SYSTEMS AND METHODS FOR GENOMIC AND GENETIC ANALYSIS

Information

  • Patent Application
  • 20210202037
  • Publication Number
    20210202037
  • Date Filed
    December 23, 2019
    5 years ago
  • Date Published
    July 01, 2021
    4 years ago
  • CPC
    • G16B30/10
    • G16B20/40
    • G16H20/00
    • G16H70/60
    • G16H10/40
    • G16B20/20
  • International Classifications
    • G16B30/10
    • G16B20/40
    • G16B20/20
    • G16H70/60
    • G16H10/40
    • G16H20/00
Abstract
The present invention relates to a method for genomic and/or genetic analysis of a human nucleic acid sample, the method comprising the steps of providing a group of human reference genomes; testing of the human nucleic acid sample for sex and/or ancestry; selecting one or more population-specific human reference genomes, PHREGs, from the group of human reference genomes on the basis on the results of the sex and/or ancestry test; and aligning the human nucleic acid sample to the selected PHREGs; and variant calling against the selected PHREGs. The present invention also provides respective computer systems and computer programs.
Description

The present invention relates to systems and methods for genomic and genetic analysis of a human nucleic acid sample.


BACKGROUND OF THE INVENTION
Next-Generation Sequencing (NGS)

Next-generation sequencing, also known as high-throughput sequencing, is a routine method for the high-throughput and parallel sequencing of nucleic acid fragments which is well known to the person skilled in the art. The equipment and methodology of next-generation sequencing is commercially available from diverse suppliers (see, e.g., www.illumina.com).


Next-generation sequencing is the catch-all term used to describe a number of different modern sequencing technologies including:

    • Illumina (Solexa) sequencing
    • Ion torrent: Proton/PGM sequencing
    • SOLiD sequencing.


NGS technologies produce high-quality DNA sequences (“reads”). These reads are substantially shorter than the reads produced by the capillary-based Sanger sequencing technology (650-1000 bp), developed by Frederick Sanger and colleagues in 1977, which was the most widely used sequencing method for approximately 30 years. Sanger reads are produced in low-throughput with high costs, while the NGS methods produce much shorter reads (25-500 bases) at moderate costs. However, the total number of base pairs sequenced in a NGS run is orders of magnitude higher. These two factors cause many new informatics challenges, including the ability to process these millions or even billions of short NGS reads. The reads are usually processed in one of two ways: either they are mapped back to their correct locations in an existing backbone/reference sequence, building a sequence that is similar but not necessarily identical to the backbone sequence (called “read mapping”), or they are built into a new sequence (called “de novo assembly”).


The primary advantage of read mapping back to a reference genome as opposed to de-novo assembly is that it greatly simplifies the process of genome inference. While assembly needs to discover the entire genomic sequence and gives rise to many ambiguities, reference-based resequencing only needs to discover a sample's differences from the reference. In terms of complexity and time requirements, de novo assemblies are orders of magnitude slower and more memory intensive than mapping assemblies.


Read mapping is the first and most fundamental step in NGS analysis pipelines that aim to discover the variation of a newly sequenced human genome (or fractions of it, like the exome or a small targeted panel of genes) with respect to the previously sequenced human reference genome.


Read mapping is also used to align these millions or billions of short NGS reads to detect the coverage (the number of reads at a particular position/locus) which is a key quality parameter of the NGS experiment and all further derived conclusions.


The Human Reference Genome (HRG)

In February 2001 the Human Genome Project, a U.S. federal government effort, together with Celera Genomics, a private company, successfully completed drafts of the entire human genome, which was revised several times subsequently [Lander et al. 2001, Venter et al. 2001, Church et al. 2011]. Over a number of years, the genome assembly has steadily improved and new versions (“builds”) have been released, to the point that the current Genome Reference Consortium (GRC) human genome assembly, GRCh38 [Schneider et al. 2017], is arguably the best assembled mammalian genome in existence, with just 875 remaining assembly gaps and fewer than 160 million unspecified “N” nucleotides (as of GRCh38.p8), whereas the first version had ˜150,000 gaps [Editorial (October 2010). “E pluribus unum”. Nature Methods. 7 (5): 331. doi:10.1038/nmeth0510-331].


The HRG is the single most important resource used in human genetics and genomics today. It acts as a universal coordinate system and as such is the space in which annotations (genes, promoters, etc.) and genetic variants are described[Harrow et al. 2012; ENCODE, 2012; 1000 Genomes Project Consortium, 2012]. It is also the reference for the read alignment step in next-generation sequencing analysis pipelines. Downstream of this mapping, it is used for functional assays and variant calling pipelines [Li H & Durbin 2009; DePristo et al., 2011].


The initial build of the HRG was composed of DNA sequences from a small cohort of thirteen anonymous DNA donors who had volunteered in Buffalo, N.Y. with primarily European origins [Snyder et al]. Donors were recruited by advertisement in the Buffalo News, on Sunday, Mar. 23, 1997. The first ten male and ten female volunteers were invited to make an appointment with the project's genetic counselors and donated blood from which DNA was extracted. As a result of how the DNA samples were processed, about 80 percent of the reference genome came from eight people. One male, designated as RP11, accounted for 66 percent of the total.


To identify and resolve larger assembly issues, e.g. complex regions containing large-scale duplications and structural variations, sequence data from new genome mapping technologies and single haplotype resources originating from new donors have been brought into the most recent builds. At the time of filing the present application, GRCh38 contains sequences from about 50 different individuals, see http://www.bio-itworld.com/2013/4/22/church-on-reference-genomes-past-present-future.html.


Limitations of the HRG

1. The HRG is Linear


The human DNA is packaged into physically separate units called chromosomes. Humans are diploid organisms, containing two sets of genetic information, one set inherited from the mother and one from the father. Thus, each somatic cell has 22 pairs of chromosomes called autosomes (one member of each pair from each parent) and two sex chromosomes (an X and a Y chromosome in males and two X chromosomes in females). Each chromosome contains a single very long, linear DNA molecule. In the smallest human chromosomes, this DNA molecule is composed of about 50 million nucleotide pairs; the largest chromosomes contain about 250 million nucleotide pairs.


The diploid human genome is thus composed of 46 single DNA molecules of 24 distinct types. Because human chromosomes exist in pairs that are almost identical, only 3 billion nucleotide pairs (the haploid genome) needed to be sequenced to gain complete information concerning a representative human genome. The human genome is thus said to contain 3 billion nucleotide pairs, even though most human cells contain 6 billion nucleotide pairs. The haploid human genome consists of 22 autosomal chromosomes and the Y and the X chromosomes.


Each of the chromosomes represents a single DNA molecule, a sequence of millions of nucleotide bases. These molecules are linear, so one might expect that each chromosome should be represented by a single, continuous/linear nucleic acid sequence. Unfortunately, this is not the case for two main reasons: 1) because of the nature of genomic DNA and the limitations of sequencing methods, some parts of the genome remain unsequenced, and 2) some regions of the genome vary so much between individual people that they cannot be represented as a single continuous sequence. However, the HRG is represented as 24 linear DNA sequences consisting of the normal bases (A, C, T or G) with gaps represented as a series of “N”s clearly showing the position of gaps in the assembly.


The primary goal of the Human Genome Project was to produce a single representative sequence albeit with regions of uncertainty—that is, a single “scaffold”—for each physical chromosome. It also included a handful of alternate scaffolds representing allelic variation (different versions of the DNA bases present at a SNP locus are referred to as alleles), but they had no formalized relationship to the main scaffold. Recognizing that some highly polymorphic regions of the genome were particularly poorly represented by a single reference sequence, a formal model to introduce representative alternate versions of highly variable regions was added starting with GRCh37 [Church et al. 2011]. Sequences in the form of kilobase to multi-megabase “alternate locus scaffolds” were described relative to the “primary” (haploid) assembly, anchored to locations along the primary scaffolds. In the assembly at the time of filing the present application (GRCh38.p9), these cover 178 regions and total 261 linear sequences [Paten et al. 2017].


Another complicating factor is that the HRG was deduced in the original international genome sequencing project from a collection of DNAs from multiple anonymous individuals. Thus, the resulting HRG is really a randomly mixed conglomerate, a haploid mosaic of different DNA sequences, that, in some cases, may be impossible to represent correctly as a single linear sequence.


2. The HRG is Certainly not Disease Free


Chen & Butte (2011) identified 3,556 disease-susceptible variants including 15 rare variants (Major Allele Frequency <1%) in the HRG. Using a curated, high-quality quantitative human disease-SNP association database, the authors assessed the likelihood ratio of increased risk over healthy population on 104 diseases for the reference genome and found high risk for type 1 diabetes, hypertension and other disorders. This provides clear evidence that the HRG does not represent a regular person and is certainly not disease free. Although it has dramatically accelerated the analysis of personal genome sequencing efforts, focusing on variants different from the reference genome will likely miss many disease causal variants including rare variants [Chen & Butte 2011].


3. Reference Allele Bias Towards European Ancestry


A major challenge in using the HRG assemblies in prior art NGS analysis pipelines is the fact that they are derived from DNA samples from a relatively small number of anonymous donors with a bias towards European ancestry and therefore represent a small sampling of the broad array of human genetic variation.


Despite the relative effectiveness and ubiquity of the reference as a coordinate system for the majority of the genome, there is increasing concern that using the HRG as a lens to study all other human genomes excludes a great deal of common human variation and introduces a pervasive reference allele bias [Petrovski et al. 2016, Paten et al. 2017]. Reference allele bias is the tendency to over-report alleles present in the reference genome and under-report other alleles whose underlying DNA does not match a reference allele [Degner et al. 2009, Brandt et al. 2015].


This bias arises chiefly during the read mapping and alignment step in resequencing experiments. To map correctly, reads must derive from genomic sequence that is both represented in the reference and similar enough to the reference sequence to be identified as the same genomic element. When these conditions are not met, mapping errors introduce a systematic blindness to the true sequence [Paten et al. 2017]. Reference allele bias also has the potential to affect some genetic subpopulations and some regions of the genome more than others, depending on the ancestral history of the reference genome at each locus bias [Petrovski et al. 2016, Paten et al. 2017]. Highly polymorphic regions such as HLA genes are especially susceptible to the effects of reference allele bias [Nielsen et al. 2011], particularly when a single reference genome is used as an index for the alignment of NGS reads. In this situation, many true variants fail to be identified because they are present in haplotypes that differ from the genome used as index, and thus reads generated from these regions are not aligned and are lost [Brandt et al. 2015].


As described above, reference bias is a known issue in human genome resequencing using the HRG for variant detection, and modifications to the reference can improve calling accuracy and interpretability [Fakhro et al. 2016]. One approach to mitigate this issue is to modify variant prevalence information early on in the genome-interpretation process by modifying the reference genome, such that variants discovered in the genome are the minor allele in the population [Dewey et al., 2011]. This modification to the reference results in a streamlined analysis workflow, as the number of false positives can be reduced and fewer variants need to be interpreted [Fakhro et al. 2016].


