


OSTM1








10
11
21


OTOP1









6


OTUB2

22
23.5





3
2


OTUD1








19


OTUD5










8


OTUD6B

23
23

3
1.5
3
22
22
1
0


OXA1L



0
1

0


OXCT1









11


OXD1



0





7


OXR1

10
11.5


OXSM


9




20


P1L1









11


P2RX4









18
1


P2RX5









10


P2RX6




15.5

16

14


P2RY1







13

10


P2RY14









1


P2RY2





15


P2RY4







7
7
22


P2RY6









13


P4HA1





2


7.5


P4HA2









12

13


P4HA3








2
4.5


P4HB



21





23


P4HTM








3


PA2G4
19



22


PACS1








9
12.5


PACS2




0


PACSIN2



5.5


4.5


PACSIN3
20


PAFAH1B3



17



16


PAFAH2




5


PAG1





11.5


PAH




1



0.5


PAICS



13
13
12


19


PAIP2B



20
19


PAK1IP1


12.5


PALLD




0.5


PALM





18.5





9


PALM3


19





19
13


PALMD
7
8



9


8
10


PAMR1





13



16


PANK1








22.5


PANK3





4



6


PANK4








17
18


PAPD4









12


PAPD7




9


PAPOLA

10
12.5


15

19


PAPPA








5


PAPSS1









11


PAPSS2







20.5

19

23.5


PAQR3
5.5






7.5

8.5


PAQR4








15


PAQR5








5.5


PAQR7








9


PAQR8








13


PAQR9











18


PARD3


9


12


8.5

9


PARD6G


22


PARK7


8.5


PARL










9


PARM1
8

8





19

8.5


PARP10








22


PARP11
4




6


4


PARP12





19

17


PARP16







10


PARP2









5.5


PARP3







1


PARP8







22


PARVB









17


PATZ1





19


11


PAX8







16


PAXIP1


19








21


PBLD







6


PBRM1


5








0


PBX1











10


PBX3

9.5


9.5

9
11

11


PCBD1





22


PCBP1







5.5

3


PCBP2





7


10.5


PCBP4








10.5


PCCA








14


PCCB

7





8
7


PCDH1








20


PCDH11X








22


PCDH12

2.5
3.5




4

11


PCDH18









4


PCDH7









6
22.5


PCDH9






20


PCDHB11








22


PCDHB6








23


PCDHB7







22

18.5


PCDHB8






7.5


PCGF2








20


PCGF5

21.5


PCIF1



1.5


PCK1








21


PCLO





5


PCMTD2


16.5




22


PCOLCE2









12


PCP4L1









20.5


PCSK1




21


PCSK4
14.5


PCSK6










1


PCSK7



21




1


PCYOX1





5.167


PCYOX1L








21


PCYT1A








21


PCYT2








13.5


PDCD2






8


PDCD4







23


PDCD6IP






23


PDCL


20.5


PDCL3








19


PDDC1








10


PDE1A




12


PDE1B








23


PDE2A







8
0


PDE3A








23


PDE3B







23


10


PDE4A










3.5


PDE4B


23




18
17
18


PDE4DIP








20


PDE5A








21


PDE6D









19


PDE6G


15


PDE7A








4


PDE7B









19


PDE8A
19


PDE8B


0.5


PDE9A
14.5


PDGFA








22


PDGFB

16.5


PDGFC


2


PDGFD





15

16
20.5
15


PDGFRA








3


PDGFRB

23









23


PDGFRL
23.5







23


PDHB







21


PDIA3









5


PDIA4

20.5





22
23


PDIA5





10


21.5


PDIA6



23


PDK2


11




11


PDK4










5.833


PDLIM1





11


PDLIM2








0


PDLIM3



21


PDP1







20


PDP2










7
15


PDPN










9


PDPR








21


PDS5A




7




13


PDS5B







22.5
23


PDXK





10


PDXK-PS








0


PDZD11










1.167


PDZD2








10.5


PDZK1








1


PDZRN3








10.5


PDZRN4








15


PEA15








7.5


PEAR1








18.5


10


PECAM1









6


PEG10







10


PEG3








23


PELI2




9.5


PELP1



10
7




5


PENK





13


PEPD








21


PEPLD





14.5


14.5
17

17


PER1








16
17


PER2

22
22








23


PER3




12


PES1








9


PET112




14


PEX1








22


PEX11A




9


PEX11B









7


PEX14

20
22



23


18.5


PEX16








21


PEX19


10.5



14.5


PEX3


6.5


PEX5







22


PEX7








21


PFDN2



18





16.5


PFDN5
0


PFKFB1







22


PFKFB2






15


PFKFB3








23


PFKFB4










2.167


PFKL


0


PFKM







0


PFKP







21


PFN4







21


PGAP1

19


PGD









6


PGF









7.5


PGLS


12


PGLYRP1


0.5


PGLYRP2







22


PGM1



0


PGM2L1







23.5


PGM3








7


PGM5








23.5


PGP








23


PGPEP1







14


PGR










0.5


PGRMC2








10


PHACTR4


10


PHB2

22
22


PHC3





10.5





21


PHF1








23


PHF15


11


PHF16











21


PHF17








20
19.5


PHF19










11.83


PHF6






22


PHIP








1.167


PHKA1







11

9.5


PHKA2








0.5


PHKG1


23


PHKG2



21


PHLDA1



21.5


PHLDA3








21


PHLDB1







7
6


PHLDB2










4.5


PHLPP1







14.5


16


PHLPP2








23


PHOSPHO2







14
17


PHOX2B
10
14
15


16

14
11.5
12
16
14


PHTF1
7







7.5


12


PHTF2








22


PHYH









17


PHYHIP





16


1


PHYHIPL








18
10


PI15


6


PI16








14


PI4K2A








22


PI4K2B

22
23




11
17


22


PI4KA


22


PIAS2





15.5

14.5


PICALM

22.5






23
0
0


PICK1











13.5


PID1




19


19
22


PIEZO1









11


PIEZO2


22







20


PIGA




7

6


PIGB



14
12

15



13


PIGC
10

6





9
16


PIGH







19.5


PIGL

5.5
9




6.5



11


PIGN




2



21


PIGO






3


PIGR









10.5

5


PIGS



16.5
17




1


PIGT







8


PIGU








3


PIGY









1


PIK3AP1

1
0


1.5

16


PIK3C2G









15


PIK3C3


6.5


PIK3CA









10.5


PIK3IP1







6


PIK3R1




21.5


23


PIK3R2










21


PIK3R3





2


19

23.5


PIK3R6








22


PILRA






22


PIM1


0




19



4


PIM3


22.5


PINK1








0


PION





5.167


PIP4K2A








19


PIP4K2B



21
23

21


18


PIP4K2C
0







22
0


PIP5K1B







2
23


PIPOX







5.5
20


PIR









2
22


PIRT








14


PISD-PS2







22


PITP








21.5


PITPNC1





20.5


22.5


PITPNM1







22.5
23.5


PITPNM2








22


PJA1











21


PKD1


1


PKD2L1





23


PKIA









23


PKLR





21


19
13


PKM


0.5






10


PKMYT1










1.833


PKN1




14




7


PKN2








15
13


PKNOX1








18


PKNOX2







23


PKP2







9
9


PLA1A







3


PLA2G12A



19.5


PLA2G12B








1.5


PLA2G15








23.5


PLA2G4D





18


15


PLA2G5








6


PLA2G7







9


PLA2R1









16


PLAC8


22.5





19.5
15


PLAGL1









5


PLAT



11


PLAU
9




11


PLAUR









2


PLBD1








22


PLBD2







18

12


PLCB1


23


PLCB4








9
9


PLCD3







9

11.5

10


PLCD4


22





22


23


PLCE1
8






0
23.5


PLCG1








21


PLCL1










7


PLCL2









11


PLD1











21


PLD2


20


PLD4









11


PLD6





0


22


PLEC
22







2


PLEKHA1









11


PLEKHA3
11



9



15


PLEKHA6








0.5


PLEKHA8








18.5


PLEKHF1









5


PLEKHG1









8


PLEKHG2









19


PLEKHG3
9

21




13


PLEKHG5

6






23


PLEKHG6


2


1




3


PLEKHH1









23


PLEKHH3
20


PLEKHN1







18.5


PLIN1







20


PLIN2







10


PLIN3








22.5


PLIN4









12


PLIN5





18.5


PLK3








21


PLLP


8


PLN





16




10.5


PLOD1



13.5







16


PLOD2









15


PLOD3









13


PLRG1







1


PLSCR1


13


PLSCR4



21
20


PLTP







20


PLX1










22


PLX2





2

0
2


23.5


PLX4







0


PLXDC1







6.5


PLXDC2
5
8.5
9




3
5


PLXNB1










7
0


PLXNB2

13.5
16

21


PLXNB3







9


PLXNC1








22


PLXND1








21.5

23


PM20D1







20


PM20D2







0
23


PMEPA1






0.5
21.5
22


PML




23



0
23
23


PMM1








10


PMP22










18


PMVK


21.5


PNISR





0.5
15



7


PNKD
11
13
13


12.5


14


PNKP
19






23


PNLDC1



13


PNMAL2







4


PNMT










23


PNP


21


PNPLA1





2



4
22


PNPLA2




22


PNPLA3







4


PNPLA6







15
22


PNPLA7






19


17


PNPO





19
19


PNPT1
12

12.5





20


PNRC1





23


PNRC2
6
7
6
8

10
9
7
6
6


PODN


7




9


PODXL







0
21


POF1B








20


POGLUT1








0


POLA2

7

9




4


POLE

18.5
19

22

21
19.5


POLDIP3







21


POLE3








19


POLE4






9.6667



9.667


POLG









16


POLI

0
23




9

18


POLK









3.5


POLR2A
6




4

6


POLR2B










2


POLR2E










2


POLR2M





14.5


POLR3G







21
12


POLR3GL




23.5


POLR3K



21


POM121





10.5


POMP



23


POMT1



0





21


POMT2




7




8


PON2
17


PON3







21


POP1








23


POP4





23



22


POPDC2






6
9.5


POPDC3










3.5


POR








1.5


PORCN





15

12
13


POT1





22


POU2AF1








5


POU3F3










4.5


POU5F2





19


POU6F1









11.5


PPA1

22



0


PPAP2A







21


PPAP2B








13.5


PPAP2C









19


PPAPDC2


19








20.5


PPAPDC3











20


PPARA





18


PPARD







8


PPARG

6

18.5
19

18
0


PPARGC1A







9.5
12


PPARGC1B

11
9




11
7
13
7


PPAT









1


PPDPF







22



5


PPEF1







19


PPFIA1


2
3.5




3

0
8


PPFIBP1








23
15


PPFIBP2



22


20


PPID



14


PPIF











4.5


PPIG



12


PPIL1








17


PPIL6







2


PPIP5K1
15
15







13


PPIP5K2
17
16
16
13
13
15
14

15
16
14
18


PPL

16.5
17


17

14
18
17
17
19


PPM1A









8


PPM1F








1
14


PPM1H







12


23


PPM1K
15.5


PPM1M








18
16


PPME1
21.5







6
15


PPOX









15


PPP1CB









9.5


PPP1R11
17

12

0
16

18.5


PPP1R12B









21.5


PPP1R14A







17


PPP1R14C









11


PPP1R15B







11

11


PPP1R16B








13


PPP1R18

8
10





6
11


PPP1R21





18


22


20


PPP1R27

8.5







11


PPP1R36

20





20


PPP1R3A

13


13
15

15
14
12

13


PPP1R3B


21



23
19
19
17


PPP1R3C


0


PPP1R3D









13.5


PPP1R7








22


PPP1R9A
7


11





9


PPP2CA


10


PPP2CB







12.5


PPP2R1A









9


PPP2R1B







22


PPP2R2B









23


PPP2R2D


23


19


PPP2R3A
2

19


PPP2R4





6.5



6.5


PPP2R5A

13

16
16
13



15


PPP2R5C







5


PPP2R5D










9
5


PPP3CA







12
22


PPP3CB







14


PPP4R1



22


PPP4R1L-PS










5.167


PPP6R3



21


PPPDE1





4


PPPDE2







2
2.5


PPT1
9


3.5




8


PPTC7
19.5


PPWD1











9


PQBP1



3
3



5
6


PQLC3







23.5


PRAF2
10

0





10.5
9
9


PRAMEF8









13


PRCC
20






1


PRCP



23



14.5


PRDM1





7


PRDM10





11


PRDM2





17



18


PRDM5



22


PRDM6







0
18


PRDX2





22


PRDX3








3


PRDX5







22
23


PRDX6


21.5








4.5


PREB









4.5


PRELP
0


4



23.5
1
0

1


PREP







21


6.5


PREPL


1


PREX1







22
22


PREX2

7


PRG4







22
0


PRHOXNB









12


PRIC285

23
23




22


PRICKLE3


14

9.5


21
1


14


PRIM1









5
21


PRKAA1










23.5


PRKAA2





11.83


PRKAB1
7.5
9
10


PRKACA







2


PRKACB








22


PRKAG3







7


PRKAR1A








16.5


PRKAR1B









13


PRKAR2A







9

15


PRKAR2B

22
0





2


0


PRKCA








1.5


PRKCB







22.5


PRKCD








21


PRKCDBP





21




5


PRKCE









6


PRKCG








8.5


PRKCH
21


PRKCI


23


PRKCQ

11
12





12.5

10


PRKCZ









10
6


PRKD1









13

14


PRKD2








23


PRKD3


21.5





22


PRKG1
8
7
8




7
7


10


PRKG2


6.833


PRL8A1







3


PRLR
23






8


PRM1







5
6


PRMT10







8


PRMT3








23


PRMT8









7


PRND

6


PRNP





0


PRODH
3

1

5
3

3

2
3
3


PRODH2







21


PROM1





19


PRORSD1









9


PROSAPIP1
20


21.5


21


PROSC







2.5
22


PROX1











23


PRPF19



8



12

10


PRPF38B







20
17

22.5


PRPF40A








21


PRPF40B
19.5

22




20.5
21


21


PRPS1



23


0


16


PRPS2







6.5


PRPSAP1
17






0


PRR13


21


PRR14






19




22.5


PRR15




1.167


PRR15L








21.5


PRR16








23.5


PRR5




4.5
0


PRRC1






17


PRRC2C








0


PRRG1








20


PRRG3



14


14



4.5


PRRG4











13


PRRXL1








19.5
17


PRSS23
20.5






23



22


PRSS37
18


23


PRSS8
10
12
11.5






12
12
11


PRT1





21


17
23
21.5


PRTN3




2


PRUNE







3.5
6
23


PRX








22
4
22.5


PSAP

7
8.5


PSAT1









13


PSD3










7.833


PSEN1








19


PSEN2









7


PSG19







11


PSIP1










21


PSMA1
8






11


PSMA6










22.5


PSMA7











10


PSMB3


0.5








21.5


PSMB4
20.5
22
23


0

23

21
23
22


PSMB5



0


0
22
22


PSMB6








16.5


PSMB7








13


PSMB9








23


23


PSMC2




22.5


23


PSMC3







20


PSMC4






18


PSMC6







1


PSMD1








22


PSMD12






9


PSMD13
11


PSMD14





10


15
8


PSMD2








22


PSMD4








23
22


PSMD5








4


PSMD6


17




20
15.5
14


PSMD7








0
0


PSME1







21


PSME2







22
22


PSME4







5
4


7


PSMF1









5


PSTK







2.5


3


PSTPIP2








22
20


PTBP1








3


PTBP2





20

12.5
17


PTCH1


23.5





16