The Future: Graph-Based Reference Structures/Genome Graphs

There is increasing recognition that a single, haploid reference genome is a poor universal reference structure for human genetics and genomics, because it represents only a tiny fraction of human variation: there exist variants and annotations that can not easily be described with respect to the reference genome [Horton et al. 2008, Pei et al. 2012]. Furthermore, as a target for read mapping and interpretation, it introduces a reference allele bias as described above. To mitigate these issues, recent versions of the reference genome assembly, such as the human genome assembly at the time of filing the present application (GRCh38.p9), have included “alternate locus” sequences (“alts”): additional multiple sequence representations of regions of the human genome considered to be highly polymorphic, anchored at their ends to locations within the “primary” (haploid) reference assembly. Such a structure, which contains multiple partially-overlapping sequence paths, can be considered a form of a mathematical graph: a genome graph [Novak et al. 2017].


Graphs have a longstanding place in biological sequence analysis, in which they have often been used to compactly represent an ensemble of possible sequences. As a rule, the sequences themselves are implicitly encoded as walks in the graph. This makes graphs a natural fit for representing reference cohorts, which are by their nature ensembles of related sequences [Paten et al. 2017]. The graph contains not only the sample's approximate sequence, but also many of its specific variants.


Genome graphs are expected to produce improvements in read mapping, variant calling, and haplotype determination. It is anticipated that graph-based references will supplant linear references in humans and in other applications where cohorts of sequenced individuals are available [Novak et al. 2017]. Various projects are underway to build and apply these genome graphs. Genome graphs can now be built from libraries of common variants, and some tools, though still experimental, illustrate the huge potential of the graph-based approach.


Despite the theoretical advantages, research on variant calling using genome graphs is still relatively nascent. There is a number of questions yet to be tackled. How should duplications and repeats be represented? How can one best map to a graph? How should short variants whose homologies are unclear be parsed? How can graphs be used to enable a more comprehensive taxonomy of variation? These questions all represent open avenues for future research.


To be useful in practice, genome graphs must be able to translate their promised reduction in reference bias into measurable improvements in variant calling over established methodologies. Accordingly, developing variant calling algorithms for genome graphs is currently an important research frontier.


The Qatar Genome (QTRG)

Qatar is a small peninsula on the Persian Gulf with a total population of approximately 300,000 Qatari citizens. Qataris have one of the highest rates of consanguineous marriages in the world, which is still increasing, and the rate of endogamous marriage in Qatar approaches ˜100%. All these factors together with the large family size are the main reasons for the high rate of indigenous genetic diseases, which represent a financial burden on the Qatari budget. These factors triggered the Qatari government to seek a means to protect their own people from the threat of genetic diseases [Zayed 2016].


Government officials decided to launch the Qatar genome project (QGP) in 2013 (http://www.gulf-times.com/story/374345/Qatarlaunches-genome-project). The intent of the project was to sequence the genome of each Qatari citizen in an effort to protect Qataris from the high rate of indigenous genetic diseases by allowing the mapping of disease-causing variants/rare variants and establishing a Qatari reference genome as a path towards personalized medicine. The final goal of the project is to apply the information to clinical practice and to allow this approach to become a routine part of the Qatari healthcare system [Zayed 2016]. To achieve the expected clinical application promise of the QGP, several serious challenges must be met, including reaching high variant-calling sensitivity and accuracy [Kobodt 2010].


To facilitate precision medicine in regions of the Middle East and North Africa, a population-specific genome, custom tailored to disease research in the indigenous Arab population of Qatar (QTRG) was constructed by incorporating allele frequency data from whole genome sequencing of 1,161 Qataris, representing 0.4% of the population. A total of 20.9 million single-nucleotide polymorphisms (SNPs) and 3.1 million inDels (insertions and deletions) were observed in Qatar, including an average of 1.79% novel variants per individual genome [Fakhr et al. 2016].


1000 Genomes Project (1 kG)

The 1000 Genomes Project was formed in 2008 to sequence and generate a catalog of human genetic variation (with respect to HRG GRCh37) and haplotypes from the genomes of at least 1,000 people around the world (hence the name the 1000 Genomes Project). The current phase 3 analysis of the project contains 2,504 individuals from 26 populations and defined 5 so-called super-populations, which are formed as unions of 4 to 7 populations each [1000 Genomes Project Consortium et al. 2015]. This haplotype resource at finer scales will facilitate the understanding of genetic variation at genomic and geographic levels [Baye, 2011].


Objectives of the Invention

Recent advances in NGS technologies allow for quick and cheap DNA and RNA sequencing, and as such have revolutionized the study of genomics and molecular biology. Genome sequencing projects for healthy and disease cohorts have identified numerous functional or disease-associated genomic variants, which can give clues about therapeutic targets or genomic markers for novel clinical applications.


Genetic variant calling is predominantly based on alignment of raw sequence reads against a reference genome (read mapping). This alignment-based approach has many limitations including incompleteness of genome assembly [Meyer, L. R. et al., 2013], structural variations existing in the genomes of normal individuals [Sudmant et al., 2015], sequencing errors in reads, and interference of single-nucleotide polymorphisms (SNP) on read mapping [Iqbal, Z. et al., 2012].


Currently, at the time of filing the present application, read mapping against the linear HRG is the standard approach and is expected to remain the standard in clinical NGS analysis pipelines and resequencing human individuals, due to the relative effectiveness and ubiquity of the HRG as a coordinate system for the majority of the genome. In addition (and in contrast to the nascent state of genome inference using genome graphs), many successful methodologies have been published for calling variants using the linear reference genome [Nielsen et al. 2011].


However, as described above, one major issue is bias in the HRG, ignoring prior information about genetic variation within the species. At present, the issue is typically solved by modifying the reference genome, such that variants called against the modified reference genome are the minor allele in the population.


The success of clinical genomics using NGS technologies requires the accurate and consistent identification of personal genome variants. A prerequisite for these objectives is accurate read mapping (alignment) and later variant calling.


One objective of the invention is the detection of new biomarkers, in particular genetic variants such as single-nucleotide variants (SNVs), insertions and deletions (inDels), copy number variations (CNV) and structural variants (SVs), e.g. chromosomal translocation, inversion, duplication, large inDels, for the usage of next-generation sequencing in human genome research.


Another objective is to increase the accuracy and confidence of the existing NGS based biomarkers e.g. as used for cancer treatment where the technique is used for analyzing the tumor cells and their damaged DNA.


DISCLOSURE OF THE INVENTION

In accordance with a first aspect of the invention, the present invention provides a method for genomic and/or genetic analysis of a human nucleic acid sample comprising the following steps:

  • a) providing a group of human reference genomes;
  • b) testing of the human nucleic acid sample for sex and/or ancestry;
  • c) selecting one or more population-specific human reference genomes (PHREGs) from the group of human reference genomes on the basis of the results of the sex and/or ancestry test in step b); and
  • d) aligning the human nucleic acid sample to the PHREGs selected in step c).


“Population-specific human reference genomes” (PHREGs) are understood in the following as ancestry-specific reference genomes and sex-specific reference genomes. PHREGs minimize the reference bias considerably and improve the alignment accuracy, and, if variant calling is performed subsequently, the variant calling accuracy. Advantageously, the invention does not only improve the precision of the alignment, but also improves calculation speed, the number of correctly aligned reads and the number of calculation steps of the alignment. The benefit of using PHREGs in the genomic and/or genetic analysis of a human nucleic acid sample can also result in an improved read coverage depth and can be assessed by an improved variant calling sensitivity.


In the context of the present invention, the term “human nucleic acid sample” generally means any nucleic acid sample which is isolated from a human sample. The human nucleic acid sample may in particular include NGS reads as defined in more detail below.


The human nucleic acid sample may generally comprise samples from all kind of standard biochemical, molecular and/or cell biological procedures which are suitable for the preparation of human nucleic acid. Such procedures comprise paracentesis, biopsy, liquid biopsy, cell free DNA isolation kits, or the like. The human nucleic acid sample may be or be derived from all kinds of suitable sources, including, but not limited to, body fluids, mucosa, tissues, tissue extracts or cells or any combination thereof. The human nucleic acid sample may also be a control sample derived from all kinds of suitable sources. The human nucleic acid sample may e.g. comprise blood samples, blood plasma samples, urine samples, tumor samples, possibly including undesired artefacts caused by the fixation in the tissue handling procedure FFPE (formalin-fixed paraffin-embedded tissue or formaldehyde-fixed paraffin-embedded tissue).


The human nucleic acid sample may in particular comprise DNA, RNA and/or size fractionated total DNA or RNA. Providing DNA from a sample of interest may include one or more biochemical purification steps such as, e.g., centrifugation, lysis and/or fractionation steps, cell lysis by means of mechanical or chemical disruption steps including, but not limited to, multiple freezing and/or thawing cycles, salt treatment(s), phenol-chloroform extraction, sodium dodecyl sulfate (SDS) treatment and proteinase K digestion. Optionally, providing DNA from a sample of interest may further include the removal of large RNA, such as abundant ribosomal rRNA, by precipitating in the presence of polyethylene or salt, or the removal of interfering sodium dodecyl sulfate (SDS) by precipitation in the presence of salt, preferably in the presence of potassium chloride solution. Methods of purifying total DNA or RNA from a cell and/or a tissue are well known to a person skilled in the art and include, e.g., standard procedures such as the use of guanidinium thiocyanate—acidic phenol-chloroform extraction (e.g. TRIzol®, Invitrogen, USA). Equally preferred, however, is that DNA from the sample of interest is provided without any of the herein described biochemical precipitation and/or purification steps.


In the context of the present invention, the term “nucleic acid” generally refers to any kind of single stranded or double stranded oligonucleotide molecule composed of either deoxyribonucleotides or ribonucleotides or both, including genomic DNA, nuclear DNA, somatic DNA, germline DNA, synthetically designed and/or manufactured DNA, including, but not limited to, in vitro generated DNA derived from messenger RNA profiles, preferably in form of cDNA. The term “nucleic acid” generally means single stranded or double stranded oligonucleotide molecules of identical or similar length, i.e. composed of either an identical or similar number of nucleotides.


The human nucleic acid sample may comprise genomic sequences which may serve for evaluating, analyzing, aligning, indexing and/or profiling of specific mutations on genomic, transcriptional or post-transcriptional level. As such, a human nucleic acid sample according to the present invention may refer and include, but not be limited to, any kind of coding regions, non coding regions, exons, introns, chromosomal and/or intra chromosomal regions, promoter regions, enhancer regions, regions encoding small and/or long regulatory RNAs, regions of active transcription and/or non transcribed regions, transposons, regions of hot spot mutations, regions of frame-shift mutations etc. and alike.


The “group of human reference genomes” comprises at least two human reference genomes, preferably a plurality of human reference genomes. The sex and/or ancestry test in step b) allows for the selection of one or more of the best suited human reference genomes from the group of human reference genomes in step c). In the preferred case, the sex and/or ancestry test in step b) leads to an auto-classification of the sex and/or ancestry and allows for the selection of one PHREG from the group of human reference genomes for the subsequent alignment step d), but the selection of one or more additional PHREGs for the subsequent analysis is also possible.


Preferably, the sex and/or ancestry test in step b) is based on an ancestry- and/or sex-specific subset of sequence variants related to sex and/or ancestry extracted from a curated database. Preferably, these sequence variants are single nucleotide polymorphisms (SNP)s and/or single nucleotide variants (SNV)s. The subset of sequence variants used for the sex and/or ancestry test is also referred to as Population dependent Human Ancestry and Sex Patterns (PHASPs). Preferably this curated database comprises all known sequence variants of all populations. The PHASP dataset is an excerpt of the curated database. It is a much smaller data set than the PHREG dataset and is the most discriminating set for the classification. Techniques used to generate PHASPs are computational methods from machine learning including feature reduction where features are genotypes. These learnings may be compared and tested with standard classification results.


Preferably, the sex and/or ancestry test includes a preliminary alignment step to detect the individual sequence variation pattern of the sample, wherein the human nucleic acid sample is aligned to a single human reference genome, for example GRCh37 or GRCh38. This single human reference genome used for the test in step b) is not ancestry or sex specific. By comparing the sequence variant pattern of the sample with the PHASP dataset, the patient's ancestry and sex is determined.


According to one embodiment, the testing may comprise a sex test. According to another embodiment, the testing may comprise an ancestry test. According to still another embodiment, the testing may comprise a sex test and an ancestry test.


In one exemplary embodiment, the group of human reference genomes comprises both male and female reference genomes. If the sex test in step b) determines that the human nucleic acid sample is a male or a female reference genome, then in step c), the respective male or female reference genome or genomes will be selected as the respective PHREGs for the subsequent alignment step d).


As sex chromosomes contain homologous sequences, using a sex-adjusted reference genome (with chromosomes X and Y for males, and without chromosome Y for females) will prevent misalignment of reads. Therefore, using sex-specific reference genomes reduces subsequent false positive and false negative variant calls.


In another exemplary embodiment, the group of human reference genomes comprises a number of ancestry-specific reference genomes. The ancestry test in step b) determines the best one or ones out of the number of ancestry-specific reference genomes. Then in step c), the closest one or ones will be selected as the PHREG or PHREGs for the subsequent alignment step d).


Choosing an incorrect ancestry can lead to large amounts of false positive and false negative variant calls. Using ancestry-specific reference genomes effectively increases the number of correctly aligned reads and reduces the false positives and false negatives.


Likewise, a combination of a sex and ancestry test is decisive in case that the group of human reference genomes comprises ancestry-specific male reference genomes and ancestry-specific female reference genomes.


The term “testing” in step b) is to be understood as encompassing at least one genetic and/or genomic test of the human nucleic acid sample. Genetic and/or genomic testing is more reliable than any information derived from “self-reporting”. Self-reported and investigator-assigned ancestry typically relies on the subjective interpretation of a complex combination of both genetic and non-genetic information including behavior, cultural, and societal norms, skin color, and other influences. It is rarely the case that a study participant or patient will report his/her ethnicity without errors. Self-reported ethnicity errors may occur for various reasons; some people may not be fully aware of their true ancestry or only know recent ancestry (or their geographic origin) while others may identify with one ethnic group despite their admixed background [Mersha & Abebe 2015]. Literature confirms that self-declared ancestry and sex are often incorrect [Ainsworth, 2015; Mersha & Abebe, 2015]. In fact, Ainsworth even explains that 1 person in 100 is affected by a disorder of sex development, leading to a physical appearance that does not match the person's genome.


Advantageously, the method can be also used as an additional quality check to identify sample swaps based on sex and ancestry. Mismatches between self-declared and predicted sex and ancestry in sequencing runs can reveal e.g. specimen transposition and other lab processing errors.


The term “alignment” generally means a computational step wherein a sequenced sample is compared with and fitted to a reference sequence. To this end, one needs to find the corresponding part of that sequence for each read in the generated sequencing data. In other words, alignment or read mapping is the process of determining the most likely source within the genome sequence for the observed nucleic acid sequencing read. In typical embodiments, the reads will be NGS reads, but it shall be understood that reads from other sequencing technologies are also encompassed by the teaching of the present invention.


The aligned reads derived from the human nucleic acid sample may be displayed, stored, printed, sent via a communication network, or otherwise processed further. Further applications or uses of the aligned human nucleic acid sample may in particular comprise one or more of the following:


1) Local realignment around insertions and deletions (inDels)


The term “inDels” means insertions or deletions of base pairs in the genome, typically including small genetic variations from 1 to 10000 bp in length. Realignment around inDels improves subsequent data analysis, in particular subsequent variant calls.


2) Base quality score recalibration (BQSR)


The term “base quality score” describes per-base estimates of error expressing how confident the base call made by the sequencing instrument is. The score may e.g. be used for weighing the evidence of subsequent variant calls. BQSR allows for adjusting the quality scores by taking into account systematic technical errors due to the physics or the chemistry of how the sequencing was performed.


3) Machine learning to separate true segregating variation from machine artifacts common to next-generation sequencing technologies


4) Variant discovery and genotyping to find all potential variants; herein also referred to as variant calling


Variant discovery may include the discovery of SNPs/SNVs, InDels, CNVs and SVs (chromosomal translocation, inversion, duplication, large inDels).


5) Evolutionary analysis studies


Evolutionary analysis studies may comprise tools measuring nucleotide diversity, population divergence, linkage disequilibrium, and the frequency spectrum of mutations from one or more populations. Evolutionary analysis may generally comprise computational tools for calculating evolutionary sequence statistics. The computational tools may be adapted to perform analyses in sliding windows across chromosomes or scaffolds. The computational tools may e.g. produce a phylogenetic tree of the sample.


Such evolutionary analysis may be performed e.g. by “POPBAM” software, described e.g. in https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3767577/.


6) Testing for wildtype biomarkers


Furthermore, the aligned human genome sample may be tested for the presence of wildtype biomarkers, i.e. biomarkers that will not be detected during variant calling because they are contained within the PHREG. The computation step after the alignment may thus comprise a test for each known biomarker, the test indicating whether the biomarker is present in the aligned human genome sample, irrespective of what the information of the PHREG at this position is.


According to one embodiment, the method comprises the additional step of performing variant calling of the aligned human nucleic acid sample with respect to the selected PHREGs. Advantageously, the invention improves the accuracy of variant calling by introducing the initial sex and/or ancestry test to determine the correct PHREGs for usage in the subsequent alignment and variant calling steps.


The aligned human nucleic acid sample, more specifically, the aligned NGS reads derived from the human nucleic acid sample may thus be further processed by one or more so-called variant callers which are computational modules, comprising different variant calling algorithms detecting any variant type (e.g. SNVs, InDels, Copy number alterations, structural variants). Subsequent method steps may comprise variant interpretation. The results of the variant calling and/or of the variant interpretation may be displayed, stored, printed, sent via a communication network, or otherwise processed further. Advantageously, the method will allow the detection of previously undiscovered biomarkers (e.g., in the context of cancer or other diseases) through the removal of bias from the used reference genome. In particular, the method according to the present invention allows for the discrimination of a variety of gene mutations, including, but not limited to SNVs, Multi-Nucleotide Variants (MNVs), complex events and large structural variants, in particular hot spot mutations, frame-shift mutations, non-silent mutations, stop-codon mutations, nucleotide insertions, nucleotide deletions, copy number variations, copy number alterations and/or splice sites.


The donor of the human nucleic acid sample can be a patient, i.e. a person having a disease or being suspected of having a disease. The application of the method, however, shall not be understood to be limited to patients only.


Variant calling and interpretation may comprise the analysis of genomic sequences indicative for the presence or absence of a certain disease. Based on the variant interpretation, the patient may be classified into a first group including patients where a certain treatment is not indicated, and into a second group including patients where a certain treatment is indicated. The invention may thus advantageously be used as a part of a disease screening procedure, evaluating the presence or absence of a disease in a patient.


Additionally or alternatively, the method may comprise a step of retrieving an indication of a disease related to, or associated with the human nucleic acid sample. The indication of a disease may be e.g. retrieved from an electronic health record or manually be entered via an input means of a computing device by the patient him/herself or by the attending physician. The indication may be identified according to disease ontologies, for instance ICD-10, MeSH, or MedDRA. For certain classes of indications there may also be specialized ontologies that may offer advantages like more precise categorization of the indication. In oncology it may be beneficial to use ICD-O-3 and/or the TNM staging system.


Based on the results of the variant calling and interpretation, and taking into account the disease of the patient, the method may involve providing a therapy plan for the patient. In the present context, the therapy plan may in particular be a personalized therapy plan for the patient, wherein the personalized therapy plan comprises treatment options tailored to the patient's genetic data, in particular to his/her clinical, molecular, and/or genetic condition.


In order to identify promising treatments for a patient, the method may comprise checking whether any of the variants, e.g. mutations found in the patient, e.g. in a patient's tumor or in the patient's normal control tissue, are indicative of the patient's outcome under any treatment. The method may further include identifying all treatments associated with any of the found variants. The method may include scoring the identified treatments and ranking the identified treatments according to the score to provide a treatment option or treatment contraindication prioritization for the patient.


In the context of the present invention, the term “treatment” includes the administration of a therapeutically effective drug or a pharmaceutically active compound in form of a pharmaceutical composition which prevents, ameliorates or treats the symptoms accompanying with the indication. The term “treatment” also includes any kind of surgery, radiotherapy and/or chemotherapy or any combination thereof.


For both alternatives, i.e. in the context of a screening method or a personalized therapy plan, the present invention may provide the physician with improved diagnostic capabilities, e.g. allowing for improved treatment decisions, because the precision of the alignment and the variant calling are improved.


According to one embodiment, the alignment is performed against the PHREG on a majority allele level. The majority allele level uses unique nucleotide codes (A,C,G,T) within the PHREG to adjust the reference sequence to a population. The single nucleotide is chosen which is most frequently observed at the given locus in the population. In case of ties in the allele frequency, the allele present in the underlying reference sequence (e.g. GRCh37 or GRCh38) may be used.