23


PTDSS2







21.5

0


PTER











7.5


PTGDR2







22


PTGDS







22

12


PTGER3









12


PTGER4








23


PTGES




1
10


PTGES3



21


21


PTGFR








5


PTGFRN







20


PTGIS








20
5.5


PTGR1







16
21


PTGS1







21


PTK2









13


PTK6
18




18


PTK7











10


PTOV1


23


19


0.5


PTP4A2








6


PTP4A3


21








0.5


PTPLAD1




0



22


PTPLB
21






22
21


PTPN11
9








11.5


PTPN13


21.5





4


PTPN14
4.5

9


PTPN22


11
11



10.5

12


PTPN3


6


PTPN4



19


19.5


17


PTPN6









7


PTPN9




8


12
19


PTPRB

23
22.5


23



23
22
23


PTPRD







10


PTPRE











6.167


PTPRF


22.5







23.5
21.5


PTPRG

0
0





22


PTPRJ


15






14


PTPRK









10


PTPRM





12
8


11


PTPRS


7








11


PTPRT
4.5





9

23


PTPRU


23


PTPRZ1



9




1


PTRF








22.5


PTRH2










1


PTTG1


6


23


3


PTTG1IP








11.5


PUF60









8


PUS7
14
13.5


16
13
18


13


PUSL1


12.5




14
13
10


PVRL1

2
1


23

23.5

0
1
1.5


PVRL2










6


PWP1








1


PXDC1










23


PXDN








0


PXK







8


PXMP2





16


21
13

16


PXMP4
15







12.5


PYCRL
15.5






23


PYGM
2.5
6
6
6
5
3
4
3


PYGO1










5


PYROXD1








9


QARS







1


QDPR


15


14



15


QKI




4


QPCTL









11.5


QPRT







5.5


QRSL1







2

14


QSOX1
5
3
6







1


QSOX2







3


QTRT1


7





23


10


R3HCC1





15


RAB11FIP3


21
12





22


RAB14


21


RAB15






12

20


RAB17







7


6.833


RAB20









14.5


RAB21







3


RAB22A







1


RAB27B









2


RAB30


22.5




22


RAB31








19


RAB32






7


RAB33A
18.5


RAB34








15.5


RAB35






21
22


RAB39A
23






3



23.5


RAB3A







22


RAB3B








3


RAB3C






0.5

22


RAB3GAP2







6.5


RAB3IP








0


RAB40B


21
22
20



23
17


RAB43











7


RAB4A











8


RAB6A








0


RAB6B







11
22


RAB7A
21.5
15

22



6


RAB7L1

16


18




16


RABAC1





0





22


RABEP1





0



4
0


RABGAP1








12


RABGEF1



20




21


RABGGTA







1
0


RABGGTB








4


RABL2A







14


RABL3











21


RABL5










22


RAC3


9


RACGAP1


9





15


14


RAD18








23


RAD21









10


RAD23B

13





13
18


12.5


RAD50







22.5


RAD51C







19


RAD51D







20
21


RAD9A








14


RAD9B
0






2


RADIL



21
21.5


RAE1


7


RAF1









12.5


RAI1




2


RAI14






19


RALA








14


RALB








22


RALBP1









6.5


RALGAPA2

9





11.5
7
10


RALGAPB








6


RALGPS1








0


RALGPS2







23
22.5
15


RAMP1








16


RAMP2








7


RANBP10







5.5


RANBP17







4
9


RANBP3L







4


RANGAP1








23


RAP1A

23
0




20
23.5


23.5


RAP1B







3
1


RAP1GAP




4


21


RAP2A







23


RAP2C









13

14


RAPGEF1








19


RAPGEF3







7


RAPH1









16.5


RARA

12
12
10.5
9
12

12

11
11


RARB

7.5


RARG



2


RARRES2




9


RASA2







1

4


RASAL2



22




12


RASD1



21


RASD2





1


RASGEF1B






18


RASGRP1







11

8.5


RASGRP3








0


RASGRP4




23


RASIP1








4


RASL10B








10


RASL11A








12


RASL11B









12.5


RASL12


21


15



14.5


RASL2-9


12

19



10.5


RASSF3








13.5


RAVER2










1


RBBP5









13


RBBP9









16


RBCK1

7



10

9.5


RBFA







12
23


RBFOX1








21


RBFOX3







10

11


RBL1



23


5.5


RBL2







10


RBM12B







5.5


RBM22
19


RBM25








4


RBM27



8.5




2


RBM28








12.5


RBM33








12


RBM38

3
23.5


2.5


17

0.5
0


RBM39








2


RBM41



20


RBM42
10







18


RBM45









9


RBM47





18.5

21


RBM4B








17


RBMS1









19


RBMS2









5


RBMX
3



2
8
4


RBP1









12


RBP4







8


RBP7










23


RBPJL

7
6




7

7.5


RBPMS







6


RC3H1



2
0


RCAN1


23








19


RCAN2







22

4


RCAN3









0


RCBTB2







21
18


RCC1


0.5




0
1


0


RCE1








21.5


RCL1




4


21


RCN2



23




14


RCOR1
21
23
0




21
2

22.5


RCOR3








23.5


23


RDH10







23


RDH11








20.5
6


RDH13

22



0



23


RDH5


10





20


12


RDH9




22.5


23



6


RDX
21


RECK



5

1


22.5
22

2


RECQL



5.5




21
10.5


REEP1







19.5


REEP4

6









7


REEP5
22.5




23.5

0

1.5
0


REEP6










7


REL


2







23


RELA




20


RELL1



2.5


RELT











20.5


RENBP








2
10.5


REPIN1








23


REPS1
15








16


RERE
0

23.5



5


RERG
22

23.5


2

1

3


RET







23


RETN


16.5





12


RETNLB









15


RETSAT


7





17


REV1

22


REXO4
8
9


RF




7.5


18


RFC3








11.5


RFC4
8
9
9





7


11


RFESD







0
6

8


RFFL








13


RFK


9.5


RFTN1






7


RFTN2







20
20


RFX3







12.5


RFX4
22

2





2


RFX5



19





14


RFXANK



22.5




14


RG2


19


RGCC








14


RGL1










9.5


RGL3


6


RGMA







19


RGNEF







0
22


RGS12







23
22


RGS16







1


RGS19
3










23.5


RGS2











9


RGS4

6
5


RGS7







20
21


RGS7BP








20
15


RGS9



21.5






1


RHBDD2





16





20.5


RHBDD3


0


RHBDF1






17


15


RHBDF2


2
21


RHBDL3





21


RHOA









12

12


RHOB


0.5





19


21


RHOBTB1





1.5


RHOBTB2







20.5


RHOBTB3

6





6


RHOC
16.5


RHOD





1.5



8


RHOJ







22



0


RHOQ



9
8


RHOU
21








8


RIC8A





18

21
22


RIC8B





13


13
10


RICTOR




4
2.5




3
5


RILP









11.5


RILPL1


22
14






0.5


RIN2









8


RIN3









8.5


RING1


7


RINT1





4




5


RIOK2









16.5


RIPK1
7




0.5


RIPK2

12


12
13



9

12


RIPK3








16


RIPK4







20



20


RIPPLY1




19


RMI1







7


RMND1


15


19.5

20

3.5


RMND5B



13


RND1

18
20
20
19.5
20
22
19

18


RND2
18


RND3


0





20

23


RNF11









9


RNF114









13


RNF115


4


RNF122









6


RNF125
8






13
11
8


RNF135


7.5


RNF14








2


RNF141







11


RNF144A







21


RNF144B






6


RNF145


7.167


RNF146

0
1







0


RNF149








19


RNF150








21


RNF152





21


RNF167








20


RNF168


21
21



20
23


RNF169









17


RNF181

0
0


RNF183







12


RNF19B






5


RNF2
19






23


RNF207









6

7.5


RNF208




3
22


2

23


RNF213





11

6
4


RNF214









7


RNF215







16

17

20


RNF220







19
18.5
18


RNF24









3


RNF32
17







16
13


RNF34





0


RNF39







20


RNF4

6


RNF40









17


RNF43


9.5


20


RNF8







8


RNFT1





13

11.5

13
15


RNFT2
22


RNGTT
21
20.5





22.5
22.5
20


RNH1





16


23


RNPEP







21.5


ROBO1










11.5


ROBO4







1
22


ROGDI



19
19


ROMO1








21.5

4.5
22


ROPN1L







12


ROR1








22


RORA








23


RORC







13
23


RP24-221A14.2
23
0
0
2
1.5
23

23
23.5
23

23


RP9







23


RPA1

0
0








23


RPAIN
21










10


RPE
6

7





7.5


RPF1





16.5



13


RPGR







11


RPH3AL
21






21


RPL15-PS1


22





15


RPL23








9.5
12

9


RPL24









11


RPL7L1









16


RPLP1
6






6.5


RPN1









11


RPN2







10.5


RPP21







17


RPP25


3.5





23


1


RPP25L





6.5


RPP30




22.5


RPP38
10


RPRD1A








1.5


RPRD1B







19


RPS11








22.5


RPS14




20.5


21


RPS15A


8.5


RPS19
23
1



2.5

2

1


RPS3








18


RPS6KA1


23


RPS6KA3








23


RPS6KA4







21.5


RPS6KB2








12.5


RPS6KC1








22


RQCD1









17


RRAGC









14


RRAGD

7


RRAS








18


RRAS2





22.5


RRBP1





16


RREB1



22







8


RRM2
10.5
10.5





6

14

14.5


RRP12







5.5


RRP1B


1





1


RRP8








20
10


RRP9

15

21


20


12


RS





2


4.5


RS2
7








4


RSAD1










23
6.5


RSAD2

15


3


RSBN1



1



23


RSBN1L











13.5


RSE_MRP











7


RSE4









13


RSEH2B








21.5


RSEP_NUC








5


RSPO3
19


RSPRY1
18.5


23

19

21


RTDR1



5.5
18


RTEL1






22.5
19
21.5


RTKN









11


RTN4IP1
19





21
23
1.5


RTP1




14


RTP3
15


RTTN



0


RUFY2







8
18
11


RUFY3








12


RUFY4








7


RUNDC3B
20


RUNX1







23.5
6


RUNX1T1







21.5


RUSC2

19
18



20


0
0
20.5


RUVBL1







1


RWDD1











8.5


RWDD3








16.5


RWDD4







10.5


RXFP4










1


RXRA







10


RXRB
4


RXRG








22


RYK



19.5


20
21


RYR3



20


19


S100A1








22


S100A10







0


S100A16








19.5


S100A4











0.167


S100A9







3


S100B







8


S100G


5


S1PR1








19


S1PR3







15.5


S1PR4



19


19


S1PR5







17
19


SACS







17
18


SAE1



20.5


21
21


SAFB2
5.5

20



21
18.5

18


SAMD12





13

13
11


17


SAMD4A






17

15


SAMD5







5.5

8


SAMD8











17


SAMD9L





3


SAMM50









7


SAP30L








1


SAR1A







6
2
11.5


SAR1B





4

23


SARS









10


SASH1

5


SAT1



18.5
17


SBDS





6


SBF1











9


SBF2










2


SBK1










3.5


SBNO2








8


SC5DL








0


SCAF1








12


SCAF11








0


SCAMP1


3.5




3


SCAMP2








21.5


SCAMP3







0


SCAP








23.5


SCAPER


9


SCARB1
22

22








22


SCARB2

18.5





18.5


SCD
6






11.5


SCD2

2
3





23


SCD3


6.5


SCD4
0.5
23
23


21

22
0


SCEL


5.833


SCFD1





14

2
22


SCGB1A1
4


SCGN
16





6

23


22.5


SCIN







2.5


SCLT1









6


SCLY









4.5


SCN1B




6


SCN2A
15
16.5
18







18
16.5


SCN2B








23


SCN3A









8


SCN3B

7







10


SCN7A



21


SCNM1-PS






12


11


SCNN1A







3.5


SCNN1B
9
8







8.5


SCO1







20.5


SCP2







10


23


SCPEP1











22


SCRN1

8






2


SCRN3


15
8
9.5
15

12
13.5
9

20


SCTR
8
9





13.5


0.5


SCXA


4.5


18.5


SCYL1








20


SDC1







22


SDC2

23
1



4

11


SDC4







3.5


SDCCAG8




19



9


SDF2







22.5
3.5


SDF2L1








21


SDHAF1
9

22








22


SDHD
8.5







23.5


12.5


SDK2









3.5


SDPR








4


SDR16C5







9.5


SDR42E1







1


SDR9C7










1.167


SEC13







21
3


SEC14L1








22


SEC14L2







10


SEC14L4








23.5


SEC14L5


10.5




12
11


SEC16B








4


SEC22B








9.5


SEC23A






9


10


SEC23B







6.5
9


SEC24A


9.5


SEC24B








23


SEC24C








23.5


SEC31A







23
0


SEC61A1








21


SEC62


10.5


SEC63







22.5


SECISBP2L











14


SECTM1




23

0

20


SEL1L







23


21


SEL1L3








20


SELE








12


SELENBP1

5.5
7




22
22


2


SELENBP1







1
22


SELL

7







9


SELM



10
9


9


SELO








3
19


SELRC1







10

8


SEMA3B







19.5


SEMA3G








8


SEMA4A








13


SEMA4B








13


SEMA4C





12


SEMA4D







21
22


SEMA5A







12

13


SEMA6A








9


SEMA6B
18






19.5


SEMA6D







20

9.5


SEMA7A






11


SENP2








13


SENP3









16


SENP6




6


SEPHS2









19


SEPSECS









8


SEPW1






4



6.167


SERAC1







0

0


SERBP1









13


SERF1B







9
4.5


11


SERINC2




8


SERINC3








6


SERINC5

4
3.5

3




3


SERP1








2
6.5


SERPI3B








8


SERPI3C




19.5



19.5
16


SERPI3F
9
10.5
11
11
11
10.5
10
10
10
10
10
11


SERPI3M








23
2


SERPI5


10




10
2


SERPI6









16


SERPI7









8.5


SERPINB1


22


SERPINB12
1
0
23




23
22
23
0
23


SERPINB6B








21


SERPINB9



6


SERPINE1
1



22


SERPINE2








15


SERPINF1







1


SERPINF2


19


SERPINH1




12



13


SERPINI1









13

10


SERTAD2




5


SERTAD4

22



21


SESN1








21


SESN2








21


SESN3


22


SET







8

6


SETD1B







4

2


SETD7








22


SETD8







0


SEZ6
18


SF1











4.167


SF3A2


10




21

4


SF3B1









18


SF3B3





6


SFN

6.5
8





9


SFPQ









5.5


SFRP4



0
23


SFRP5
13
14



15

12.5
14
14
12
16


SFSWAP





0


5


SFT2D2








1


SFTPB


14


SFXN1







10.5


SFXN5








23
0
1.5


SGCD








22


SGCE








19
5.5
18.5


SGK1










1


SGK110









13
5


SGK196








18
14


SGK2









18.5


SGK3







23.5
23.5

22


SGMS1



21
20


6.5


SGMS2








9


SGOL2

13





11


SGPL1



5


SGPP1








11.5


SGPP2






11


SGSH








23


SGSM3








0


SGTA









14


SGTB

19
19





21
14
4


SH2B2





16


SH2B3







7


SH2D3C








20


SH2D4A


22


SH3BGRL2





17



18


SH3BGRL3








18


SH3BP5
19