According to another embodiment, the alignment is performed against the PHREG on a non-rare alleles level. The non-rare alleles level uses ambiguity nucleotide codes according to the established IUPAC nomenclature [Cornish-Bowden, 1985], e.g “R” for “A or G”. The non-rare alleles level may encode up to two or three, preferably two, alleles of substantial frequency in the population. Substantial frequency can be defined as being more than or equal to 30%, 20%, 15%, 10%, 5%, 3%, 1% or 0.1%, in particular more than or equal to 5%. As more than one variant allele per genomic position is incorporated into the PHREG, a more precise read alignment can be expected. In one embodiment, only single-nucleotide variations (SNVs) are considered in the non-rare alleles level. In other embodiments, inDels and other structural variations are considered as well.


According to one embodiment, the variant calling is performed against the PHREG on a majority allele level. In some embodiments, the alignment may be performed on a non-rare alleles level and the variant calling may be performed on a majority allele level. Alternatively, the variant calling is performed on a non-rare alleles level.


According to an embodiment, the human reference genomes provided in step a) are published human reference genomes. Published human reference genomes may in particular comprise the builds of the HRG, specifically the builds of GRCh37 and GRCh38. Additionally or alternatively, published human reference genomes may comprise the QTRG. Additionally or alternatively, published human reference genomes may comprise genomes derived from the 1000 Genomes (1 kG) project. For the 1 kG project, the VCF files for all chromosomes from the most current release on the 1 kG FTP site ftp[://]ftp.1000genomes.ebi.ac.uk/vol1/ftp/release/20130502/ may be downloaded and used. If more datasets with more individuals and ethnicities become publically available (e.g. the 1000 Arab genome project to study the Emirati population [Al-Ali, M. et al., 2018]), these could also be used in the method of the present invention.


Additionally or alternatively, the human reference genomes provided in step a) are derived from the published human reference genomes. The term “derived from” may in particular encompass error correction and/or adjusting the human reference genomes to a majority allele encoding level or to a non-rare alleles level.


Error correction may be performed such that reference nucleotides that are observed in zero individuals of a given population are replaced by the corresponding majority nucleotide.


In an embodiment, step a) comprises adjusting the human reference genomes to an encoding level, the encoding level comprising either unique nucleotide codes or ambiguous nucleotide codes. The encoding level comprising unique nucleotide codes may in particular be used to define the PHREGs on a majority allele level.


The encoding level comprising ambiguous nucleotide codes may in particular be used to define the PHREGs on a non-rare alleles level.


In one embodiment, for the adjustment to the encoding levels single-nucleotide variations are considered. For each population (or super-population) all reported SNVs together with their allele frequencies are used. In other embodiments, inDels, CNVs and/or SVs are also considered.


According to an embodiment, four different levels of adjusting the reference sequence to a population are proposed, wherein two of these are confined to unique nucleotide codes (A,C,G,T) and another two utilize ambiguous nucleotide encoding according to the IUPAC nomenclature [Cornish-Bowden, 1985], e.g. “R” for “A or G”. These PHREG encoding levels are defined as follows:


1. Maximally conservative error correction: reference nucleotides that are observed in zero individuals of the population are replaced by the corresponding majority nucleotide, e.g. by the corresponding majority 1 kG nucleotide.


2. Majority allele: choose the single nucleotide which is most frequently observed at the given locus in the population (in case of ties in the allele frequency, the allele present in the underlying reference sequence, e.g. GRCh37 or GRCh38, is used).


3. Non-rare alleles: encode up to two alleles of substantial frequency (e.g. 5%) in the population, using IUPAC codes as necessary.


4. Complete modelling of observed alleles: encode at each position all (up to four) alleles that are reported in at least one individual of the population.


The complete representation of 1 kG variants in Level 4 PHREGs is, however, paid for by a disproportionately large number of genome modifications that introduce ambiguity and thereby may substantially impede the seed finding by read mappers. Therefore, in one embodiment, Level 3 is used for alignment using a IUPAC ambiguity-aware alignment algorithm. Since the currently best-performing variant callers are not designed to handle ambiguity codes, Level 2 PHREGs are used for subsequent variant calling unless better performing IUPAC ambiguity-aware alignment algorithms are available.


Advantageously, the method thus allows for user-defined levels of adjustments of the PHREG to population genetic variation, depending on the population(s) in focus and depending on the downstream analysis.


According to an embodiment, the human reference genomes provided in step a) are PHREGs. Step a) thus may comprise e.g. downloading the PHREGs from a public source.


As defined above, PHREGs are in a first place understood as ancestry-specific reference genomes and/or sex-specific reference genomes. In one embodiment, the human reference genomes provided in step a) are already population-specific because they comprise meta data indicating their ancestry and/or sex. For example, at the time of filing the present application, the current phase 3 analysis of the 1 kG project contains 2,504 individuals from 26 populations and from 5 so-called super-populations, which are formed as unions of 4 to 7 populations each. The 26 populations from the 1 kG study phase 3, and their associated 5 superpopulations (AFR, African; AMR, Ad Mixed American; EAS, East Asian; EUR, European; SAS, South Asian) can be found on http://www.internationalgenome.org/faq/which-populations-are-part-your-study.


In one embodiment, the data from the 1 kG project is used to build optimized population-specific human reference genomes for each of the 31 (super-) populations, and an additional super-population encompassing all other populations.


In case the human reference genomes provided in step a) are PHREGs, the public meta-data of the PHREG may as well be provided, e.g. via download from a public source. The meta-data may serve as a quality control for the method. If the meta-data and the sex- and ancestry classifier data coincide, then the quality control may be considered as successful. If not, the software may produce a warning or an alert which is displayed to the user, and, additionally or alternatively, the software may stop the procedure e.g. before the alignment step.


According to an embodiment, the sex test comprises at least one of the following: testing at least one position in a sex-specific gene on chromosome X and/or on chromosome Y; leveraging alignment differences of human genome samples on chromosome X and/or chromosome Y; cytogenetic tests; FISH analysis; CGH analysis, or any other experimental method allowing the determination of a human nucleic acid sample's sex, directly or indirectly.


The sex test may thus also be a result or a side product of a FISH analysis (fluorescence in situ hybridization analysis) [Gall J. G. 1969] of the human nucleic acid sample. The sex test may thus also be a result or a side product of a CGH analysis (comparative genomic hybridization) [KallioniemiA. et al. 1992] of the human nucleic acid sample.


The sex test enables efficient and reliable distinction of a male or female human nucleic acid sample.


As individuals from an ancestry or ethnicity share many SNPs that set them apart from other ancestries or ethnicities, the best-fitting PHREG for read alignment and variant calling can be identified by examining a range of ancestry-determining SNPs. The PHREGs may thus be selected from the group of human reference genomes on the basis of the results of an ancestry test.


Different experimental setups can be used in an upstream genomic analysis pipeline step to ascertain an individual's ancestry before proceeding with the alignment, to determine the best matching PHREG reference and to avoid errors.


1) The ancestry test may be based on a machine learning algorithm used on a human nucleic acid sample, or on another classification scheme that leverages ancestry-specific variants. The ancestry test method may in particular be based on machine learning that leverages the genotypes of exonic positions, e.g. more than 100, 500, 1000, 2000 or preferably more than 5000 exonic positions.


2) The determination of relevant genotypes can be based on NGS data or on an alternative experimental approach, for example a SNP array, as it is done in forensics research [Fondevila et al. 2013] Here, the use of non-coding SNPs can help determining ethnicity.


3) The same non-coding SNPs (plus flanking regions) as tested in the forensic SNP array from alternative 2) could be added to existing targeted NGS panels to determine relevant genotypes.


In particular, the ancestry test may comprise using the genotype of at least one genomic position.


In one particular embodiment, the ancestry test comprises testing at least one gene selected from the enclosed sequence protocol. The 249 genes from the enclosed sequence protocol were shown to yield exact results.


Additionally or alternatively, the ancestry test may comprise the testing of SNP arrays and/or SNP chips and/or testing of markers from Sanger sequencing or mass spectroscopy, or any other experimental method designed to determine relevant genotypes.


In one particular embodiment, the ancestry test comprises testing at least one gene selected from the group of genes consisting of ABL2, ATP1A3, CIC, CYP2C8, CYP2C9, EPHA3, EPHA7, ERBB3, ERG, ETV1, F2, FAS, HFE, IL11RA, IL2RA, ITGB6, KIF11, KIT, KLK3, LRP6, MDM4, NAT2, NTRK2, PDGFB, PIK3R1, PLA2G3, PLAU, PRKCB, RICTOR, SLC7A11, STAT3, T, TSC1, VCAM1, VDR, VEGFB, ACVRL1, AXL, CA9, CALCR, CASP9, ENG, EPHB1, ERBB4, ESR1, FGFR2, HPSE, HSP90AA1, ITK, MRE11A, PLK1, PTPRC, SERPINE1, SMC4, TERT, TLR3, WISP3, WT1, XRCC1, ANGPT2, ARID2, BARD1, CBR3, CDH2, CYP1B1, DDR2, DNMT3A, EPCAM, ERCC2, FANCG, FANCL, GSTP1, IRS2, ITGB1, JAK3, LHCGR, MSH6, NCF2, RNF43, SLC5A5, TMPRSS2, TNFRSF8, AKT1, CD248, CD4, ESR2, EZH2, IGF1R, ITGAV, ITGB2, KLHL6, MAP3K1, MET, MLL, MTHFR, NFKB1, NUP93, PARP8, RB1, RPE65, TSHR, ABL1, BLM, CYP19A1, DPP4, EPHA6, ERBB2, EWSR1, FOXP4, ITGAM, KDM5A, LPA, LTK, MLH1, PBRM1, PHLPP2, SF3B1, TNFRSF10A, ABCG2, ACPP, ADAM15, DPYD, EPHA5, EPHB6, FOLH1, KDR, MSH3, MST1R, NTRK1, ROCK2, SLC6A2, TET2, TGM2, TH, ABCB1, CD22, CD40, CD44, CDH20, CYP11B2, ERCC5, GPR124, IL7R, ITGB3, ITGB5, NCL, NOD2, NR4A1, PGR, PLCG1, PPP2R1A, PRAME, PTCH2, RET, SETD2, XPC, ASXL1, EPHB4, PLA2G6, SYK, TET1, EP300, FLT1, ITGA1, LOXL2, PDGFRB, PIK3CD, SSTR5, TEC, APC, ATR, CLU, CREBBP, CYP2D6, EML4, MMP2, PARP2, PDGFRA, TRPM8, CSF1R, DOT1L, FGFR3, FGFR4, GLP2R, IKBKE, JAK1, NOTCH2, SPEN, SPG7, BRCA1, CYP11B1, GNAS, ITGA5, LTF, NRP2, PTK2B, TNKS, ABCC1, CEACAM5, CYP4B1, EGFR, FLT3, INSR, PTCH1, SMARCA4, ZNF217, BCR, EEF2, SELP, SLCO1B1, ABCC2, FLT4, MTR, IL4R, MTOR, RPTOR, TEK, ATM, CARD11, FANCD2, MEFV, NF1, TP73, BRCA2, CD109, PTPRD, ABCC6, IGF2R, P2RX7, ROS1, ACE, PARP1, PRKDC, CENPE, TSC2, ALK, NOTCH1, TNC, NOTCH3, POLE, MLL2, MYH11, POLD1, GRIN3B, F5, FANCA, LRP1B, LRP2, VWF.