SH3D19


12


11



9.5
10
10.5


SH3D21







20

4


SH3GL2








16


SH3KBP1







11.5

15


SH3PXD2A








23


SH3PXD2B
19


SH3RF2






6


SH3TC2







23


SHANK2

23
23





0
22.5

23


SHANK3

17
20







21


SHARPIN

13



12



11


SHB








2

23


SHC3








23.5


SHC4








18.5


SHCBP1





20

19


SHISA2











20


SHISA4





5.5


SHISA6









22


SHKBP1







2.5
21


SHMT1









2


SHMT2




13


SHOC2










22.5


SHPRH



20



14.5

5

7


SHROOM2





23


21
9


SI3









3


SIDT1








23


SIDT2




8


SIGIRR









14


SIGLEC1









13


SIGLEC10








21.5


SIGMAR1







8


SIK1


9.5




8


SIK2








22.5


SIKE1








3


SIL1








22


SIPA1









9.5


SIPA1L1



21





1


SIPA1L2
5.5
9
10


SIPA1L3








3


SIRPA









17


SIRT1









13


SIRT3










23


SIRT4
6


SIX1








5


SIX4









16


SKA2








11
15


SKI







2


SKIL







0

0


SKIV2L










7


SKIV2L2





22





7


SKP2
14


21


SLAIN2


20.5





1.5


SLC10A2



14
13.5




13
11


SLC10A5








21.5


SLC10A6









12.5


SLC11A2









9


SLC12A2







6
1


SLC12A4









22


SLC12A7











11.5


SLC12A9
21


SLC13A1






22
20


1


SLC13A2







22

5.5


SLC13A3



9.5
11


SLC13A4



7


5


SLC15A1









17


SLC15A3




11


SLC15A4








3
3.5


SLC16A1









5


SLC16A10
8




11.5


SLC16A11


5.167

7

8


SLC16A12











15


SLC16A13


6.5





6


SLC16A14








14


SLC16A2




19


SLC16A4





16



14


SLC16A5



20


SLC16A6




7.5


SLC16A7








0


SLC16A9







23


SLC17A3









2


SLC17A4

4


SLC17A5


23


SLC17A8
3


SLC17A9









21


SLC18B1

5


SLC19A1








0
6


SLC19A2
6


SLC19A3
0


SLC1A1
6





7
13


SLC1A2

23
23.5


5


19


23.5


SLC1A3



21.5
21






22


SLC1A4
11.5
12.5
12

13
12

13

11
10


SLC1A5
17
5.5
19


18

18
19.5
17
19
19


SLC20A1








23

2


SLC20A2


8


SLC22A10











13


SLC22A15








22


SLC22A17






20
7
3


SLC22A2



6


SLC22A22
21






22


SLC22A23






14


SLC22A3







19

13.5


SLC22A4


12





23


SLC22A5








12
14.5
8.5


SLC22A6








23


SLC22A8

21

18

23.5
20.5
17

19


SLC23A1








22.5


SLC23A2









17


SLC24A3









13


SLC24A4








12
5.5


SLC24A6








4.5


SLC25A1





1.5


SLC25A10

22
0


1

0

1
2
2


SLC25A11
18.5




18.5
18.5


SLC25A15










7.167


SLC25A16


9




12
19.5


SLC25A18







5


SLC25A19







21


SLC25A20







13


SLC25A21
7




8

9
10
6.5
7


SLC25A22









11


SLC25A25







21


SLC25A26







6
23.5
23


SLC25A27
7
7









8


SLC25A28









18


SLC25A30









12


SLC25A32




8


SLC25A33
10


SLC25A34








23


SLC25A35









3


SLC25A36


9


SLC25A37







8


SLC25A38







21
23.5


23


SLC25A39







11


SLC25A40


20


SLC25A42
10
10






7.5
11
1
10


SLC25A44
20


SLC25A46









23


SLC25A47










7.833


SLC26A1


23.5





1
2

3


SLC26A10








21.5


SLC26A11








12.5


SLC26A2








11


SLC26A4









17


SLC26A6









8.5


SLC26A9








23
1


SLC27A1








23


SLC27A2








22.5


SLC27A6








22.5


SLC28A1





21


SLC28A2







7


SLC29A1







11

12


SLC29A3

10
11





8


12


SLC2A1









5


SLC2A12





15


SLC2A13








21


SLC2A2








23


SLC2A3








22


SLC2A5
10
11
11.5

11
10

11
11

9
13


SLC2A8
9.5
9.5
11





6


SLC2A9








22


SLC30A1








23


SLC30A10








21


SLC30A2







12

12


SLC30A6








23.5


SLC31A1
20






21


SLC31A2








3


SLC33A1







18
18.5


SLC34A2









11


SLC35A1







0
0.5


22


SLC35A5








23.5


SLC35B1








23


SLC35B2





12


SLC35B4

9
8


SLC35C1

2.5






2


SLC35C2





0



5


SLC35D1



12




21


SLC35D2









19


SLC35E1










1.5


SLC35E2B









2


SLC35F3


0


SLC35F5
21
2
23








1.5


SLC35G1









0


SLC36A1
22


SLC36A2







22

3


SLC37A1







23


SLC37A2


3


3

3


3


SLC37A4


1


2

2


2.5


SLC38A1


23.5


4



2


SLC38A2







14
15.5


SLC38A3





6



4


SLC38A4








2
4


SLC38A6
4

1


3.5

6


3.5


SLC38A7









1


SLC38A9

18




20.5


15


SLC39A10







23


SLC39A11








22


SLC39A14





16.5


9
12


SLC39A2



22




11


SLC39A4







12


SLC39A8



21.5


22


SLC39A9










5.833


SLC3A2









17


SLC40A1

8
9.5

15
16

17
5.5
14

13


SLC41A1
21.5


SLC41A2







21.5
20


SLC41A3
2


SLC43A1


9






10


SLC43A2








0.5


SLC43A3








7


SLC44A1







23.5


SLC44A2







22.5


SLC44A3








19


SLC44A4







5.5
23


SLC44A5







17


SLC45A1


11


SLC45A3








0


SLC46A3


8






8


SLC47A1


8


SLC4A11








22


SLC4A2








1


SLC4A4

13






21


SLC4A7







12


SLC4A8








22


SLC50A1


7.5


SLC52A2








4


SLC5A12







2


SLC5A3
0
0
2


23

0
2
0
0
2


SLC5A6


9.5


SLC5A8



12.5

4



2.5


SLC6A13
0



2.5


21
0.5
22


SLC6A14
11






15
19
14.5


SLC6A15







17


SLC6A17







14.5


SLC6A18







23
13


SLC6A19








20


21


SLC6A20




5


10
2


SLC6A4


20





21
5.5
23
23


SLC6A6


21


SLC6A8








22


SLC6A9







22


SLC7A10





19



15


SLC7A11








21


SLC7A2









10


SLC7A5



22


SLC7A6
23
2
2.5


6

23
23


22


SLC7A8


10





19.5


SLC7A9








22


SLC8A1








21


SLC9A1
22
0
1

2
0

22
23
23
1
23.5


SLC9A2







23


SLC9A3


12





9


10


SLC9A3R1





18

20

16
3.167


SLC9A3R2


11.5


SLC9A9


23.5


2



2
1.5


SLCO1A6
8.5










10


SLCO1B3








21.5


SLCO2A1











11.5


SLCO2B1







23.5



23


SLCO3A1
14








13


SLCO5A1







13


SLFN1









14.5


SLFN13


3




21
22


SLFN5











21


SLIT1
23






20.5

22


SLIT2


20


SLIT3







5
7


SLMAP







2


SLMO2









6


SLN
2
1
2
23.5
0
0
23.5



1


SLPI








1


SLTM





11


SLU7









12


SMAD1
11


SMAD3







0.5


SMAD6
2
2
2



15.5
0
23
10


SMAD9









13


SMAGP







21.5
22


SMAP1
21.5







19


SMAP2







18


SMARCA2
7.5






9



10.5


SMARCA4









17


SMARCAD1










4.5


SMARCAL1




20.5


SMARCB1


21
23

1


SMARCC1







23

2


SMARCC2







22
22.5


SMARCD1





0.5


SMARCD2

13





3
23


SMARCD3









11


SMC5








6


SMCHD1

6
5
10

10
10
6
4


SMCP









5


SMCR7

12.5
15




17


SMCR8
12

9


SMG1





18


SMG5









11


SMO

15


SMOC1

18


SMOK2A










23


SMPD1








18.5


SMPD2

6
6.5

4.5


SMPD3
9.5










11


SMPD4







10.5


SMPDL3A



21


SMPDL3B







9


SMT3H2-PS2










6


SMTN




8


23
21.5


SMTNL2

6.5
8



7.5



8.5


SMURF2







16


SMYD1






21
18


SMYD2


14





12


SMYD5


17
19





14.5


SNCA
20






21


SNCG







23


SND1








12
9


SNF8


8


SNHG11
21




5.5

21
22


SNORA21






6

21.5


SNORA22







22
23


SNORA23




21


SNORA32








0


SNORA38
5.5






20.5


SNORA42





21


13
9

9


SNORA54





14

4.5


SNORA55

3.5
4


SNORA61









2


SNORA70
20


SNORA71







12
14


SNORA72






4.5


SNORA73







21


SNORA74A


6


SNORA7A








21.5


SNORA9











13


SNORD104





16



13

16


SNORD113


6.5




23


SNORD15A







23
21


SNORD35B








13


SNRK


23


SNRNP200









7.5


SNRNP27







17


0


SNRNP40







11


SNRNP48









3


SNRNP70








12


SNRPB









7


SNRPB2









11


SNRPD2





16

17
18
15


SNRPD3









15.5


SNRPG







12.5
12


SNTA1





6



9


SNTB1
6.5


SNTB2







1


SNTG2





23.5

0.5

1


SNUPN



21


21

1
20
1


SNW1
11


SNX12











9


SNX14


0


SNX16










12


SNX17









12


SNX18







21
21


SNX21
10








14


SNX22





20


SNX27






0


SNX29







5.5


SNX3





21


22


SNX30






0

0


SNX31







16


SNX32







23


SNX33








23


SNX6







0


SNX7





9





5


SNX8








2.5


SOAT1










8.5


SOBP
17


SOCS2








6


SOCS7







22.5


SOD1









9


SOD2

5
6


SOGA1


6.833


SOGA3
8
8







11

11


SORBS1








19


SORBS2



0


SORBS3





10


SORCS2




21


19


SORCS3











5.167


SORD










6.5


SORL1







17


SORT1





13




15


SOS2
8
6






12


SOSTDC1




22.5



0.5
19


SOWAHB







0


SOX12











0


SOX17







0

14


SOX18







16.5



22


SOX4




4.5




5
2.5


SOX6







12
5.5

22.5


SOX7







8


SOX9











22


SP1









5.5


SP100









18


SP23
23.5
22
22
19

22

23
22
22

23


SP25

17







14


SP3








22


SP4







2

7


SP47

21.5
22

1


21.5
23


SP91

7.5
8


SPA17








9


SPAG1


8.5


SPAG6


13




3
8


SPAM1

8





9


SPARC


23





2


SPATA13

7
8


8


SPATA17







19


SPATA22








22


SPATA24


6


SPATA5







6.5


SPATS2





12

11.5
14
13


SPC24





2.5

23
23.5


SPC3


22.5
21







2


SPCS2









12


SPCS3








20


SPECC1



11


SPEF2




20


SPEN









4


SPG20




6


SPG21

0






9


SPHK1






6


SPHK2



23


SPIB





9


SPIC
15




14.5
16


SPICE1





15



14.5


SPINK5
23






1

1.5


SPINT1








22


SPIRE1








22


SPN







4


SPNS2







21


SPOCK2







0


SPON1







15
15
10


SPON2







8
23


SPOP



10
8.5
13

13

12


SPP1







21


SPPL2A






9

20


SPPL2B



20


17


SPPL3


3


SPRED1




1


SPRED2







15


SPRR1A







21


SPRR2A3

8







8

8.5


SPRY1
21

6


3

21


SPRY2







3


SPRYD3





7

1


14


SPRYD4







9.5


SPRYD7






22.5


5.5


SPSB1







11
21.5


SPSB3
6


SPSB4





0
1
23.5


3
0


SPTA1










22


SPTAN1










20.5


SPTB
7
9





8

7


SPTLC1








23


SPTLC2







5.5
3


SPTSSB










21


SQLE









4


SQSTM1


10


SRBD1



9


SRD5A1





13


0


SRD5A2








23.5


SREBF1









4


SREBF2







6


SREK1









2

23.5


SREK1IP1









2


SRF








23


SRGAP1




21



19

0


SRGAP2







7


6.5


SRGAP3


23






1


SRGN







22

7.5


SRM











1.5


SRMS









5.5


SRP72
11

9




12


SRPK1









3.5


SRPK2







1


SRR







9


SRRD









5


SRRM1









5.5


SRRM2










23


SRRT










5.5


SRSF1

4


SRSF10
16

15


16.5

17

15


SRSF2







8.5


SRSF3






4


SRSF6







10


SRXN1








2


SS18

14







12.5


SS18L1




11.5



23
13.5


SS18L2

17
18


SSBP2
18





0
19


SSBP3






20
20.5
17


SSBP4







21
20.5


SSFA2








18


SSPN

9
10


SSR1





13

13
11.5


SSR4





11.5
1
21


2


SSX2IP





13


ST13









5


ST3GAL1








5.5


ST3GAL3








13


ST3GAL4










9


ST3GAL5




21


ST3GAL6





21



23


ST5







1


ST6GAL1
22

23





22.5


23


ST6GALC2











22


ST6GALC3








19.5


ST6GALC5








10


ST6GALC6









11.5


ST7







12

7.5


ST7L








23


23.5


ST8SIA1








23.5


STAB1










6.167


STAG1






12


STAM
10
9.5
11


10




9


STAM2



22


STAMBP







6


STAP1









15


STAR







0


STARD13







11

5


STARD3NL
14

13
20.5


17


13


STARD4


6


STARD5







17


STAT2











9


STAT3










12


STAT4







22
21


STAT5A






7


STAT5B

23








22
22


STBD1








23


1.5


STC1







9


STC2






4.5


2


STEAP2











11


STEAP3








16

12


STEAP4








6

5


STIM2







23.5


STIP1










8


STK10
20.5


STK11





10.5


STK16








1


STK17B









7


STK24








21


STK25
20


STK32A








1


STK32B


12



3.5

23


STK32C









6.5


STK35





10

22


STK36








23


STK38









7


STK39










21


STK4









7


STK40








19


STMN2









22


STOM




7




7.5


STON2







12


STOX2








1


STRA13




21.5


10
22.5


STRAP





13

14

11.5
11
9


STRBP



17

18.5
16.5


STRN







4


STRN4








20


STT3A








17


STT3B







6.5



9


STX11






23
17
21
17


STX16










23


STX17







23


STX18






23
3.5
2.5


STX1B









11


STX2








5.5


STX3







6


STX4








6.5


STX5










23


STX7





20


STXBP1


22


STXBP2







16.5


0


STXBP4










4.833


STXBP5L








20.5

9.5


STXBP6









7


SUCNR1









0


SUDS3


22.5
3.5


SUFU










0
1


SUGP1
5







5


9


SULF1








22


SULF2







0


SULT1A3





10


SULT1C2
23
1









21


SUMF2








3


SUMO3









5


SUN2

7
9
11.5







12


SUOX

9
9








11


SUPT16H








9


SUPT4H1








22


SUPT7L


10


SUSD1
21
4


3


6