In a more particular embodiment, the ancestry test comprises testing at least one of the genomic coordinates selected from the group of genomic coordinates listed in Appendix 1. Appendix 1 describes the GRCh37-based genomic coordinates of the features used for the ancestry classifier. The first 3 columns are formatted according to the BED file standard (https[://]www.ensembl.org/info/website/upload/bed.html) and (from the left to the right) correspond to chromosome, 0-based start of the feature, and 0-based end of the feature (i.e., the first position after the end of the feature). Column 4 shows the bases that are relevant to the classifier at this position, and column 5 the corresponding gene name.


Gene names were approved by the HUGO Gene Nomenclature Committee (HGNC, https://www.genenames.org/). HGNC is responsible for approving unique symbols and names for human loci, including protein coding genes, ncRNA genes and pseudogenes, to allow unambiguous scientific communication. The gene names used in the present application were retrieved in August 2013.


In another particular embodiment, the ancestry test comprises at least one of the SNPs listed in Appendix 2 [Fondevila et al. 2013] Appendix 2 indicates the number of the chromosome on which an SNP is positioned (left column), the exact chromosomal position (middle column) as well as the corresponding rs number (right column). The rs number is an accession number assigned by the NCBI (National Center for Biotechnology Information) in its SNP database (dbSNP, https://www.ncbi.nlm.nih.gov/projects/SNP/) and it is widely used to refer to specific SNPs across genomic databases. When researchers identify a SNP, they send a report (which includes the sequence immediately surrounding the SNP) to the dbSNP database. If overlapping reports are sent in, they are merged into the same, non-redundant Reference SNP cluster, which is assigned a unique rsid. More information is available in the following url http[://]www.ncbi.nlm.nih.gov/sites/books/NBK44406/.


Such an ancestry test may comprise genetic and/or genomic tests enabling a distinction of ancestry categories. Such ancestry categories may be defined as AFR, AMR, EAS, EUR, SAS, in accordance with the 1 kG project. The method is, however, not limited to the 1 kG project data, e.g. in case that more comprehensive datasets with more individuals/ethnicities were/became available, these could be used for the same purpose alternatively.


According to an embodiment, the human nucleic acid sample comprises a set of reads issued from a next-generation sequencing procedure, and the alignment comprises a step of mapping the reads to the selected PHREGs. Additionally or alternatively, the human nucleic acid sample comprises a set of reads issued from a targeted sequencing procedure, e.g. from panel sequencing.


Advantageously, the method can be seamlessly integrated into any existing NGS analysis workflow which is based on read mapping against a HRG.


Aligning the human nucleic acid sample to the selected PHREGs by mapping the reads to the selected PHREGs may presuppose the preparation of sequencing libraries by random fragmentation of the DNA or cDNA sample, followed by 5′- and 3′-adapter ligation in advance. In some embodiments, the fragmentation and ligation reaction is combined into a single step, followed by PCR amplification of the adapter-ligated fragments.


Aligning the human nucleic acid sample to the selected PHREGs by mapping the reads to the selected PHREGs may presuppose the sequencing of this set of DNA fragments, resulting in reads of approximately between 28 base pairs (bp) and 1000 base pairs (bp) in lengths [Goodwin S. et al. 2016]. The set encompasses enough reads to reach a pre-determined target region coverage suitable for the experimental questions asked (typically between a few x and several 1000x).


In one embodiment, the next-generation sequencing procedure involves whole exome sequencing. In another embodiment, the next-generation sequencing procedure involves whole genome sequencing. The term “whole exome sequencing” generally means a technique for sequencing all the protein-coding genes in a genome (known as the exome). It consists of first selecting only the subset of DNA that encodes proteins (known as exons) and then sequencing this DNA using any high-throughput DNA sequencing technology. Humans have about 180,000 exons, constituting about 1.5% of the human genome, or approximately million base pairs. In particular, the exome sequencing may be carried out by next-generation sequencing. “Whole genome sequencing” (also known as WGS, full genome sequencing, complete genome sequencing, or entire genome sequencing) is a laboratory process that determines the complete DNA sequence of an organism's genome at a single time. This entails sequencing all of an organism's chromosomal DNA as well as DNA contained in the mitochondria.


In accordance with another aspect of the invention, a computer system for gene analysis of a human genome sample comprises:

    • a) a first module comprising computer instructions for providing a group of human reference genomes;
    • b) a second module for testing of a human nucleic acid sample for sex and/or ancestry;
    • c) a third module comprising computer instructions for selecting one or more population-specific human reference genomes, PHREGs, from the group of human reference genomes on the basis of the results of the sex and/or ancestry test; and
    • d) a fourth module comprising computer instructions for aligning the human nucleic acid sample to the determined PHREGs


In particular, the computer system may be adapted for, or may be configured for performing any one of the methods disclosed above. Therefore, it is understood that features which have been described in the context of the methods are disclosed for the computer system, and, vice versa, that features which will be described in the context of the computer system are disclosed for the methods as well.


The modules may be software modules, software routines or software subroutines stored on a machine-readable storage medium such as a permanent or rewriteable storage means, or on a storage medium assigned to a computer means, for instance a mobile storage medium such as CD-ROM, DVD, Blu-ray disc, sticks or memory cards. Additionally or alternatively, the modules may be provided on a computer means such as a server or a cloud server for download, for example via a data network such as the internet or via a communication line such as a telephone line or a wireless line.


Any of the modules disclosed herein may be functional units which are not necessarily physically separated from each other. Several units of the modules may be realized in the form of one single physical unit, for instance if several functions are implemented in a software package.


The computer modules disclosed herein may not necessarily be part of an integral system, but may be distributed over several individual systems interacting with each other over a communication network.


According to one embodiment, the second module for testing of a human nucleic acid sample for sex and/or ancestry is a computer module comprising computer instructions. Additionally or alternatively, the second module may comprise a wet lab experiment, e.g. an experiment performing a FISH test. The results of the FISH test may be electronically or visually analyzed for determining the sex of the sample.


In accordance with yet another aspect of the invention, a computer program comprises instructions which, when the program is executed by a computer, cause the computer to carry out the steps a), b), c) and d) of any one of the methods described above.


In accordance with still another aspect of the invention, a computer-readable storage medium comprises instructions which, when executed by a computer, cause the computer to carry out the steps a), b), c) and d) of any one of the methods described above.


As already discussed above, the method of the present invention are especially suitable for identifying alterations in the genome of a patient which are indicative for a given disease or which are indicative for the susceptibility of the patient for a given treatment.


In this context, the term “disease” includes any disease which is characterized by one or more genomic alterations. This includes cancer, an autoimmune disease, a cardiovascular disease, and any inherited disease. The patient may be of any species but is preferably a mammal, more preferably a human.


Depending on the individual disease and treatment, the person skilled in the art will be able to select the individual treatment mode which is beneficial for the patient.


Consequently, in a further aspect of the invention, the invention relates to a method for diagnosing a disease in a patient comprising


retrieving an identification of a disease indication of the patient,


obtaining a nucleic acid sample from the patient, and


performing genomic and/or genetic analysis of the nucleic acid sample according to the method for genomic and/or genetic analysis of a human nucleic acid sample described herein, thereby determining the disease status of the patient.


The identification of a disease indication may be retrieved by any method known in the art, e.g. as a user's input, from an electronic health record or electronic medical record or from a patient database comprising medical records.


In the context of this aspect of the invention, the term “disease status” means in one embodiment that the disease of the patient is confirmed. In a further embodiment, this term means that the disease is diagnosed more accurately, i.e. that the individual subtype of the disease is determined.


The invention further relates to a method for treating a disease in a patient comprising


retrieving an identification of a disease indication of the patient,


obtaining a nucleic acid sample from the patient, and


performing genomic and/or genetic analysis of the nucleic acid sample according to the claimed method, thereby determining the disease status of the patient, and treating the patient.


In a further aspect of the invention, the invention relates to a method for determining whether a patient is susceptible to a treatment by a given drug comprising


retrieving an identification of a disease indication of the patient,


obtaining a nucleic acid sample from the patient,


performing genomic and/or genetic analysis of the nucleic acid sample according to the method for genomic and/or genetic analysis of a human nucleic acid sample described herein,


retrieving possible treatments for the disease indication of the patient,


performing variant calling and interpretation, and


classification of the retrieved possible treatments based on the variant interpretation, wherein a treatment is classified as indicated for the patient or contraindicated for the patient.


By this method, it is possible to determine which treatment is available or advantageous for the patient. For example, it is possible to determine whether the patient is susceptible to a given treatment or whether a given treatment is expected to have only acceptable side effects.


The identification of a disease indication may again be retrieved by any method known in the art, e.g. as a user's input, from an electronic health record or electronic medical record or from a patient database comprising medical records.


The possible treatments for the disease indication of the patient may be retrieved by any method known in the art, e.g. from a data base.


The invention also relates to a method of treating a patient comprising


retrieving an identification of a disease indication of the patient,


obtaining a nucleic acid sample from the patient,


performing genomic and/or genetic analysis of the nucleic acid sample according to the method for genomic and/or genetic analysis of a human nucleic acid sample described herein,


retrieving possible treatments for the disease indication of the patient,


performing variant calling and interpretation,


classification of the retrieved possible treatments based on the variant interpretation, wherein a treatment is classified as indicated for the patient or contraindicated for the patient,


selecting one of the indicated treatments, and


treating of the patient according to the selected treatment.


The identification of a disease indication may again be retrieved by any method known in the art, e.g. as a user's input, from an electronic health record or electronic medical record or from a patient database comprising medical records.


The possible treatments for the disease indication of the patient may again be retrieved by any method known in the art, eg from a data base.





BRIEF DESCRIPTION OF THE FIGURES

The foregoing and other objects, aspects, features, and advantages of the disclosure will become more apparent and better understood by referring to the following description taken in conjunction with the accompanying drawings, in which:



FIG. 1 is a flow diagram depicting a method for genomic and/or genetic analysis of a human nucleic acid sample in accordance with the present invention;



FIG. 2 is a flow diagram depicting methods for data analysis in accordance with the present invention;



FIG. 3 is a representation of read mapping steps;



FIG. 4 is a flow diagram depicting a method for genomic and/or genetic analysis of a human nucleic acid sample in accordance with the present invention;



FIG. 5 is a diagram representing the distribution of chosen features for the sex classifier by class computed on the MH Panel data; and



FIG. 6 are boxplots of memory usage and runtime of the two Ansextry classifiers (classifiers for sex and ancestry) and EthSEQ.





DETAILED DESCRIPTION OF THE FIGURES


FIG. 1 illustrates the general workflow for genomic and/or genetic analysis of a human nucleic acid sample, which comprises the process of extraction of the human nucleic acid sample, the preparation of a sequencing library, the sequencing and the subsequent data analysis. In the context of the present invention, the processes of extraction of the human nucleic acid sample, the preparation of a sequencing library and the sequencing may involve well-known standard processes and will not be explained in more detail. The inventive data analysis part is shown in FIG. 2 in more detail.



FIG. 2 shows the data analysis step of FIG. 1 comprising a first sex and ancestry test step, followed by an alignment (or read mapping) step, a variant calling step and an annotation step. The input file for the read mapping computational module is raw sequence data, e.g., in the form of a FASTQ file. The output file of the read mapping computational module is, e.g., a BAM file, being the input file for the variant calling computational module. The output file of the variant calling computational module is, e.g., a VCF file. The subsequent annotating computational module may annotate the data from the VCF file and export it in the required format, such as PDF, HTML, or the like. The file formats are merely exemplary and may be different, e.g. instead of BAM, there may be SAM or CRAM files, and the like. The data analysis pipeline in FIG. 2 may also comprise computer modules which transform the input or output files from one file format into another file format.



FIG. 2 also compares the prior art scenario with the scenario of the present invention. Prior art methods (referred to under “A” in FIG. 2) do not provide for a sex and ancestry test. Alignment and variant calling is thus performed against the standard HRG. The method according to the present invention (referred to under “B” in FIG. 2) provides a sex and ancestry test, which allows for the selection of one or more determined PHREGs. Subsequent alignment and variant calling is then performed against the determined PHREGs.



FIG. 3 is a schematic representation of an exemplary read mapping step. In the example, NGS reads carry an ancestry-specific SNP “A”. Ancestry-specific SNP “A” is located within the close vicinity of a previously undiscovered biomarker variant “G”. The vicinity can be up to the read length.


During alignment, the NGS reads will produce 2 mismatches when they are compared against the standard HRG, namely the ancestry-specific SNP and the biomarker variant. During alignment, the NGS reads will, however, produce only one mismatch, namely the biomarker variant, when they are compared against the corresponding PHREG, as the PHREG has been modified at the ancestry-specific position, such that the PHREG is identical to the ancestry-specific SNP.


The alignment algorithm uses a scoring system that involves penalties for every mismatch and/or gap between a sequenced read and the chosen reference genome. Reads are then aligned to the best-scoring position, or may not be aligned at all due to a low overall score, or too many genomic positions with equal alignment score. Because of mismatch penalties in the alignment algorithm, reads are less likely to be aligned against the HRG than against the PHREG, especially if further variants are within read length. The reads will thus be discarded or, in the worst case, even be aligned in a wrong position of the HRG.


Thus, PHREGs have the effect that reads originating from regions of ancestry-specific variation can be rescued, especially if they carry additional variants (e.g. disease causing variants) besides the ancestry-specific variation. This allows the detection of previously undiscovered biomarkers.



FIG. 4 shows a flow chart depicting a method for genomic and/or genetic analysis of a human nucleic acid sample according to the present invention.


In a first step, a group of human reference genomes is provided to a system comprising a processing unit. To this end, a first computer module of the system may download reference genomes from a remote facility, such as an internet database. The processing unit can be any programmable computer means which substantially includes at least a processor with an internal memory such as RAM (Random Access Memory), which allows for storing and executing instructions.


The processing unit has access to a non-volatile storage means in which data sets and computer files may be stored, e.g. human reference genomes, as well as clinical data and the genetic profiles of patients. The system has access to a communication network such as LAN or the internet.


In a second step, a computer module of the system adjusts the human reference genomes to an encoding level, preferably set by a user of the system. The encoding level may comprise unique nucleotide codes or ambiguous nucleotide codes. In some embodiments, four different levels of adjusting the human reference genomes to a population are proposed, wherein two of these are confined to unique nucleotide codes (A,C,G,T) and another two utilize ambiguous nucleotide encoding according to the IUPAC nomenclature, in particular maximally conservative error correction, majority allele level, non-rare alleles level and complete modelling of all observed alleles.


In a third step, a human nucleic acid sample of a patient is provided. To this end, another computer module of the system may download the raw sequence data, e.g. in the form of a FASTQ file, from a sequencing laboratory which performs the sequencing of a sample of interest on a remote platform. In an alternative embodiment, the sequencing is performed locally and the results are internally transferred. In the context of the third step, the system may also receive further clinical data of the patient from further input sources, e.g. the information about a disease the patient suffers from, information about current treatments, or the like. The clinical patient data may e.g. be directly received from the patient, e.g. may be typed on a keyboard or may be deduced from a free text typed on a keyboard, or may also be received from a multiple-choice element in a GUI. The clinical patient data may also be retrieved from an electronic health record (EHR) or from electronic medical record (EMR), possibly on a chip-card or in a database retrievable over a communication network.


In a fourth step, the human nucleic acid sample is tested for sex and/or ancestry. Again, the tests may be performed locally, or another computer module of the system may retrieve the results of the tests from an external service provider via a communication network. The sex and/or ancestry test may be performed by a second computation module or another wet lab experiment.


In a fifth step, one or more PHREGs are selected from the group of human reference genomes on the basis on the results of the sex and/or ancestry test in step. The selection may be performed by a third computation module.


In a sixth step, the human nucleic acid sample is aligned to the selected PHREGs. The alignment comprises mapping the set of reads issued from an NGS procedure to the selected PHREGs. The alignment may be performed by a fourth computation module, and the output file may be a BAM file.


In a seventh step, variant calling of the aligned human nucleic acid sample is performed with respect to the selected PHREGs. Before the variant calling takes place, a computer module of the system may re-adjust the human reference genomes to an encoding level, preferably set by a user of the system. The encoding level may comprise unique nucleotide codes or ambiguous nucleotide codes and be different from the encoding level used at the alignment step. Variants may be identified using best suited state-of-the-art algorithms. The variant calling may be performed by a fifth computation module, and the output may comprise sequence data in the form of variants with respect to the PHREG in variant call format (VCF file).


In an eighth step, variant interpretation is performed. The system may thus comprise a further post-processing computation module adapted for performing an analysis of the identified variants. In one embodiment, the post-processing module may analyze a set of genes and/or variants indicative for the presence or absence of a disease in the patient. Additionally or alternatively, the post-processing module may determine a set of treatments for the disease of the patient, taking the further clinical patient data into account, and may determine the best fitted personal treatment for the patient based on the patient's genetic data, in particular based on the identified genetic variants. In yet another embodiment, the post-processing module may perform statistics and determine mutational load, nucleotide substitution rates and hotspot mutations from the identified variations.


The variants found can also be used as an input for classifier predicting treatment efficacy or treatment safety or for classifier for diagnostic and/or therapeutic purposes.


In a ninth step, diagnostic and/or therapeutic implications may be generated and provided. To this end, the system may include an output interface in functional connection with any one of the third, fourth, fifth and the post-processing module, such that their results can be outputted. The output interface may be coupled to any display means or printers such that information calculated by the processing unit may be presented. Furthermore, there can be links to communication systems for an intranet and/or the internet such as a program for the sending and receiving of e-mails realized via an output interface.



FIG. 5 shows a diagram representing the distribution of chosen features for the sex classifier by class (F: female; M: male), computed on the MH Panel data. Colored vertical lines represent the class median. Top: chrX/chrY aligned read ratio; middle: for 500 common SNP positions on chrX, fraction of the major allele frequencies in bin 0.8-1.0; bottom: percentage of properly paired reads on chrY. FIG. 5 should be viewed in the context of the example described below.



FIG. 6 shows boxplots of memory usage (top, in GB) and runtime (bottom, in minutes) of the two Ansextry classifiers and EthSEQ on the 300 TCGA whole-exome samples. FIG. 6 should be viewed in the context of the example described below.


Example 1

AnSextry, a machine-learning based tool that derives sex and ancestry of a sample using read alignments from whole-exome sequencing data is presented. Self-declaration of both traits is known to be unreliable, and AnSextry predictions are useful both in the context of sample-swap detection and for unbiased genomic variant interpretation, especially in large cohort studies. A benchmark of AnSextry on over 1,300 samples showed high precision and low time and memory requirements.


1 INTRODUCTION

With the sharp drop in cost observed over the last decade, next-generation sequencing of large cohorts is becoming commonplace [Cancer Genome Atlas Research Network et al., 2013; Rand et al., 2016], and whole-exome approaches play a major role in large studies, especially in the area of precision medicine or the comprehensive characterization of disease. In this context, reliable knowledge of a sample's ancestry and sex comes with multiple benefits. First, it can be used as an easy quality control to help identifying sample swaps arising from the complex protocols and manual work involved in sample processing. Second, ancestry is crucial for the interpretation of variant impact, to circumvent the strong European bias present in most genomic studies and in the human reference genome, and to improve clinical care for people with diverse ancestries [Petrovski et al., 2016; Mersha et al., 2015; Fakhro et al., 2016]. Finally, ancestry is widely used in genetic association studies to avoid false associations with disease due to population stratification [Wu et al., 2011]. Self-declaration of sex and ancestry is often unreliable [Mersha et al., 2015; Ainsworth, 2015], calling for an identification using genomic information.


AnSextry, a machine-learning method based on logistic regression, was developed to quickly and reliably characterize sex and ancestry from whole-exome sequencing paired-end read alignments. The algorithm relies on standard file formats and can be readily integrated in an existing next-generation sequencing analysis workflow. It provides a ready-to-use model and only requires a simple BAM file as an input. In addition, its low memory requirements allow it to be run on a desktop computer. A benchmark against EthSEQ [Romanel et al., 2017], the only other whole-exome, BAM-file-based ancestry inference tool known, shows that AnSextry compares favorably in terms of precision, runtime and memory usage. No other published method for sex prediction is known to date.


2 METHODS

2.1 Algorithm


A set of two classifiers was prepared, which infer the most probable sex and ancestry of an individual, based on whole-exome sequencing paired-end read alignments. This tool leveraged differences in read mapping and individual genotypes for its predictions.


The sex and the ancestry classifier were based on logistic regression using Python and the scikit-learn machine learning library. Features for both were derived from an input BAM file. Paired-end reads were aligned with BWA 0.7.15 with default settings for alignment and without post-processing steps like local realignment or duplicate removal. The GRCh37 reference genome was used without the non-chromosomal supercontigs and with masked pseudo-autosomal regions PAR1 and PAR2 to avoid alignment distortions on chromosomes X and Y. In the context of the present invention, the term “supercontigs” is generally to be understood as an ordered set of contigs, i.e. contiguous lengths of genomic sequence in which the order of bases is known to a high confidence level.