4


SUSD3
21


22


22.5
21
23
18


SUSD4









14


SUV420H1


20


SVEP1


1





23
16


SVIL







22


23


SVS6







23

21


SWSAP1









3


SYAP1







21


SYDE2


7


SYK





10


SYN2








23


SYNC









14


SYNE2








3


SYNJ2








21.5


SYNM




10




8.5


SYNRG





18


13


SYPL1




9


SYPL2







0


SYS1

3.5
23


SYT1








2


SYT11


3.5




23


SYT12

22

22
21
23
22
22.5
23
22
0


SYT14








17


SYT15










11


SYT17









7


SYT2


23.5




21
22


SYT3


1




23
1

2


SYTL2







23


SYTL5





12

7
5


SYVN1




5.5


SZT2







20


T10



7.5


T6








15


T8






5.5


T8L
18
21
21
20



18.5
5.5


20


TAAR7F
22


TAB2



6







2.833


TAB3




12


TACC1







20


TACC2





17

9


TACO1
20
22



8


TACR1









15


TADA2B
22


TADA3




6




1.5


TAF1
13








4.5


TAF11



15
13



5
9

21


TAF15


8





6.5


TAF1B


4.5




22


TAF2







21


TAF4








11


TAF4B










7


TAF6








1


TAF6L





18


TAF9B







18.5


TAGAP







21


TAGLN





17

11
23


TAGLN2






20


TAMM41







1.5


TANC2

13.5
12.5


TANK








4


TAOK2





19


TAOK3

15
16


18

15.5

14

15


TAP1








12.5


TAPBPL








0


TAPT1






17


TARBP1






3


TARDBP
20

8







22


TARS








21


TARS2



10.5


9

22


TAS2R14








22


TAS2R143








5.5
15.5


TAS2R4
20






20.5


TASP1









5.5


TATDN1









5


TATDN2


4

10


TATDN3
7.5


TBC1D1

7
9




5.5
5


TBC1D10A







19
17


TBC1D10C


5.5


TBC1D13








23.5


TBC1D14




12


TBC1D15


22


0


TBC1D16


9


TBC1D17







22


TBC1D20

8.5







9


TBC1D22A


20


17



17


TBC1D22B







3.5


TBC1D24


22


3


TBC1D25








20.5


TBC1D2B







11


TBC1D4


8

4


TBC1D5





18.5

14


TBC1D7








1.5


TBC1D8








1


TBC1D8B








16


TBC1D9

7.5
8.5


TBCD










3


TBCE



21



22.5


TBCEL
19


TBCK








1
22


TBL1X







11
22


TBL2



21




12


TBL3









22


TBRG4








21


TBX10







22
21.5


TBX5






15

21


TBXAS1




21




17


TCAP







6
2


TCEAL1







22


TCEAL8







5.5


TCEB1







10
5


TCEB2








21


TCF19
19







21.5


TCF20









22.5


TCF25








21


TCF4







1


TCF7L2


18.5


TCHHL1






11


TCIRG1








17


TCN2



1


TCOF1







9


TCP1








14


TCP11L2







22


TCTA









11


TCTEX1D2








1


TCTEX1D4


21.5


TCTN2








4


TDO2

1






0


TDRD3







5
23


TDRD5










23


TDRD6







1


TDRKH



8.5


TEAD1


16


16


1


TEAD4









12


TECPR1



19


5.5


17


TECPR2


18




21


TECR





10





11.5


TEF


6


TEK









12

12


TEKT5


21


TENC1




19


TERF1








23


TERF2IP






5

3


TES








5.5
14


TESK2








22


TET2







23


TET3









19


TEX11










2


TEX12



22



21


TEX2

21


TEX261








0


TEX264


7


TEX9


10.5


19


TFAP2B







21


TFB1M








22


TFCP2





20





19


TFCP2L1







10


TFDP2







0

5.5


TFE3

13.5







10


TFEB







17


TFEC







12

7


TFPI



6


TFPI2
10
11
11
10
12
11
10
10
11

9
10.5


TFPT








23.5


TFR2





7


TFRC








16.5


TG
21


TGFA








23


TGFB3






4


15


TGFBI
1
22



3
7


TGFBR1









5


TGFBR2








23


TGFBR3








21


TGIF1








23


TGM1










8


TGM2




21


TGOLN2









13


THADA


23


THAP1



1


0


THAP2







20.5


THBD







22


THBS1
20










22


THBS2







0


THEM4







23


THEM5








22


THOC3








22


THOC5







10


THOC6










2.5


THPO








23


THRA








0


THRAP3








6


THRB


22


THRSP
8






9
8.5


THSD4





14


THTPA

21






22
5.5


THYN1




16.5



6


TIA1








21


TIAM1







7.5
8


TIE1








21.5


TIFA





14.5


TIG









17


TIGL1

8



13



7.5

9


TIMD2







22


TIMD4




8


TIMM10









12.5


TIMM8B









11


TIMM9
20


TIMMDC1
21







13


TIMP2







5


TIMP3








3


TIMP4

8



12


7

9


TINF2


6


1




1.5


TIPARP







5
0


TIPIN


8.5


21


TIRAP









18


TJP2








22


TJP3


18.5






10.5

15.5


TK1



23

5

3
2


TK2








22.5


TLCD1




9



21


TLCD2









17


TLE1








19


TLE3
3


TLE4
6
7
7





10


8


TLK1









10


TLL1









2.5


TLN1







21


TLN2







1


TLR2



21


22


TLR3





9


21


TLR6








23.5


TM2D2




22.5



21


TM4SF1



17


TM4SF4









23


TM6SF2






0.5

22.5


TM9SF1









9.5


TM9SF3





18


14


TMC1







16

16


TMC6







7


TMC7


7





22


TMCC2







21
22.5


TMCO1









13


TMCO3








21.5


TMCO4







23

5.5


TMCO6


2




21



1.5


TMED5








22


TMED6









23


TMED8



21

6


TMEFF1


18


TMEFF2

6


TMEM100








21
18.5


TMEM102








23


TMEM106A







1.5


TMEM106B








21
12


TMEM107








2.5


TMEM108

18.5


TMEM109








22.5


TMEM11

7


TMEM111










8


TMEM115







12


TMEM117








11


TMEM120A
5.5


TMEM120B
19


TMEM123





10.5


TMEM127








21


TMEM129







21


TMEM131









3


TMEM132B








2


TMEM132D







20.5


TMEM135







14

12


TMEM140


12

9

7

7
5


TMEM141


15





17


TMEM144







22


TMEM145








20


TMEM147







0.5
23

0
22


TMEM14A





11.5

2


TMEM14C




10


TMEM150A








22.5


TMEM159


6





0.167


TMEM160






9


TMEM164









15


TMEM167A




4


TMEM170A








21
10


TMEM170B







1


TMEM171
5







3


TMEM173








23


TMEM174







23


TMEM175




9.5


TMEM176A




14




13.5


TMEM176B






21
22


TMEM177








22.5


TMEM178







4
7


TMEM179B










23


TMEM180

8
11





10


TMEM182








22


TMEM184A








2.5


TMEM184B

9
8.5






8.5


TMEM184C

12







12


TMEM185A






10



13


TMEM19


8


TMEM192







9.5


TMEM194A








3


TMEM196







22

17

21


TMEM198B









15.5


TMEM200B







3.5


TMEM204







8


TMEM205







4.5
2


TMEM207







12
13


TMEM209







22.5


TMEM212

19.5


TMEM214




21


TMEM216







23


TMEM218


13


17



4


TMEM220










4


TMEM229B
13




14


TMEM234

15


TMEM236










0


TMEM237







21

16.5


TMEM242








21
8


TMEM245











12


TMEM25







12


TMEM26








22.5


TMEM27








23


TMEM33










23.5


TMEM35









22


TMEM37



23


TMEM38B







23

12


TMEM39A








22


TMEM39B
9
9
9.5

11
10
11
11
9
10
8
9


TMEM41B




11
8.5

14.5

11
7


TMEM42








9


TMEM45A










9


TMEM47


9.5





9


TMEM50A



8.5


TMEM50B








0.5


TMEM55A

7
8


TMEM55B







22.5
21


TMEM56



22


TMEM57
19.5






0


TMEM62






6


TMEM63B







16


TMEM63C








14


TMEM64









9


TMEM67




9.5



8


TMEM68






0.5

22.5


TMEM71








21


TMEM80









13


TMEM85








0


TMEM86A


14


TMEM86B







0
23


TMEM87A







15.5


13


TMEM8A





1

6


4.5
1.5


TMEM9











17


TMEM98





13


TMEM9B










23


TMIE






8
9.5


TMOD1



21


TMPO

7
9.5






9


TMPRSS11A


22


TMPRSS13




19


TMPRSS5







8
8
10


TMTC1









12
0


TMTC2








8


TMX1








5


TMX3









18


TNC









5


TNFAIP1









10

11


TNFAIP2


21.5


TNFAIP3










4.167


TNFAIP8







19.5
21


TNFAIP8L1








23


TNFRSF12A








22.5
7


TNFRSF19
18






22


TNFRSF1B








2.5
4


TNFRSF21







0


TNFRSF22









5


TNFSF10








23


TNFSF12-







20


TNFSF13B




21


3.5
22


TNFSF15



22


19.5


TNIK








22.5


TNIP1






21


TNK2
18


21


TNKS1BP1







10
10


TNNC1


9


TNNI1
15


19

18



16


TNPO1










23


TNPO2










2.833


TNR









0.5


TNRC6B










4.833


TNS1










18


TNXB


0




5


23


TOB2








23


TOMM20L







21
16


TOMM34

22
0




13
20


TOMM40




9


TOMM7

8





9


TOP1








6


TOP1MT





19


TOP2B









4


TOP3B

9







8.5


TOR1A








22
12
4


TOR1AIP1








21


TOR1AIP2








21


TOR1B




12


TOR2A
22.5


TOR3A








17


TOX




3.5
23.5


TOX2








13
10


TP53









8


TP53BP1








18


TP53BP2








23


TP53I11
5







23.5

23


TP53INP1

8
9


TP53INP2


13


TPCN1



6


TPD52L2





13


TPGS2

3






0


TPK1

23
23


TPM1

1.5
1


3


TPMT



22


TPP1







5.5
18.5


TPPP




23


TPPP2










5.167


TPPP3







22
21


TPRA1








12
22


TPSAB1





14.5


TPST1









19


TPST2
14


TRA2A







20


TRABD


21




23
23
22.5


TRAF3





12



9


TRAF5








3


TRAFD1









15


TRAK1





0




2


TRAK2
7


TRAM1







21
1


TRAM2








22.5


TRAPPC1









10


TRAPPC12











14


TRAPPC2L

8
8


TRAPPC3
19

7
22.5

22

23


TRAPPC8

16.5
16


17

5
21.5
13


TRAPPC9


20.5


TRDMT1









8


TRDN


0


6.5

23
1


TRERF1









11


TRIB1


6





21


TRIB3



22.5


TRIL









22


TRIM12A









12


TRIM13







21


TRIM14







21


TRIM16








22


TRIM2
19

19




18
5.5
16


TRIM23









6


TRIM24



21


TRIM25







2
1


TRIM3









8.5


TRIM30B


11





13.5


TRIM37


2.5


TRIM40








15


TRIM41








23


TRIM44








19


TRIM5









9


TRIM56








4


7.5


TRIM6









8


TRIM63





16



14


TRIM65
4


TRIM68








23


TRIM7








22


TRIM8








22


TRIM9








22


TRIP10






21


TRIP12


21

9


19

16


TRIP4

13
3.5





20
12


TRIT1


8




22

12


TRMT5









10.5
22


TRMT6







21



23


TRPC3
0

22


TRPM3







12
11


TRPM7

7
8




14
11
11


TRPS1




7



14
9.5


TRPV4









9


TRRAP







23



23


TRU1AP








8


TSC1








23


TSC22D1





14


14.5


TSC22D3



6


TSGA10


21
16
14

15


TSHR









7.5


TSHZ3






8


TSKU









6


TSLP








17


TSPAN1







9

6


TSPAN11








2


TSPAN13






20.5
19


TSPAN14





6.5

7
6


TSPAN17








22


TSPAN18









12


TSPAN2








22

7


TSPAN33





20


13
15.5


TSPAN4








0


TSPAN5


11


TSPAN6








23


TSPAN7








23


TSPAN9

8.5
9


TSPO








23


TSPYL2
18








13.5


TSPYL3







23


TSPYL5


1

4


23

0


TSR2









7.5


TST


8


TSTA3

9


9


TSTD2
18

20


TTC14








7


TTC26








23


TTC28







8.5
17


TTC3


19








18


TTC30A







10
16


TTC32










4.5


TTC38







22


TTC39B
20






22.5


TTC39C







5


TTC4
21.5









0


TTC7A


23


19




22


TTC7B





4




6.5


TTC8







23.5
22


TTC9
21

23.5








22


TTI1





20


TTL








15


TTLL1








23


0.5


TTLL12









10


TTLL3









15


TTLL5








20


TTLL7









18


TTLL8









15.5


TTPAL
10




13


TTYH2





9.5




9


TTYH3









18


TUBA1A









0


TUBA4A
6


7
6


3
1


TUBA8










0


TUBB
4

11





6


TUBB2A





0

1.5

1


TUBB2B





8

22


17


TUBB4A



12






12


TUBB6


3




1
21

23


TUBD1








0


TUBE1








15
13


TUBG1
21
0
23
0
1
0
23
22.5
22
23
23
23


TUBG2


17





19
14


TUBGCP2
20


TUBGCP3







22


TUBGCP4


3


TUBGCP5








22.5


TUFT1
19


TUG1







22


TULP4


7


TUSC5








21


TUT1


9







23


TWF2
8







11


TWSG1



12


TXK








23


TXN








21


TXN2

4
4.5




2
3


22


TXNDC11







21
19


TXNDC12








19


TXNDC15








8


TXNDC16






20.5


TXNDC2



16






23


TXNDC5





21.5


TXNDC9








2


TXNIP











9


TXNRD1








21.5


TXNRD3








23.5
16.5


TYMP
21







21


TYROBP




15


TYSND1









11.5


TYW5
20




22

19.5
21.5


U1


0





22

23


U12









9


U2









8


U2AF1L4



0.5


U3


22.5


1

23
1


U4










23


U7










23.5


UAP1







21


UAP1L1








23.5


UBA3








20.5


UBA5









10


UBA6









5


UBAC2


22


1.5





0.5


UBAP1







14


UBAP2


9.5


14

0
0


UBC










23


UBE2B

18
19


23

22.5
23
17

19.5


UBE2E2









8


UBE2F








12


UBE2K

23
23






22
0
1


UBE2L3





1


3

3
0


UBE2L6







21


UBE2O







23


UBE2Q1
20.5

21


UBE2QL1










23


UBE2S









3


UBE2U

9


UBE2V1










10


UBE3B

7



21


UBE4A
19


UBFD1

7
5.5


UBL5


12


UBQLN1


11.5


UBQLN4








23


UBR2









8


UBR4


0


0



1.5

22.5


UBTF








0.5
4


UBTFL1







10


UBXN1

18.5
21
22


UBXN2A







22


UBXN2B






3

7


UBXN4





2.5

1
23


UBXN8
6.5
5.5
7


2




0


UCHL3







15


UCK1




3.5
13


UCK2







10


UCKL1








14


UCP1





17


UCP2







8


UCP3
7






2.5

7


UFM1







1
1


UGGT1








0


UGGT2











6


UGT2B28


19


UGT8









8


UHRF1BP1L







16


UHRF2








22


ULK1








22


ULK2










22


UMPS







9


UNC119B


21





21


UNC13A








12


UNC13B








23


UNC45A





2

4

4


UNC50





3.5

5



19


UNC5B

0.833


UNC5C






20


UNC79









15


UNG
18








18


UOX





7.5




7


UPF1

9


9



22
7


UPK1B



11





16


UPP2







6


UPRT





20


22
16


UQCR10









7.5


UQCRC1








23


UQCRH











21


URB2








1

10


URM1









10


UROC1
10






10.5


11.5


UROD









4


UROS








19


USE1
16


USF2











8


USH1C


22





11


USO1





23


22


USP1

9




8


9


USP10


3




22.5
22


USP13









11


USP14







20.5


USP15









10


USP18





1.5


USP2




23


21
23


USP21








23


USP22









4


USP24








20


USP28









7


USP31







11

9


USP32
0

2


4


0

2


USP33

21.5

19



21


USP35


0




21


USP36


19


USP38
1







22


USP45

22


USP46



12




16


USP53
22


USP54
0

1.5




2
23


USP6NL


1


USP7







0


USP8





18


UST




21.5


UTP6



20
20

19


UTRN



21


UXS1


3


V1

11
10


16


16
14.5


V2

7







9


V3

23.5
0


23

0
0
22

23


VAC14

3
2








5


VAMP2







23


VAMP3








20


VAMP4









2.5
23.5
23


VAMP5







19
22


21


VAMP7



21


VAMP8





20

18


2


VANGL2



19.5


VAPA


23

22
1


21.5


VARS



22




7


VARS2

7




7


7


VASP







21


VAT1
17




16
14

19
14


VAT1L





12



11

9


VAULT











7


VAV2











7


VCAM1







1
23


VCAN




21


VCL







17

16

19


VDAC1





12



0


VDR



22






8


VEGFA
20


VGLL3

17



17

14

13
12


VGLL4
3
2.5
3




10.5


0


VILL
11
12
11

9.5
12

13

11

12.5


VIM


20.5


VIPR2







2.5



19


VKORC1


22


9


VMN1R188

16






18
13


VMN1R231






6
6


VMN1R236







2
1
19


VMN1R24









3


VMN1R32







13


VMN1R81

22
23


22


VMN1R-PS144










11.17


VMN2R118





16


VMN2R83




11



13


VMN2R9

9





13


VMP1







8
12
10.5


VNN1








2


VNN3







9


2.333


VPREB3








21.5


VPS11


0


VPS13A

2.5
3




8



2


VPS26A








21


VPS28







19
21


VPS33A








17


VPS37B





1.5


VPS41

10



10

11

10


VPS45




9


VPS4B








21.5


VPS52







23
23


VPS72








22.5
20


VSIG4


8


VSNL1







10
2.5


VSTM4








21


21


VTA1




2


VTCN1








21.5


VWA1








22


VWA3A







22


VWA5B2





23

18


VWC2






0

14


VWC2L









12


VWCE








15


WARS


21





11


WAS
2.5


WASF2








0


WBP1






23

23


WBP11











21


WBP2






5


WBSCR25









18
6


WBSCR27









21


WDFY3
8


WDFY4



12


WDR1





16



16


WDR12









3.5


WDR19
20






22


WDR27
10






14
12
11

15


WDR31


1.5


WDR33









11


WDR35








12


WDR36








9.5


WDR37








23
17


WDR44


17


17

18


WDR45


10

0


WDR46

10
11





13
9


WDR47







0


WDR48




11.5


WDR54








18


WDR6







16
13.5
9


WDR65








13
16


WDR67





2.5


WDR70
20


WDR75
21


WDR76


23


WDR78







7


WDR81
15


WDR82





5


WDR83








15


WDR83OS









11


WDR89


21






2

2


WDR91








6


WDR95

3
5


23.5


WDSUB1



11





8


WDTC1
20


WDYHV1







14
14


WEE1



17
17
18

18.5
19.5
14.5

19.5


WFDC1

9
11





12


WFDC10


23.5






8


WFDC2

23


21
23.5




23


WFDC3








8


WFDC6A

5
7


WFDC8
21
6
6



2


12


WFS1






20.5


WHSC1






4


WHSC1L1





12


WHSC2




5.5


WIBG


5


WIPF3









21


WIPI1
18


19


19
18
18
17


WIPI2






21
18
18
17


WISP2


21






10


WNK1



14
13
14
15.5


WNK2
20


WNK4
21






23
21
22

22


WNT2
13.5
13
14


15

16
20
14

13.5


WNT5A



16
17


12


WNT5B








4


WNT7A
20




7.5

3
2

4


WRAP73







22.5
18


WRB







9


WRNIP1








6
7


WSB1
8.5
10
12


WSCD1
9
8
9.5





14.5


10


WWC1








20


WWC2

9.5







8.5


WWOX
6

7






5


WWP1








21


WWP2







15
14


WWTR1





18



14


XAB2








2


XAF1


22





11.5


XBP1







21



18


XDH








7
14


XK

5.5


XKR8









8.5


XPA
12

12

12



18


13


XPNPEP3








17


XPO1
20


XPO6







22


XPO7








21


XPR1








11


XRCC1








7


XRCC3









12.5
23


XRN2
10




9
4


XYLB


16


17


XYLT1









0


Y_R





21


YAF2
15


12



19


YAP1


10


YARS


7


YBX1






9


YEATS4

4
5.5






7


YIF1B

2
0







23


YIPF2







10

12
10.5


YIPF5









10


YKT6







14.5


YME1L1
19


YPEL2








22


YPEL3


6


10

20.5

23
18
22


YPEL5

7


YWHAB





22.5


YWHAG


18.5





17


YWHAH









18


YWHAQ





22


YWHAZ


11


11.5


8.5


13


YY1








22


ZAK










9.5


ZBED3





19



22


ZBTB10



13
13


17
22


ZBTB16







17


ZBTB2







13


ZBTB20







11.5


ZBTB22









10


ZBTB26








23


ZBTB34








2


ZBTB38


13


13

16
18

14
18


ZBTB40





1

20.5


ZBTB43











13


ZBTB5

9
10.5





5
11


ZBTB7A




22


ZBTB7B









8.5


ZBTB8A

7
9


17


9


ZC2HC1C
6








12


ZC3H12B







16


ZC3H12C

9
10
3


ZC3H12D








1


ZC3H4











13


ZC3H6







1
0
8

10


ZC3H7A


5


ZC3H7B








10
8.5

10


ZC3HC1








23


ZC4H2



21


ZCCHC10
10.5







12
14.5


ZCCHC11

6.5





7


ZCCHC14




13



18
12

12


ZCCHC17







1


ZCCHC24

15



20



14


ZCCHC5


19


11



19
13


ZCCHC6











4


ZCCHC7



4


ZCCHC9





1


3.5


ZCRB1









16


ZDHHC13









6


ZDHHC14

23
23.5







5
23


ZDHHC15

1
1








1


ZDHHC16








11


ZDHHC17



6


ZDHHC20
13.5








23


ZDHHC23











3


ZDHHC3


22.5




20

21
22


ZDHHC4
4
4







1.5
2


ZDHHC5










23


ZDHHC7

12


4.5




8
7


ZDHHC8








10


ZDHHC9








21


ZEB2










5.167


ZER1






20


ZFAND3








9


ZFAND4









5


ZFAND5
11.5







21
7


ZFAND6





14


ZFAT

23.5
23.5


23




0


ZFC3H1







22
19
23


ZFHX4











20.5


ZFP101







0


ZFP109






21


ZFP110
20


ZFP161
3


ZFP185







14



7.5


ZFP2







11


ZFP273







21


ZFP30
5

1.5








4


ZFP35




16




10
14


ZFP36
9


ZFP36L1





18





19


ZFP36L2








6.5


ZFP40




13


ZFP455


4.5




20.5
22
16


ZFP54








11
12


ZFP568





3.5
8

22

0


ZFP599
23


ZFP62







21
21


ZFP64







22
22


ZFP663








2


ZFP708








23


ZFP72

14


16


9
9


11.5


ZFP740







1
23.5


23


ZFP759







19.5
18.5
17


ZFP760





23
22
20.5
18.5


ZFP809
9

8




23
20.5
11

12


ZFP870








1.5


ZFP871








1.5


ZFP874A


11




8.5
3


ZFP882








22.5


ZFP91









3


ZFP948






9
11


ZFP949








23


ZFP959








23


ZFP961


2


ZFR

10.5
10





14.5


12.5


ZFYVE1








0.5

8.5


ZFYVE16







11
9


ZFYVE19


5


16

14

13


ZFYVE21







23
20.5
1


ZFYVE26








15


ZFYVE27
19

7


ZFYVE9







0
20


ZGPAT

21.5
23




22
20

23


ZHX2




15
21.5


ZHX3







12


ZIC1


11


12
11


ZIC4









14.5


ZIM1






5
7



9


ZKSCAN1








8


ZKSCAN4

4






21


ZMAT1


13




12
1


ZMAT5








22
15


ZMIZ1









9


ZMPSTE24






13




9


ZMYM3

15





11


ZMYM6


7


ZMYM6NB









23


ZMYND10









6


ZMYND11








2


ZMYND12











16


ZMYND8










10.5


ZNF142

10
12





21


ZNF143







20
15
23


ZNF157
8








9


ZNF175







10


ZNF180








21


ZNF182










20


ZNF187




22


ZNF189
19


ZNF192


11





11.5
11
8.5


ZNF207






19


ZNF226








7


ZNF23








11


ZNF236









19


ZNF238



5.5


ZNF24










12


ZNF266










5


ZNF275










4.5


ZNF277








11


ZNF280B







8.167


ZNF292










4.5


ZNF295










5


ZNF317








10


ZNF32











22


ZNF329



15.5


ZNF334






8.5

10.5


ZNF346





21


21


ZNF35







6


ZNF367








6


ZNF384





22


ZNF397

13


ZNF407









6


ZNF41








21.5
1


ZNF416


22



7



7.5


ZNF426








22.5


ZNF429





16



11


ZNF438

23
2.5


ZNF445


9


ZNF449






13

3


ZNF454


20





18
17

2


ZNF462








16.5


ZNF467





9


2.5

6


ZNF496
20.5







22


ZNF507





3



6


ZNF511

8.5
10




11


ZNF512
10


ZNF512B
5.5


ZNF518A








22


ZNF521
8.5






12

10


ZNF558








7


ZNF563








10


ZNF569



23







11


ZNF571


15
13.5

13

2.5



16


ZNF583







16



9


ZNF585A









8


ZNF598
13
11


ZNF616

9







11


ZNF622







20
5.5


21


ZNF624







7.5
21


ZNF627


23




17
9


ZNF629









10.5


ZNF652









11
6


ZNF653


22
21.5
21.5

22




0


ZNF655


12.5






2.5


ZNF667







7.5
9.5


ZNF687







11


ZNF692


16


12
7


ZNF7




7


9


ZNF703


22


ZNF704









10


ZNF706








6


ZNF707








1


ZNF717








2


ZNF728
11




18


13


ZNF770
18

20
16

18

19


ZNF773
17
16
19


16

19

16

18.5


ZNF799








3


19.5


ZNF845




20


ZNF845








9.5
10


ZNF845









13


ZNF845







7


ZNF845









3


ZNF846








0.5


ZNHIT1









2


ZNHIT2







15


ZNRD1





6


ZNRF1

10.5
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Those skilled in the art will recognize, or be able to ascertain using no more than routine experimentation, numerous equivalents to the specific procedures, embodiments, claims, and examples described herein. Such equivalents were considered to be within the scope of this invention and covered by the claims appended hereto. For example, it should be understood, that modifications in reaction conditions, including but not limited to reaction times, reaction size/volume, and experimental reagents, such as solvents, catalysts, pressures, atmospheric conditions, e.g., nitrogen atmosphere, and reducing/oxidizing agents, with art-recognized alternatives and using no more than routine experimentation, are within the scope of the present application.


It is to be understood that wherever values and ranges are provided herein, all values and ranges encompassed by these values and ranges, are meant to be encompassed within the scope of the present invention. Moreover, all values that fall within these ranges, as well as the upper or lower limits of a range of values, are also contemplated by the present application.


The following examples further illustrate aspects of the present invention. However, they are in no way a limitation of the teachings or disclosure of the present invention as set forth herein.


EXAMPLES

The invention is now described with reference to the following Examples. These Examples are provided for the purpose of illustration only and the invention should in no way be construed as being limited to these Examples, but rather should be construed to encompass any and all variations which become evident as a result of the teaching provided herein.


Methods and Materials:
Animal Preparation and Organ Collection

Mice were prepared as previously described (Hughes, et al., 2009, PLoS Genet., 5:e1000442). Briefly, 6-week old male C57/BL6 mice were acquired from Jackson Labs, entrained to a 12 h:12 h light:dark schedule for one week, then released into constant darkness. Starting at CT18 post-release, three mice were sacrificed in the darkness every 2 h, for 48 hours. Specimens from the following organs were quickly excised and snap-frozen in liquid nitrogen: aorta, adrenal gland, brainstem, brown fat (anterior dorsum adipose), cerebellum, heart, hypothalamus, kidney, liver, lung, skeletal muscle (gastrocnemius) and white fat (epididymal adipose). Food and water were supplied ad libidum at all stages prior to sacrifice. All procedures were approved by the Institutional Animal Care and Use Committee.


Microarray Data

Organ samples were homogenized in Invitrogen Trizol reagent using a Qiagen Tissuelyser. RNA was extracted using Qiagen RNeasy columns as per manufacturer's protocol, then pooled from three mice for each organ and time point. The reason for pooling was to average out both biological variance between individual animals and technical variance between individual dissections. RNA abundances were quantified using Affymetrix MoGene 1.0 ST arrays and normalized using Affymetrix Expression Console software (RMA). Probesets on the Affymetrix MoGene 1.0 ST array were cross-referenced to best-matching gene symbols using Ensembl BioMart software, then filtered for known protein-coding status. The resulting 19,788 genes formed the protein-coding background set.