The sex classifier worked with two-class logistic regression using L1-regularization and returned a probability for each class. 5-fold cross-validation was used to determine a suitable regularization strength. The model yielding the highest area under the precision-recall curve for the training data was chosen as best model and evaluated on test data sets.


The ancestry classifier was based on multinomial logistic regression using L2-regularization and Principal Component Analysis, and returned a probability for each of the 5 continental ancestries defined in the 1000 Genomes Project: African (AFR), Ad Mixed American (AMR), East Asian (EAS), European (EUR), South Asian (SAS) (The 1000 Genomes Project Consortium et al., 2015). 5-fold cross-validation was used to determine suitable parameters. The model yielding the highest F1 score for the training data was chosen as best model and evaluated on test data sets.


2.2 Features


Features for the sex classifier were based on alignment differences between chromosome X and Y (FIG. 5). The chrX to chrY reads ratio as well as the percentage of properly paired reads on chrY were used. In addition, the major allele frequencies at 500 common exonic SNP positions on chrX were compounded. To avoid population bias, SNPs frequent across major ancestries were chosen.


For the ancestry classifier, the genotypes of all autosomal SNPs with a genomic position within the intersection of target regions of common Agilent All Exon kits (V5, V6, V6+COSMIC) and the Molecular Health Pan-Cancer gene panel (target size 2.9 Mbp) were determined from the 1000 Genomes data described in section 2.3. Feature selection was used to retain meaningful SNPs showing variance across ancestries, resulting in 10,000 genotypes corresponding to 5,040 genomic positions used as features for the classifier. A corresponding BED file can be found in Appendix 1 and could be used to determine overlap with any targeted sequencing kit.


2.3 Data


In order to obtain data from diverse ancestries, genotype data from 1735 individuals from the 1000 Genomes Project phase 3 was used to train and test the ancestry classifier. Continental ancestries (AFR, AMR, EAS, EUR, SAS) were used for classification and individuals were randomly chosen to achieve balanced classes. 694 individuals were part of the test set.


Primary whole-exome control data from 300 individuals with self-reported race and sex was downloaded from TCGA (cancergenome.nih.gov) as a test set, corresponding to 3 cancer types (urothelial bladder carcinoma, lung adenocarcinoma/squamous cell lung cancer, gastric adenocarcinoma). All samples were sequenced using the Agilent SureSelect Human All Exon 50 Mb kit. Records were chosen randomly to achieve balanced class sizes corresponding to TCGA categories: 150 male and 150 female individuals, as well as 100 white, 100 asian, and 100 black or African American individuals.


Targeted sequencing data from 988 cancer patients with self-reported sex, sequenced using the Molecular Health Pan-Cancer gene panel was used to train and test the sex classifier. Individuals were chosen randomly to achieve female/male class balance. 396 cases were randomly chosen as test data for the sex classifier. The 300 TCGA cases described above were used as an additional test set.


3 RESULTS

3.1 Sex classifier


The sex classifier was trained using 592 datasets sequenced with the Molecular Health Pan-Cancer gene panel. Paired-end reads were aligned and features computed as described in the Methods section. After tuning the method with cross-validation, performance was evaluated on two test datasets: 396 individuals sequenced with the abovementioned gene panel, and 300 TCGA individuals with whole-exome data available.


On the panel test data, the sex classifier reached an average precision of 97.5%, with 10 individuals (5 male, 5 female) being misclassified (see Table 1). Misclassification was not associated with lower coverage.









TABLE 1







Details on individuals sequenced with MH Panel where predicted sex


did not match self-declared sex. Median coverage over all samples


used was 2116x. The mean coverage of all misclassified samples


was either close or above this median, showing that misprediction


did not seem to be linked to lower-than-median coverage.












Predicted probability for
Mean coverage (with


Sex
Predicted sex
true sex [%]
duplicates)













F
M
39.0
2579


F
M
15.3
2099


F
M
33.8
1656


F
M
17.1
1787


F
M
0.8
1797


M
F
0.0
6016


M
F
28.0
2401


M
F
0.3
3603


M
F
0.0
1606


M
F
0.0
1705









Since disorders of sex development are thought to occur with a frequency of 1% in the general population [Ainsworth, 2015], it is possible that some of the misclassified cases were actually correctly classified, but had incorrect self-declared sex.


On the TCGA test data, the sex classifier reached a precision of 100%. All 300 individuals were correctly classified. In terms of runtime and memory usage, sex prediction took less than a minute in all cases with an average memory usage of 526 MB (FIG. 6).


3.2 Ancestry classifier


The ancestry classifier was trained on 1041 datasets from the 1000 Genomes Project. Individual genotypes were used as features, as described in 2.2. The best-performing model was evaluated on two test datasets: a remaining 694 individuals from the 1000 Genomes Project, as well as 300 TCGA individuals with sequenced whole-exomes.


The ancestry classifier reached a high average precision of 99% on the 1000 Genomes test data, performing best for Asian ancestries (100% precision both for South and East Asian), followed by African and South American ancestry (99% precision), and European ancestry (98%). In total, only 5 individuals out of 694 were misclassified.


On the 300 TCGA exome test datasets, the ancestry classifier reached a slightly lower precision of 96.33%, with a total of 11 individuals misclassified. These results were compared to EthSEQ [Romanel et al., 2017], which is currently the only other ancestry prediction method known that provides a suitable pre-computed model and is designed to work out of the box on single whole-exome BAM files. Results were highly concordant between the two methods, however, the precision reached by EthSEQ was a bit lower (94%) with a total of 18 individuals misclassified. In addition, runtime and memory required by EthSEQ were much higher: while the ancestry classifier had an average runtime of 28 seconds with 540 MB average memory usage, EthSEQ, even with the use of multithreading (4 cores), took 4.8 minutes and 14.7 GB on average (FIG. 6).


As an important observation, the concordance between the two algorithms was also high for misclassified datasets: 10 out of 11 individuals whose ancestry prediction did not match the race provided by TCGA were also differently classified by EthSEQ, and in 8 out of 10 cases, both methods predicted the same ancestry. This suggests that at least a part of these individuals may have been wrongly categorized by TCGA, whose race information is based on self-declaration. 6 out of the 10 concordant cases were predicted as AFR or AMR, which is in accordance with Mersha et al. who claim that errors in self-declaration are most prevalent in African American and Latino populations. Table 2 shows misclassified individuals.









TABLE 2





Details on TCGA individuals where predicted ancestry (either by Ansextry, EthSEQ, or


both) did not match TCGA self-declared race. TCGA race categories include “black


or african american” (black/afr.am.), “white”, and “asian”. Unmarked


rows corresponded to samples where neither Ansextry nor EthSEQ match TCGA race; rows


marked with “*” were samples where only EthSEQ prediction did not match TCGA;


and samples marked with “!” where only Ansextry prediction did not match


TCGA. Genotypes were imputed from reference for Ansextry prediction when the corresponding


locus had insufficient coverage. The median coverage across all samples was 91x, showing


that most mispredicted samples had a median or above-median coverage, therefore, misprediction


did not seem to be linked to lower-than-median coverage. Also, the median number of


imputed genotypes for Ansextry classification across all samples was 390, which was


close to the median of mispredicted Ansextry samples (393). Number of imputed genotypes


across all 300 TCGA samples varied between 227 (min) and 690 (max), showing that 10-


15% imputed genotypes did not seem to have a negative impact on Ansextry prediction.


















TCGA





self-


declared
Ansextry
EthSEQ


race
prediction
prediction
Ansextry detailed prediction [%]





black/afr.
AMR
AMR
AFR(0.21)|AMR(90.53)|EAS(0.04)|EUR(7.75)|SAS(1.48)


am.


white
AFR
AFR
AFR(99.94)|AMR(0.06)|EAS(0.0)|EUR(0.0)|SAS(0.0)


black/afr.
EUR
AMR
AFR(0.02)|AMR(17.04)|EAS(0.0)|EUR(82.76)|SAS(0.17)


am.


black/afr.
AFR
AMR
AFR(68.03)|AMR(21.63)|EAS(0.2)|EUR(9.41)|SAS(0.73)


am.


white
AMR
EUR
AFR(0.0)|AMR(54.79)|EAS(0.0)|EUR(45.1)|SAS(0.1)


white
AMR
AMR
AFR(0.01)|AMR(98.88)|EAS(0.01)|EUR(1.01)|SAS(0.08)


white
AFR
AFR
AFR(99.99)|AMR(0.0)|EAS(0.0)|EUR(0.0)|SAS(0.0)


white
AMR
AMR
AFR(0.01)|AMR(97.87)|EAS(0.11)|EUR(1.73)|SAS(0.27)


white
EUR
AMR
AFR(0.0)|AMR(0.84)|EAS(0.01)|EUR(98.92)|SAS(0.22)


white
EUR
AMR
AFR(0.0)|AMR(2.1)|EAS(0.0)|EUR(97.73)|SAS(0.15)


white
EUR
AMR
AFR(0.03)|AMR(31.14)|EAS(0.09)|EUR(65.73)|SAS(3.01)


white
EUR
AMR
AFR(0.01)|AMR(16.3)|EAS(0.01)|EUR(83.36)|SAS(0.33)


white
EUR
AMR
AFR(0.0)|AMR(0.44)|EAS(0.0)|EUR(99.38)|SAS(0.17)


asian
EUR
EUR
AFR(0.01)|AMR(3.12)|EAS(0.03)|EUR(95.6)|SAS(1.24)


black/afr.
EUR
AMR
AFR(28.14)|AMR(30.99)|EAS(0.36)|EUR(40.32)|SAS(0.18)


am.


black/afr.
EUR
EUR
AFR(0.0)|AMR(0.01)|EAS(0.0)|EUR(99.93)|SAS(0.06)


am.


black/afr.
EUR
EUR
AFR(0.0)|AMR(17.35)|EAS(0.0)|EUR(82.6)|SAS(0.05)


am.


black/afr.
AFR
AMR
AFR(84.43)|AMR(15.38)|EAS(0.08)|EUR(0.09)|SAS(0.02)


am.


black/afr.
AFR
AMR
AFR(60.73)|AMR(34.86)|EAS(0.25)|EUR(3.97)|SAS(0.19)


am.
