RNA-Sequencing Data

RNA samples from CT22, CT28, CT34, CT40, CT46, CT52, CT58, and CT64 were pooled for each organ, as described above (96 total pools). These RNA pools were converted into Illumina sequencing libraries using Illumina TruSeq Stranded mRNA HT Sample Preparation Kits as per manufacturer's protocol. Briefly, 1 μg of total RNA was polyA-selected, fragmented by metal-ion hydrolysis, and converted into double-stranded cDNA using Invitrogen Superscript II. The cDNA fragments were subjected to end-repair, adenylation, ligation of Illumina sequencing adapters, and PCR amplification. Libraries were pooled into groups of six and sequenced in one Illumina HiSeq 2000 lane using the 100 bp paired-end chemistry (16 lanes total). Details on alignment and quantification are included in the Supplementary Methods.


Oscillation Detection

The JTK CYCLE (Hughes et al., J. Biol. Rhythms., 25:372-80) package for R was used, with parameters set to fit time-series data to exactly 24 h periodic waveforms. Significance was bounded by q<0.05 for array data sampled at 2 h and by p<0.05 for sequencing data sampled at 6 h.


Quantifying and Aligning RNA-Sequencing Data

Fastq files containing raw RNA-seq reads were aligned to the mouse genome (mm9/NCBI37) using STAR (Dobin et al., 2013, Bioinforma. Oxf. Engl., 29:15-211) (default parameters). RNA-seq quantification was performed using HTSeq®, run in stranded mode (default parameters). Protein-coding genes were quantified using the Ensembl annotation (Flicek et al., 2012, Nucleic. Acids Res., 40:D84-903). Non-coding RNAs were quantified using data from the NONCODE v3 database (Bu et al., 2012, Nucleic. Acids Res., 40:D210-2154). Quantification values were normalized using DESeq2 (Anders et al., Genome Biol., 11:R1065).


Identifying Non-Coding RNAs Conserved Between Humans and Mice

This study began by downloading BED files listing ncRNA coordinates for humans and mice from the NONCODE v3 database. These bed files contained 33,801 human and 36,991 mouse transcripts. To prevent overlapping ncRNAs from confounding the analysis (many of these appeared to be alternative spliceforms of the same ncRNAs), all overlapping ncRNAs were merged on the same strand using the BEDTools suite (Quinlan et al., Bioinforma. Oxf. Engl., 26:841-842). This merge step resulted to 20,042 human and 27,286 mouse transcripts. By the coordinates for these merged transcripts and the UCSC Genome Browser (Meyer et al., 2013, Nucleic Acids Res., 41:D64-69), the nucleotide sequences was downloaded corresponding to each of these ncRNAs in FASTA format. Next, separate human and mouse BLAST libraries were constructed from these ncRNA sequences by running the make blastdb command with default parameters. Following this, BLAST (Altschul et al., 1990, J. Mol. Biol., 215:403-4108) was used to align the mouse ncRNA sequences against the human ncRNA BLAST library, and vice-versa. Since ncRNAs have previously been shown to have relaxed constraints on sequence conservation (Washietl et al., 2014, Genome Res., 24:616-28), blastn was run using the more permissive dc-megablast algorithm and a minimum e-value cutoff of 1E-10. These BLAST results for pairs of human and mouse ncRNAs that were each other's top BLAST hit (termed “reciprocal best hits”) were mined. Filtering for these reciprocal best hits left with 1601 human and mouse transcript pairs, termed conserved ncRNAs. Conserved ncRNAs using these relaxed BLAST parameters were found well-known, conserved ncRNAs like Xist, Tsix, Hotair, H19, and Gas5.


To assign names and annotation data to these conserved ncRNAs, BLAST was used to align their sequences to human and mouse RefSeq (Pruitt et al., 2009, Nucleic Acids Res., 37:D32-3610) transcripts. 585 of these conserved ncRNAs were mapped to protein-coding genes (i.e. RefSeq IDs beginning with NM or XM) in the sense orientation in both humans and mice. Upon visual inspection of these ncRNAs, it was found that many of these mapped along the entire length of the protein-coding transcripts. While some ncRNAs in this list might represent non-coding isoforms of these protein-coding transcripts, they were removed from further analysis as a result of conservative approach. Following the removal of these transcripts, a final list of 1016 conserved ncRNAs were left. Biotypes (defined by GENCODE (Harrow et al., 2012, Genome Res., 22:1760-177411) and Ensembl) were assigned to these transcripts using both Ensembl and manual annotation. Quantification and analysis of these transcripts was performed like all other RNA-seq transcript data.


Identifying Novel ncRNAs


Given that RNA-seq data is not limited to a specific gene annotation, novel transcripts were sought to be characterized. The study began by collecting all reads that mapped across splice junctions (i.e. reads with large gaps in their alignments). Reads falling into this class were identified by STAR during alignment and stored in files having with the SJ.out.tab extension. While this caused missing single-exon transcripts, the data came from a real, expressed transcripts if evidence of RNA splicing was found. To reduce the impact of spurious reads and noise, splice junctions were mapped by a minimum of 16 reads across entire dataset (this corresponds to 2 reads per time point in a single organ). A fairly low threshold was chosen so as not to remove junctions present in only a single organ, and those circadian transcripts expressed in a bursting patterns (like Dbp). Next, the BEDTools was used to filter out any junction mapping within 1 KB of any Ensembl or Refseq transcript, or overlapping with any NONCODE transcript. All of these steps left with 10,452 junctions from putative transcripts. All junctions within 500 bp of each other were merged to form 5,154 putative, ncRNA transcript regions. These putative transcripts were quantified and analyzed like all other RNA-seq transcripts.


Disease-Genes, Drug Targets, and Other Data Sources

Disease-gene annotations were aggregated from the following sources: Online Mendelian Inheritance in Man (Hamosh et al., Nucleic Acids Res., 33:D514-712), Universal Protein Resource (Update on activities at the Universal Protein Resource (UniProt) in 2013, Nucleic Acids Res., 41:D43-7), Comparative Toxicogenomics Database (Davis et al., 2013, Nucleic Acids Res., 41:D1104-1414), Pharmacogenomics KnowledgeBase (Whirl-Carrillo et al., 2012, Clin. Pharmacol. Ther., 92:414-715), Literature-Derived Human Gene-Disease Network (Bundschus et al., BMC Bioinformatics, 9:207). Drug target genes were pulled from the DrugBank database (Law et al., 2014, Nucleic Acids Res., 42:D1091-109717). List of WHO essential medicines downloaded from WHO website (http://www.who.int/medicines/publications/essentialmedicines/en/, 10/10/2014). MicroRNA target predictions for PTGS1 from TargetScan (Lewis et al., 2005, Cell, 120:15-20).


Tissue culture and cell maintenance. NIH3T3 cells were purchased from ATCC. These cells were maintained in growth media containing 10% FBS (Atlanta Biologicals), 1× Penicillin/Streptomycin/Glutamine (Gibco), and 1× Non-essential amino acids (NEAA; Gibco) in Dulbecco's Modified Eagle's medium (DMEM; Gibco). Cells were grown in a humidified incubator at 37° C. and 5% CO2.


Transfections

All transfections were performed in the forward format. Briefly, cells were seeded in 6-well dishes at a density of 2.5×105 cells/well, in media containing no antibiotics (DMEM, 10% FBS, 1× Glutamine (Gibco), 1×NEAA). Cells were incubated overnight at 37° C. and 5% CO2. On the following day, cells were transfected using Opti-MEM (Gibco) and the RNAiMAX (Invitrogen) reagent, according to manufacturer's protocol. Cells were transfected with mirVana Negative Control #1, mmu-miR-22-3p mimic, or mmu-miR-22-5p mimic (Life Technologies), at a final concentration of 50 nM. Transfected cells were incubated for 72 hrs at 37° C. and 5% CO2. RNA and protein were harvested from the same well by collecting cells in ice-cold PBS, and dividing these cells suspensions into two aliquots. For each well, one aliquot was processed for protein, and the other was processed for RNA.


Western Blot

Whole-cell protein extracts were isolated from cells using ice-cold RIPA buffer (Sigma), supplemented with Complete protease inhibitor cocktail (Roche). Protein concentrations were quantified using the DC protein assay (BioRad). 4 μg of protein was resolved on 7.5% polyacrylamide, Tris-HCL/Glycine/SDS gels (BioRad) and transferred to PVDF membranes. Membranes were blocked for 1 hr at room temperature in blocking solution (5% milk, 0.05% Tween20, 1× Tris-buffer saline), followed by overnight incubation at 4° C. with primary antibody in blocking solution. Primary antibodies used were: anti-PTGS1 (160110; Cayman Chemical), and anti-GAPDH (sc-25778; Santa Cruz). Membranes were then rinsed twice each with TBS-0.05% tween and blocking solution. Following rinses, membranes were probed with secondary antibody at room temperature for 70 min. Those membranes treated with anti-PTGS1 were incubated with anti-mouse IgG HPR-linked secondary antibodies (NA931V; GE Healthcare), while membranes treated with anti-GAPDH were incubated with anti-rabbit IgG HPR-linked secondary antibodies (NA934-1ML; GE Healthcare). Membranes were then rinsed 5 times for 10 min in TBS-0.05% tween, and then imaged using standard autoradiograph techniques after the application of Western Lightning Plus ECL (PerkinElmer) western blotting detection reagent.


RNA Extraction and Quantitative PCR

RNA was extracted from cells using TRIzol reagent (Life Technologies) with Direct-zol RNA MiniPrep kit (Zymo research), according to manufacturer's protocol, cDNA was generated from 500 ng of RNA using the qScript cDNA Synthesis Kit (Quanta Biosciences) and qPCR was performed on the ViiA 7 Real Time PCR System (Life Technologies) using the PerfeCTa FastMix II, Low ROX reagent (Quanta Biosciences), according to the manufacturer's protocols. Relative expression quantification of the qPCR data was performed using the ΔΔCT method with the ViiA 7 analysis software v1.2 (Life Technologies). Ptgs1 (Mm00477214_ml; Life Technologies) was quantified using Gapdh (4352661; Life Technologies) as the endogenous reference.


Example 1: Genes and Non-Coding Transcripts

A background set of 19,788 known protein-coding mouse genes was defined and for each organ the JTK CYCLE (Hughes et al., 2010, J. Biol. Rhythms., 25:372-8011) algorithm to detect 24-hour oscillations in transcript abundance was used. For this protein-coding gene analysis, the high temporal resolution of the array data was leveraged to accurately identify circadian genes. A 5% false discovery-rate was set for detection, though the specific value of this cutoff did not affect the relative amount of rhythmic transcripts detected between organs (FIG. 5, Panel A). The base-pair level RNA-seq data was used in a complimentary fashion to identify the expressed spliceforms of these circadian genes, and for analysis of the non-coding transcriptome.


Following these analyses, it was found that liver had the most circadian genes (3,186), while hypothalamus had the fewest (642) (FIG. 1, Panel A). In fact, the three brain regions (cerebellum, brainstem and hypothalamus) had the fewest circadian genes, collectively. Due to the technical difficulty of precisely sampling brain regions, it was assumed that heterogeneous mixtures of cell types within these complex organs may express different sets of genes, or may be out of phase with each other. This transcript/phase-discrepancy within the same organ would make it difficult to accurately identify circadian genes in these brain regions. On average, 46% (s.d.=0.036%) of circadian protein-coding genes expressed multiple spliceforms detected in the RNA-seq data.


Transcript abundance for 43% of protein-coding genes oscillated in at least one organ (FIG. 1, Panel B). Only ten genes oscillated in all organs: Arnt1, Dbp, Nrld1, Nr1d2, Per1, Per2 and Per3 (core clock factors), as well as Usp2, Tsc22d3, and Tspan4. While the organs analyzed provide a broad sampling across the entire organism, there are still many more to study which may contain additional circadian genes. The average number of total circadian genes, y, detected by randomly sampling x organs was closely modeled by the exponential function y=a(1-ebx), where e is Euler's number and the coefficients a (asymptote) and b (rate of asymptotic approach) equal 10,901 and 0.123, respectively (R2>0.99; FIG. 1, Panel C). This estimate remains unchanged if we exclude the potentially noisy, heterogeneous tissues discussed above (FIG. 5, Panel B). In other words, as additional organs are sampled, without bounding to a specific theory, it is predicted that ˜10,901 mouse protein-coding genes (55% of the background set) will show circadian oscillations somewhere in the body.


To study the non-coding transcriptome, the NONCODE was used to define a background set of 1,016 mouse-human conserved ncRNAs (FIG. 6, Panel A). It was found 32% of conserved ncRNAs oscillated (a similar proportion compared to protein-coding genes), while non-conserved ncRNAs were less likely to oscillate (FIG. 1, Panel D). This suggests the set of conserved ncRNAs may be functionally relevant. Unlike protein coding genes, no individual ncRNA oscillated in more than five organs. This is unsurprising, given that ncRNA expression is known to be organ-specific (Washietl et al., 2014, Genome Res., 24:616-28). It was also found 712 of 5,154 unannotated, spliced non-coding transcripts had rhythmic expression. 80% of these aligned to the human genome (BLASTN, E<10−10, sequence identity>70%), indicating they are conserved between human and mouse.


These conserved, clock-regulated ncRNAs covered a diverse set of functional classes (FIG. 6, Panel B). 30 of them were antisense to protein-coding genes, half of which were themselves circadian. There was no general phase relationship between sense and antisense ncRNAs. For example, in the liver, both Galt (galactose-1-phosphate uridylyltransferase) and an overlapping antisense ncRNA oscillated in phase with each other (FIG. 7, Panels A-D). Host genes for 39 circadian miRNAs and four snoRNA host genes were identified: Cbwd1, Snhg7, Snhg11, and Snhg12. As snoRNAs were recently shown to have light-driven oscillations in Drosophilabrains (Hughes et al., 2012, Genome Res., 22:1266-1281), these findings provide further evidence of the clock's potential to influence ribosome biogenesis (Jouffe et al., 2013, PLoS Biol., 11:e100145515). It was also found 74 conserved lincRNAs with circadian oscillations, the majority of which were Riken transcripts with no known function. Finally, it was also found 1979 genes with un-annotated antisense transcripts, 187 of which showed sense and antisense oscillations in the same organ. Of these, 43 antisense transcripts oscillated at least eight hours out of phase with their sense transcripts. Genes with antiphase, antisense oscillators included Arnt1 and Per2 (FIG. 7, Panels E-H). A known Per2 antisense transcript (Koike et al., 2012, Science 338:349-3549; Vollmers et al., 2012, Cell Metab., 16:833-845) oscillated in 4 organs, the most of any antisense transcript, providing further evidence of its functional relevance. Taken together, the data reflect a vast and diverse set of transcripts regulated by the clock at the organism level.


Data regarding circadian oscillations, including coding and non-coding genes, are available via the World Wide Web (www) bioinf.itmat.upenn.edu/circa, a subset of which is summarized in Table 2, supra.


Example 2: Gene Parameters

The finding from previous multi-organ studies agreed with the data generated above that the vast majority of circadian gene expression is organ-specific (Panda et al., 2002, Cell, 109:307-20: Storch et al., 2002, Nature, 417:78-837), with little overlap of circadian-gene identity between organs (FIG. 2, Panel A). In most organs, expression of circadian genes peaked in the hours preceding subjective dusk or dawn, often in a bi-modal fashion. Heart and lung were notable exceptions, with phase distributions that diverged substantially from other organs. Moreover, those circadian genes expression peaks clustered around subjective dusk or dawn also tended to have the highest average oscillation amplitude, compared to genes with expression peaks at other times of day. Taken together, these data suggest that the body may experience daily “rush hours” of transcription at these critical times. Using the average phase difference between any two organs' shared circadian genes as a distance metric, an ontogenic tree that recovered recognizable organ lineage was constructed (FIG. 2, Panel B) (Edgar et al., 2013, PloS One 8:e66629). Thus, developmentally related organs tended to share genes that oscillate synchronously. Having examined their oscillation patterns, genomic characteristics common to rhythmically-expressed genes was analyzed. Circadian genes clustered physically in the genome (FIG. 2, Panel C). Their lengths tended to be longer than non-rhythmic genes (Mann-Whitney U test p<<10−15; FIG. 2, Panel D). This trend was maintained at the level of 5′UTR, CDS, and 3′UTR (FIG. 8, Panels A-C). These results are in agreement with previous findings about oscillating liver transcripts (Wu et al., 2012, PloS One, 7:e46961). By using gapped, junction-spanning reads to discriminate between expressed spliceforms, it was found that circadian genes had more spliceforms than non-circadian genes (Mann-Whitney U test p<<10-15; FIG. 8, Panels D-F). Furthermore, it was found that the spliceforms expressed by circadian genes, including the identity of the dominant spliceform, tended to differ across organs more than for non-circadian genes. These findings are consistent with the idea that the circadian genes have more regulatory capacity than noncircadian genes. Remarkably, 1,400 genes were phase-shifted with respect to themselves by at least six hours between two organs, with 131 genes completely anti-phased (FIG. 2, Panel E). For example, at dusk, the transcript levels of Vegfa (vascular endothelial growth factor) peaked in brown fat but reached a nadir in heart. Such drastic phase-discrepancies of individual genes between organs have not been reported. The mechanisms for these phenomena are unclear, as the genes did not share any obvious transcription-factor or miRNA-binding motifs. The core clock genes oscillated synchronously, with the peak phases of a given gene falling within 3 hours of each other across all organs (FIG. 9). Several core clock genes did show 1-2 hour phase advances and delays in skeletal muscle and cerebellum, respectively, when compared to other organs. However, these cases were in the minority, and given the limitations in our ability to precisely resolve small (<2 hour) phase differences from data with a 2-hour resolution, their significance remains unclear. This finding indicates that the anti-phased patterns observed in genes like Vegfa are not due to phase-differences between the core clocks of each organ. Rather, these phenomena are due to additional, organ-specific levels of timing regulation positioned between the core clock and these output genes.


Example 3: Pathways

Given the high temporal and spatial resolution of the study, ways in which time and space influenced biological pathways was examined. The Reactome database (Matthews et al., 2009, Nucleic Acids Res., 37:D619-2218) was used as a basis for pathway network and found many pathways enriched for circadian genes both within and across organs (FIG. 10). Several genes oscillated synchronously across all organs, like the core clock genes. For example, Dtx4, a Notch pathway E3 ubiquitin ligase, oscillated in phase with Arnt1 in all organs (FIG. 3, Panel A). It was also noted that genes with “opposite” functions (e.g., activators vs. repressors) often had opposite phases. For example, members of the initial vascular endothelial growth factor (VEGF) signaling cascade oscillated in the heart (FIG. 3, Panel B). These included the primary circulating ligand, Vegfa, and its two principle membrane-bound receptors, Flt1 and Kdr. This cascade regulates angiogenesis, with critical roles in development, cancer and diabetes (Folkman et al., 2007, Nat. Rev. Drug Discov., 6:273-86). At dusk, expression of Vegfa and Kdr in the heart was low, while Flt1 was high. KDR is thought to mediate most of the known cellular responses to VEGF-signaling, while FLT1 is thought to be a decoy receptor (Zygmunt et al., 2011, Dev. Cell, 21:301-1420). Thus, the rhythmic timing of these receptors appears to reflect function, in that FLT1 (the decoy) is present when KDR is not and vice versa.


While members of some systemic pathways, such as the core circadian clock, were expressed in phase across organs, many were not. For instance, expression of the insulin-like growth factor Igf1 oscillated in the liver, peaking in the early subjective night (FIG. 3, Panel C). Since the liver produces nearly all of the circulating IGF1 (Sjögren et al., 1999, Proc. Natl. Acad. Sci. USA, 96:7088-92), IGF-signaling throughout the entire body is likely under clock influence. IGF1 is one of the most potent natural activators of the PIK3-AKT-MTOR pathway, which stimulates growth, inhibits apoptosis, and has a well-known role in cancer (Franke et al., 2008, Oncogene, 27:6473-6488). However, peak expression of Pik3r1, which encodes the regulatory subunit for PIK3, did not occur at the same time across all organs. Instead, there was a steady progression throughout the night spanning nearly ten hours, as it peaked first in liver, then heart, followed by aorta, lung, skeletal muscle, and finally in kidney (FIG. 3, Panel C). Since the core clocks of these organs were in phase with each other, as mentioned earlier, the timing differences of Pik3r1 are most likely driven by some unknown, organ-specific mechanism situated between the core clock pathway and Pik3r1. Some pathways known to function systemically were only rhythmic in a single organ. For example, IGF1's principal membrane-bound receptor, IGF1R, is present in numerous tissues. However, Igf1r expression oscillated only in kidney. In addition to Igf1r, many other membrane-bound receptors that activate the PIK3-AKT-MTOR cascade were also rhythmically expressed only in kidney (FIG. 3, Panel D). These included Erbb2, Erbb3, and Erbb4 (tyrosine kinase receptors), T1r2 (toll-like receptor), Cd19 (antigen receptor), and I17r (cytokine/interleukin receptor). These receptors were all notably in phase with one another, all having peak expression in the subjective mid-day. Thus, there is kidney-specific clock regulation of PIK3-AKT-MTOR signaling, that is distinct from and in addition to the already clock-regulated IGF1 signal coming from the liver.


Example 4: Drug Targets and Disease

Timing is an important but underappreciated factor in drug efficacy. For example, short half-life statins work best when taken before bedtime, as cholesterol synthesis peaks when we sleep (Miettinen et al., J. Lipid. Res., 23:466-7323). The relationship between a target for a marketed drug and a circadian gene was examined. Notably, 56 of the top 100 best-selling drugs in the United States, including all top seven, target the product of a circadian gene (Table 1). Nearly half of these drugs have half-lives less than 6 hours (Table 1), suggesting the potential impact time-of-administration could have on their action. Most of these drugs are not dosed with consideration for body time and circadian rhythms. Furthermore, 119 of the World Health Organization's list of essential medicines target a circadian gene, including many of the most common and well known targets (Table 2). For example, Ptgs1 (cyclooxygenase-1, alias Cox1), the primary target of low dose aspirin therapy used in secondary prevention of heart attacks (Antithrombotic Trialists' Collaboration, 2002, BMJ, 324:71-8624), oscillated in the heart, lung, and kidney (FIG. 4, Panel B). Given that aspirin has a short half-life and that heart attacks have a circadian rhythm (Curtis et al., 2006, Ann. Med., 38:552-9.2), dosing aspirin at an optimal time of the day has great potential. Consistent with this observation, clinical reports have suggested night-time administration of low dose aspirin may be important for its cardio-protective effects (Hermida et al., 2005, Hypertension, 46:1060-8). The data suggest a mechanism for Ptgs1's circadian regulation as well. Mir22 is a micro-RNA predicted to target PTGS1, and its host transcript oscillated anti-phase to Ptgs1 in the heart, lung, and kidney. This miRNA may therefore regulate Ptgs1 function. To test this hypothesis, mir22 mimics were transfected into NIH3T3 cells and knocked down endogenous quantities of PTGS1 protein by 50% (FIG. 11). A slight, non-significant decrease was observed in Ptgs1 mRNA levels in these same samples. These data suggest that mir22 operates on PTGS1 predominantly at the posttranscriptional level, though it remains possible that Ptgs1 is a transcriptional target of the clock through other mechanisms. Beyond drug targets, circadian genes were also enriched among disease-associated genes (Pearson's Chi-square test, p<<10−15; FIG. 4, Panel A), and were highly studied in biomedical research. They received significantly more PubMed citations than non-oscillating genes (Mann-Whitney U test, p<<10−15; FIG. 4, Panel C). Furthermore, oscillating genes were also associated with nearly every major disease funded by National Institutes of Health at significantly higher rates than expected by chance (FIG. 4, Panel D). Cancer, diabetes mellitus type 2, Alzheimer's disease, schizophrenia, Down's syndrome, obesity, and coronary artery disease were most strongly associated with circadian genes. For example, many of these oscillating genes are involved in neurodegeneration, including Fus, Tdp43, alpha synuclein, gamma synuclein, Atxn1, Atxn2, Atxn3, Atxn7, Atxn10, Psen1, and Psen2. These genes are mutated in frontotemporal dementia, ALS, Parkinson's disease, spinocerebellar ataxia, and Alzheimer's disease. They were predominantly rhythmic outside of the brain in peripheral tissues (Psen2 had nearly four-fold amplitude in liver and peaked at subjective day, when mice are going to sleep). Without bounding to a specific theory, it was speculated that promoters for these genes may have evolved sensitivity to global changes in redox state, which varies between day and night (Musiek, et al., 2013, J. Clin. Invest., 123:5389-400). Lending credence to the association between clocks and neurodegeneration are two clinical observations: many patients with neurodegeneration-linked dementia display ‘sundowning’ (behavioral problems in the early evening), and most patients with neurodegeneration eventually develop circadian sleep disorders (Hastings et al., 2013, Curr. Opin. Neurobiol., 23:880-73).


Example 5: Methods for Designing a Formulation

This example generally describes methods for designing a formulation for treating one or more diseases, conditions, or disorders associated with genes that are expressed with circadian rhythms (i.e., genes that oscillate with circadian rhythm). The formulation has regulated release of at least one therapeutic compound such that the compound's release coincides with peak or trough expression of one or more of the compound's target genes and in at least one tissue type.


Initially, a disorder, as well as the therapeutic compounds capable of treating the disorder, are identified. Examples of both disorders and therapeutic compounds are listed in Table 1, supra. Next, target gene(s) for the therapeutic compounds are ascertained. Examples of target gene(s) for various therapeutic compounds are also listed in Table 1. Likewise, the half-lives of exemplary therapeutic compounds are listed in Table 1.


Next, circadian oscillations in transcript expression (including peak expression) for the target genes in specific tissue types are determined. Data regarding circadian oscillations, including coding and non-coding genes, are available via the World Wide Web (www) bioinf.itmat.upenn.edu/circa, a subset of which is summarized in Table 2, supra.


Using the information provided in Tables 1 and 2 as well as known methods well known in the art for making appropriate immediate release and/or time-releases formulations (see, e.g., “Remington: The Science and Practice of Pharmacy” 22nd edition, Allen, Loyd V., Jr. editor, Pharmaceutical Press, Hampshire, UK (2012), which is herein incorporated by reference in its entirety), suitable formulation(s) can be devised that will be useful in treating disease(s), condition(s), or disorder(s) associated with genes that are expressed with circadian rhythms.


When a therapeutic compound has one target gene in one tissue, the formulation is designed so that release (after ingestion of the formulation) of the therapeutic compound coincides with peak or trough expression of the target gene in the target tissue. Consideration of the compound's half-life can also be made such that the compound's release period and plasma levels coincide with expression period of the target gene. For example, once release has begun, a release period may be greatly-extended for a compound having a short half-life so that the compound's activity persists. On the other hand, once release has begun, a release period for the compound may be immediate or shortly-extended for a compound having a long half-life.


Likewise, consideration of the target gene's expression period can be made when designing the formulation to ensure coincidental release of the compound with a substantial fraction of the gene's expression. For example, if a target gene is expressed over a long period, then a release period of the compound (once release has begun) could be extended. On the other hand, a release period of the compound (once release has begun) may be immediate or shortly-extended for a target gene with a short expression period.


In some cases, it may be advantageous for the formulation to release the compound in two (or more) portions such that formulation is designed to initially release a first portion of the compound and later release a second portion. This would be advantageous, for example, when the compound has a short half-life and/or the target gene has a long expression period.


A given therapeutic compound may have more than one target gene in one tissue. If the expression periods of the more than one target genes do not precisely coincide, it may be necessary to design a formulation to release the compound in two (or more) portions, with a first portion acting upon the earlier-expressed target gene and a second portion acting at the later-expressed target gene such that the formulation is designed to release a first portion of the compound before releasing a second portion. Again, as described above, consideration of the compound's half-life and/or the lengths of the target genes' expression periods can be made when designing such formulation(s).


Other therapeutic compounds may have a target gene that is differentially expressed in more than one tissue type. If the expression of the target gene do not precisely coincide between tissue types, it may be necessary to design the formulation to release the compound in two (or more) portions, with a first portion acting at the tissue type having earlier-expression of the target gene and a second portion acting at the tissue type having the later-expressed target gene. Here, the formulation is designed to release a first portion of the compound prior to releasing a second portion. Again, as described above, consideration of the compound's half-life and/or the lengths of the target genes' expression periods can be made when designing such formulation(s).


Some therapeutic compound(s) may have two (or more) target genes that are differentially expressed in more than one tissue type. If the expression periods of the target genes do not precisely coincide between tissue types, it may be necessary to design the formulation to release the compound in two (or more) portions, with a first portion affecting the target gene having earlier-expression and a second portion affecting the later-expressed target gene such that the formulation is designed to release a first portion of the compound before releasing a second portion. Again, as described above, consideration of the compound's half-life and/or the lengths of the target genes' expression periods can be made when designing such formulation(s).


Additionally, formulation(s) may be designed to include more than one therapeutic compound. The more than one therapeutic compound may have two (or more) target genes that are differently expressed, in time and/or in tissue types, such that it may be necessary to design the formulation to release the compounds sequentially with a first-released compound affecting the earlier-expressed target gene and a second-released compound affecting the later-expressed target gene. Again, as described above, consideration of the compounds' half-lives and/or the lengths of the target genes' expression periods can be made when designing such formulation(s).


Formulations may also be designed such that one therapeutic compound is released coincidental with peak or trough expression of its target gene and a second therapeutic compound is released at times that may be independent of its target gene's peak or trough expression. In such formulations, the second therapeutic compound may have effects (intended or side effects) that can be minimized by controlling the time of the compound's release. For example, a compound that has a stimulatory effect should be released when a subject is awake rather than when the subject is trying to sleep, and a compound that has a diuretic activity should likewise be released when a subject is awake. On the other hand, a compound that is soporific should not be released with the subject is awake. Additionally, release of one or more compounds may be delayed to avoid activity of an enzyme that metabolizes one or more of the compounds.


Formulations can also be designed including more than two (e.g., three, four, five, or more) therapeutic compounds. In such formulations, each therapeutic compound may have a distinct target gene or there may be overlap in target genes and/or each therapeutic compound may have a target gene expressed in a distinct tissue type or there may be overlap in tissue types. Moreover, target gene may be expressed coincidentally in each tissue type or its expression may differ between tissue types. Again, as described above, for formulations containing more than two therapeutic compounds, consideration of the compounds' half-live and/or the lengths of the target genes' expression periods can be made when designing such formulation(s).


Example 6: Methods for Designing a Formulation to Induce Dipping in Non-Dippers Containing an Angiotensin Receptor Blocker (ARB) Plus a Beta Blocker or an Acetylcholinesterase (ACE) Inhibitor Plus a Beta Blocker

“Dipping” is defined as a 10% or more drop in nighttime blood pressure relative to daytime blood pressure. A night time dip in blood pressure is normal and desirable, and the absence of a night time dip is associated with poorer health outcomes, including increased mortality. Additionally, nocturnal hypertension is associated with end organ damage.


Worldwide, there are 300-400 million non-dippers, roughly 10% of which live in the U.S., Europe, and Japan, and these non-dippers would benefit from a treatment that induces a dip in blood pressure.


Taking an angiotensin receptor blocker (ARB) or an acetylcholinesterase (ACE) inhibitor before bedtime is known to cause a drop in blood pressure. In a trial of bedtime administered Valsartan (an ARB), a 10 mmHg better result (bedtime, −21/−14, awakening, −13/−8, net 8 mmHg/6 mmHg) than the awakening group was observed. However, these results are less than the 10% drop in blood pressure required to be considered a dip. Thus, current treatment methods are insufficient to induce a dip in non-dippers.


To address this insufficiency, a formulation is designed that combines an ARB (e.g., Valsartan and Losartan) and a beta blocker (e.g., Metoprolol and Timolol) or an ACE inhibitor (e.g., Enalapril and Ramipril) with a beta blocker (e.g., Metoprolol and Timolol) to improve blood pressure dip in non-dippers.


As shown in Table 1, the target gene for Valsartan and Losartan is Agtr1a (also known as AGTR1) and as shown in Table 2, peak expression of Agtr1a in heart and kidney tissue type (tissues relevant to blood pressure dipping) occurs at circadian time 6 and its period extends for 12 hours. The minimum reported half-lives of Valsartan and Losartan are each one hour (see Table 1). Therefore, to effectively target peak expression of Agtr1a in heart and kidney, the formulation should be designed to initially release Valsartan or Losartan 2 hours after an at-bedtime administration and release should continue for 12 hours.


As shown in Table 1, the target gene for Enalapril and Ramipril is Ace, and as shown in Table 2, peak expression of Ace in lung and heart tissue types (tissues relevant to blood pressure dipping) occurs at circadian time 12 and its period extends for 12 hours. The minimum reported half-lives of Enalapril and Ramipril are each 2 hours (see Table 1). Therefore, to effectively target peak expression of Ace in heart and lung, the formulation should be designed to initially release Enalapril and Ramipril 8 hours after an at-bedtime administration and release should continue for 12 hours.


Additionally, as shown in Table 1, the target genes for Metoprolol or Timolol is Adrb1 and Adrb2, and as shown in Table 2, peak expression of Adrb1 in the lung tissue type (tissue relevant to blood pressure dipping) occurs at circadian time 6 and its period extends for 12 hours while peak expression of Adrb2 in lung and skeletal muscle tissue types (tissues relevant to blood pressure dipping) occurs at circadian time 12 and its period extends for 12 hours. The minimum reported half-life of Metoprolol is three hours (see Table 1). Therefore, to effectively target peak expression of Adrb1 and Adrb2 in the lung and skeletal muscle, the formulation should be designed to initially release Metoprolol 2 hours after an at-bedtime administration and release should continue for 12 hours.


Specific features of suitable formulations which allow extended-release or delayed-release of Valsartan/Losartan and Metoprolol or Enalapril and Ramipril and Metoprolol are known or can readily be ascertained by a skilled artisan in the field of pharmacology and can be found in a tome relevant to this field, see, e.g., “Remington: The Science and Practice of Pharmacy” 22nd edition, Allen, Loyd V., Jr. editor, Pharmaceutical Press, Hampshire, UK (2012).


Example 7: Methods for Designing a Formulation Containing and Angiotensin Receptor Blocker Plus an Extended-Release or Delayed-Release Diuretic

Hypertension is often treated using therapies that include more than one active agent. For example, a commonly-used hypertension therapeutic is Diovan HCT® (Novartis, Basel, CH), which is a combination of an ARB (Valsartan) and a diuretic (hydrocholorthiazide, “HCT”). However, treatment with Diovan HCT® is problematic. While there is evidence that ARBs work better at night, the side effects of a diuretic, i.e., frequent urination, make a night-time release of the diuretic from Diovan HCT® undesirable. Instead, it would be better for the ARB to work at night and the diuretic work during the day. Thus, there is a need for a single-dose formulation that includes night-time release of an ARB and a daytime release of a diuretic.


To address this need, a suitable formulation is designed that combines an ARB (e.g., Valsartan and Losartan) and a diuretic (e.g., hydrocholorthiazide) to provide night-time release of the ARB and daytime release of the diuretic.


As shown in Table 1, the target gene for Valsartan and Losartan is Agtr1a (also known as AGTR1) and as shown in Table 2, peak expression of Agtr1a in heart and lung tissue type occurs at circadian time 6 and its period extends for 12 hours. The minimum reported half-lives of Valsartan and Losartan are each one hour (see Table 1). Therefore, to effectively target peak expression of Agtr1a in heart and lung, the formulation should be designed to initially release Valsartan or Losartan 2 hours after an at-bedtime administration and release should continue for 12 hours.


Likewise, as shown in Table 1, the target genes for hydrocholorthiazide are Car4, Cart, Car12, Car9 (also known as Ca4, Cat, Ca12, and Ca 9, respectively), and Slc12a2 and their peak expressions are at circadian times 6 to 12. Because hydrocholorthiazide is a diuretic, it is preferable to have it active when a subject is awake, when frequent urination is less troublesome. Therefore, the formulation is designed such that the hydrocholorthiazide is released independent of its target genes peak expressions. Specifically, the formulation is designed to initially release hydrocholorthiazide six to eight hours following an at-bedtime administration. Hydrocholorthiazide has a half-life of 5.6 hours (see Table 1). Therefore, the formulation can immediately release its hydrocholorthiazide or its release can continue for 12 hours using extended-release formulations, delayed-release formulations, or combination thereof.


Specific features of formulations which allow extended-release or delayed-release of Valsartan/Losartan and hydrocholorthiazide are known or can readily be ascertained by a skilled artisan in the field of pharmacology.


Example 8: Methods for Designing a Formulation Containing an Extended-Release or Delayed-Release Fibrate

Fibrates are a class of drugs used to treat hyperlipidemia and hypertriglyceridemia. They act by activation of PPARs, principally the target gene PPARα in the liver. Fibrates are typically taken multiple times per day, usually with meals. For example, Bezafibrate is taken three times per day at 200 mg and Gemfibrozil is taken twice per day at 600 mg.


However, as shown in Table 2, PPARα exhibits a pronounced circadian rhythm, which peaks in the middle of the night. Additionally, lipoprotein lipase, a target of fibrates, also exhibits a nighttime cycling of activity. Because the target genes of fibrates have peak expression at night, it may be unnecessary to administer it during the day. Thus, a single-dose formulation which directs release of a fibrate during peak expression of PPARα is desirable.


As shown in Table 2, peak expression of PPARα in the liver occurs at circadian time 8 and its period extends for 8 hours, and as shown in Table 1, the minimum reported half-lives of Bezafibrate and Gemfibrozil are one hour and one and a half hours, respectively. Therefore, in order to effectively target peak expression of PPARα in liver, the formulation should be designed to initially release Bezafibrate or Gemfibrozil 4 hours after an at-bedtime administration and release should continue for 8 hours.


Specific features of formulations which would allow extended-release or delayed-release of Bezafibrate or Gemfibrozil are known or can readily be ascertained by a skilled artisan in the field of pharmacology.


Example 9: Methods for Designing a Formulation Containing a Short Acting Fibrate and a Short Acting Statin

Fibrates and statins are often taken together to treat dyslipidemia. There is clinical evidence that short acting statins work better when taken at night, and, as described in Example 5, supra, fibrates may also work better at night. Despite this, current recommendations suggest that the two classes of medicines be taken separately, with fibrates taken in the morning and statins taken at night, possibly because certain commonly-prescribed fibrates (e.g., Gemfibrozil) and statins (e.g., Simvastatin) are metabolized by the same enzymes, Cyp3a4. Consequently, when taking a fibrates in combination with a statin, levels of statins can remain high, and myopathies and rhabdomyolysis (breakdown of muscle fibers) can occur more frequently. Thus, a single-dose formulation that overcomes this drug interaction is warranted. For example, a formulation containing a short acting fibrate (i.e., Gemfibrozil), whose target gene's expression peaks approximately four hours earlier at night than the target gene of a short acting hydrophilic statin (i.e., Fluvastatin).


Peak expression of Gemfibrozil's target gene, PPARα, occurs at circadian time 8 in the liver with its expression extending for 8 hours, and Gemfibrozil's half-life is one and a half hours. Therefore, to effectively target peak expression of PPARα in liver, a suitable formulation to treat dyslipidemia should be designed to initially release Gemfibrozil 2 hours after an at-bedtime administration and release should continue for 6 hours.


As shown in Table 1, the target gene for Fluvastatin in the liver is Hmgcr. Peak expression of Hmgcr occurs four hours following peak expression of PPARα. As shown in Table 2, Hmgcr expression period extends for 12 hours. Likewise, as shown in Table 1, the half-life of Fluvastatin is three hours. Therefore, to effectively target peak expression of Hmgcr in liver and avoid interactions Gemfibrozil, the formulation should be designed to initially release Fluvastatin 6 hours after an at-bedtime administration and release should continue for 12 hours.


Specific features of formulations which allow extended-release or delayed-release of Gemfibrozil and Fluvastatin are known or can readily be ascertained by a skilled artisan in the field of pharmacology.


Example 10: Methods for Designing a Formulation Containing Delayed-Release, Immediately-Released Niacin

Niacin and extended-release formulations of niacin, e.g., Niaspan, are often taken to treat dyslipidemia. Niacin is typically given at high dosage, 500 mg (normal dietary intake is 15 mg for adults), to achieve its lipid lower effects. At these concentrations, flushing and liver function abnormalities can occur. In a Niaspan trial, half of patients taking 1000 mg dosage withdrew before the study was completed.


However, as shown in Table 2, Niacr1, a receptor for niacin as shown in Table 1, exhibit a pronounced circadian rhythm, which peaks after bedtime. Because the target genes of niacin have peak expression at night, it may be unnecessary to administer it during the day and thereby avoid niacin's side effects (e.g., flushing) during waking hours. Thus, a single-dose formulation which directs release of niacin after bedtime and/or at peak expression of Niacr1 is desirable; in particular, a delayed release, rather than extended-release, formulation of niacin, which could be taken at a reduced dosage (<500 mg).


As shown in Table 2, peak expression of Niacr1 in the adrenal tissues occurs at circadian time 4 and its period extends for 8 hours. Therefore, in order to effectively target peak expression of Niacr1 in the adrenal, the formulation should be designed to initially release niacin about 4 hours after an at-bedtime administration and immediate-released at that time.


Specific features of formulations that would allow delayed-release of niacin are known or can readily be ascertained by a skilled artisan in the field of pharmacology.


Example 11: Methods for Designing a Formulation Containing Immediately-Released Niacin and a Short Acting Statin

Niacin and extended-release niacin formulations are often taken with a statin to treat dyslipidemia. As noted in Example 7, the high doses required to achieve niacin's lipid lower effects cause unwanted side effects. Also, as mentioned above, Niacr1 (also known as HCAR2) exhibit a pronounced circadian rhythm, which peaks after bedtime. Because the target genes of niacin have peak expression at night, administer niacin at bedtime could avoid niacin's side effects (e.g., flushing) during waking hours. As shown in Table 1, the half-life of niacin is 0.33 hours.


As shown in Table 1, the target gene for Cerivastatin, Fluvastatin and Simvastatin (three statins with half-lives of less than three hours) in the liver is Hmgcr. Peak expression of Hmgcr occurs in the liver at circadian time 12. Thus, administering a statin at bedtime and releasing the statin thereafter will allow the statin to act when its target's expression has peaked. Moreover, peak expression of Niacr1 occurs in the adrenal tissue at circadian time 4, which is 8 hours before peak expression of Hmgcr.


Therefore, to effectively target peak expression of Hmgcr in liver and avoid interactions niacin, a formulation should be designed to initially release niacin about 2 hours after an at-bedtime administration and the statin should be released 6 hours after administration.


Specific features of formulations which would allow delayed-release of niacin and/or a statin are known or can readily be ascertained by a skilled artisan in the field of pharmacology.


The disclosures of each and every patent, patent application, and publication cited herein are hereby incorporated herein by reference in their entirety. While this invention has been disclosed with reference to specific embodiments, it is apparent that other embodiments and variations of this invention may be devised by others skilled in the art without departing from the true spirit and scope of the invention. The appended claims are intended to be construed to include all such embodiments and equivalent variations.

Claims
  • 1. A method of treating high blood pressure, congestive heart failure, or post-myocardial infarction in a subject in need thereof, the method comprising administering to the subject once a day at the subject's bedtime a formulation providing coordinated release of nifedipine and valsartan, the formulation comprising: an effective amount of nifedipine formulated for immediate release; andan effective amount of valsartan formulated for delayed releasewherein the release of valsartan is delayed 2-4 hours.
  • 2. The method of claim 1, wherein the formulation is administered at the time of peak expression of at least one target gene of nifedipine.
  • 3. The method of claim 2, wherein the target gene for nifedipine is selected from the group consisting of Cacna1c, Cacna1 h, Kcna1, Cacna2d1, Cacna1s and Cacna1d.
  • 4. The method of claim 1, wherein the release of valsartan coincides with peak expression of at least one target gene for valsartan.
  • 5. The method of claim 4, wherein the target gene for valsartan is agtr1a.
CROSS-REFERENCE TO RELATED APPLICATIONS

The present application is a continuation of, and claims priority to, U.S. patent application Ser. No. 15/520,317, filed Apr. 19, 2017, which is a 35 U.S.C. § 371 national phase application from, and claims priority to, International Application No. PCT/US2015/056232, filed Oct. 19, 2015 and published under PCT Article 21(2) in English, which claims priority to U.S. Provisional Patent Application No. 62/122,525, filed Oct. 23, 2014, all of which applications are incorporated herein by reference in their entireties.

STATEMENT REGARDING FEDERALLY SPONSORED RESEARCH OR DEVELOPMENT

This invention was made with government support under grant number 5-R01-HL097800 awarded by the National Heart, Lung, and Blood Institute and under grant number 12-DARPA-1068 awarded by the Defense Advanced Research Planning Agency. The government has certain rights in the invention.

Provisional Applications (1)
Number Date Country
62122525 Oct 2014 US
Continuations (1)
Number Date Country
Parent 15520317 Apr 2017 US
Child 17153622 US