TCGA

Number of





self-

imputed



declared
EthSEQ detailed
genotypes
Mean



race
prediction [%]
(Ansextry)
coverage







black/afr.
n/a
410
81



am.



white
EUR(16.24)|AMR
295
121




(19.97)|SAS(17.76)|AFR(46.02)



black/afr.
n/a
393
97



am.



black/afr.
EUR(21.73)|EAS(9.16)|AMR(27.11)|
392
90
*



am.
SAS(23.21)|AFR(18.78)



white
n/a
330
156
!



white
n/a
462
63



white
n/a
322
124



white
n/a
444
64



white
n/a
263
181
*



white
n/a
412
132
*



white
n/a
325
121
*



white
n/a
410
109
*



white
n/a
302
113
*



asian
n/a
275
242



black/afr.
EUR(21.12)|EAS(9.6)|AMR(25.78)|
479
59



am.
SAS(22.41)|AFR(21.1)



black/afr.
n/a
319
122



am.



black/afr.
n/a
417
77



am.



black/afr.
EUR(19.18)|EAS(9.78)|AMR(25.38)|
333
114
*



am.
SAS(20.9)|AFR(24.77)



black/afr.
EUR(21.8)|EAS(9.45)|AMR(25.68)|
351
133
*



am.
SAS(22.5)|AFR(20.57)










Interestingly, the only individual misclassified by AnSextry and not by EthSEQ, which was categorized as white by TCGA, but predicted as AMR by the ancestry classifier, was actually predicted to be of admixed ancestry with a probability of 54.7% AMR and 45.1% EUR.


4 CONCLUSIONS

AnSextry, a novel method to reliably and easily determine the sex and ancestry of an individual based on aligned paired-end reads from whole-exome or, if target size permits, targeted sequencing experiments is presented. The tool provides a set of two Python-based classifiers relying on logistic regression, and the ancestry prediction represents an alternative approach to the mainly PCA-based methods used in the field of population genetics. AnSextry provides a ready-to-use reference model and requires minimal user input. It is fast, precise, and straightforward to use.


Disclaimer


Throughout this document the terms “ancestry-specifc”/“ethnicity-specific”/“population-specific” have been used interchangably, as different authors use different terms for the same purpose.


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Example 2

Using PHREGs as a Reference for NGS Read Mapping Increases Coverage of Clinically Relevant Biomarkers


We used 741 germline samples from GDC/TCGA [1] that were sequenced with whole-exome capture Illumina sequencing. This data set had 155 samples of African (AFR), 33 samples of Latino/admixed American (AMR), 179 samples of East Asian (EAS), 354 samples of European (EUR), and 20 samples of South Asian (SAS) ancestry. Each sample was aligned with Novoalign 4.00.01 to the standard human reference genome (HRG) GRCh37 [3], to the PHREG that was assigned by our ancestry classifier and to the HSA PHREG. The HSA PHREG was generated by aggregating the variant data over all GnomAD v2.1 ancestries [4], including AFR, AMR, EAS, EUR, and SAS.


For these read mapping strategies, we compared the coverage of 15,483 pathogenic ClinVar biomarkers version 2019-12 [5] in Gencode v31 CDS exons covering 1,288 genes [6]. We found increased coverage for 211 (AFR), 147 (AMR), 121 (EAS), 173 (EUR), 105 (SAS), and 162 (HSA) ClinVar biomarkers when aligning to the PHREG instead of the HRG (see Table 1). The majority of the variants with increased coverage were in vicinity of sites where the population-specific nucleotide was implanted in the PHREG. When mapping reads of a sample to its closest PHREG, the number of mismatches during alignment are reduced and thus coverage is increased, resulting in an elimination of the coverage drops when aligning to HRG.


In summary, our analysis indicates that the usage of the correct PHREG can increase the coverage and thus improve the detection of clinically relevant biomarkers.









TABLE 1







Caption Table 1 (ClinVar_PHREG_coverage_diff_relative.xlsx): List


of ClinVar biomarkers (gene name|contig|start|end) in Gencode CDS


exons that showed coverage differences when aligning to the PHREG compared


to HRG. The difference is given relative to the coverage computed based on


HRG alignments for each PHREG (AFR, AMR, EAS, EUR, SAS, HSA) as the median


over the cases by ancestry and over all 741 cases (HSA). A positive number


means increase in coverage, a negative number decrease in coverage.













variant
AFR
AMR
EAS
EUR
SAS
HSA
















ABCD1|chrX|153006054|153006054
0.015
0
0
0
0
0


ABCD1|chrX|153006072|153006072
0.015
0
0
0
0
0


ABCD1|chrX|153006164|153006164
0.015
0
0
0
0
0


ABCD1|chrX|153006165|153006165
0.015
0
0
0
0
0


ABCD1|chrX|153008477|153008477
0
0.074
0
0.074
0
0.077


ABCD1|chrX|153008485|153008485
0
0.074
0
0.074
0
0.077


ABCD1|chrX|153008510|153008510
0
0.074
0
0.074
0
0.077


ALG1|chr16|5132566|5132566
0
0.025
0.016
0.013
0.018
0.021


ANKRD11|chr16|89345975|89345982
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89346103|89346103
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89349179|89349180
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89349245|89349248
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89349723|89349726
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89349751|89349752
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89349866|89349866
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89350538|89350541
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89350538|89350542
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89350549|89350552
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89350753|89350753
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89350772|89350775
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89350973|89350973
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89351043|89351047
0.01
0.008
0.009
0.008
0
0.01


ANKRD11|chr16|89351487|89351488
0.01
0.008
0.009
0.008
0
0.01


ATAD3A|chr1|1464679|1464679
0.455
0.727
0.561
0.133
0
0.958


ATM|chr11|108159703|108159703
0
0.01
0
0
0
0


ATM|chr11|108159705|108159705
0
0.01
0
0
0
0


ATM|chr11|108159737|108159737
0
0.01
0
0
0
0


ATM|chr11|108159792|108159792
0
0.01
0
0
0
0


ATM|chr11|108159821|108159821
0
0.01
0
0
0
0


BMPR1A|chr10|88635776|88635776
0.053
0.009
0.055
0
0.018
0.032


BMPR1A|chr10|88676897|88676897
0.102
0.124
0.108
0.113
0
0.11


BMPR1A|chr10|88676945|88676945
0.102
0.124
0.108
0.113
0
0.11


BMPR1A|chr10|88677032|88677032
0.102
0.124
0.108
0.113
0
0.11


BMPR1A|chr10|88677041|88677042
0.102
0.124
0.108
0.113
0
0.11


BMPR1A|chr10|88679141|88679141
0.067
−0.002
−0.002
−0.003
0
0.066


BMPR1A|chr10|88681331|88681331
0.018
0.012
0.014
0.014
0
0.015


BMPR1A|chr10|88683150|88683150
0.017
0.015
0.016
0
0
0


BMPR1A|chr10|88683357|88683357
0.042
0.054
0
0.065
0
0.064


BMPR1A|chr10|88683388|88683388
0.042
0.054
0
0.065
0
0.064


CFTR|chr7|117188696|117188696
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188719|117188723
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188725|117188725
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188786|117188792
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188815|117188815
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188825|117188825
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188843|117188843
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188849|117188849
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188850|117188851
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188852|117188852
0.133
0.133
0
0.165
0.18
0.162


CFTR|chr7|117188858|117188858
0.133
0.133
0
0.165
0.18
0.162


CYP11B1|chr8|143956669|143956669
0.145
0.098
0.386
0.059
0.013
0.127


CYP11B1|chr8|143957183|143957183
0.003
0.015
0.014
0
0
0.001


CYP11B1|chr8|143958438|143958438
0.194
0.088
0.225
0.134
0.158
0.184


CYP21A2|chr6|32006291|32006291
0.636
0.594
0.407
0.375
0.442
0.396


CYP21A2|chr6|32006858|32006858
0.027
0.155
0.048
0.146
0
0.146


CYP21A2|chr6|32006910|32006917
0.027
0.155
0.048
0.146
0
0.146


CYP21A2|chr6|32007203|32007203
0.024
0.145
0.027
0.128
−0.547
0.137


CYP21A2|chr6|32007887|32007887
−0.044
−0.218
0.022
−0.026
−0.032
−0.019


CYP21A2|chr6|32008500|32008500
−0.919
−0.538
−0.93
−0.928
0.418
−0.928


CYP21A2|chr6|32008783|32008783
−0.175
0.041
0.086
0.069
0.037
0.045


CYP21A2|chr6|32008870|32008870
−0.175
0.041
0.086
0.069
0.037
0.045


DCLRE1C|chr10|14976460|14976460
0.041
0.024
0.029
0.024
0.027
0.03


DUOX2|chr15|45403694|45403694
0.467
0
0
0.16
0
0


FLG|chr1|152277475|152277475
0.069
−0.01
0.027
0.013
−0.012
0.027


FLG|chr1|152280023|152280023
0.069
−0.01
0.027
0.013
−0.012
0.027


FLG|chr1|152280331|152280331
0.069
−0.01
0.027
0.013
−0.012
0.027


FLG|chr1|152281123|152281123
0.069
−0.01
0.027
0.013
−0.012
0.027


FLG|chr1|152283457|152283457
0.069
−0.01
0.027
0.013
−0.012
0.027


FLG|chr1|152285861|152285861
0.069
−0.01
0.027
0.013
−0.012
0.027


FLG|chr1|152286875|152286875
0.069
−0.01
0.027
0.013
−0.012
0.027


GBA|chr1|155205518|155205518
0.056
0.051
0.054
0.048
0.056
0.05


GBA|chr1|155205541|155205595
0.056
0.051
0.054
0.048
0.056
0.05


GBA|chr1|155205563|155205563
0.056
0.051
0.054
0.048
0.056
0.05


GBA|chr1|155205614|155205614
0.056
0.051
0.054
0.048
0.056
0.05


GBA|chr1|155208421|155208421
−0.683
0.003
−0.686
0
0
0


GLDC|chr9|6589230|6589230
0.017
0
0
0
0
0


GLUD1|chr10|88820766|88820766
0
0
0.027
0
0
0


HSPB1|chr7|75933395|75933395
0.047
0.033
0.027
0.037
0
0.041


HSPB1|chr7|75933411|75933411
0.047
0.033
0.027
0.037
0
0.041


KRT14|chr17|39742714|39742714
0.068
0.084
0.133
0.089
0.093
0.1


KRT16|chr17|39768562|39768562
0.076
0.06
0.055
0.072
0.071
0.069


KRT16|chr17|39768567|39768567
0.076
0.06
0.055
0.072
0.071
0.069


KRT17|chr17|39780487|39780487
0.007
−0.001
0
−0.002
−0.001
0.006


MT-ND1|chrM|3460|3460
0.013
0
0
0
0
0


MYH7|chr14|23889434|23889434
2.198
0.038
0.041
0.037
0.038
0.038


MYH7|chr14|23894969|23894969
0.019
0
0
0
0
0


MYH7|chr14|23894983|23894983
0.019
0
0
0
0
0


MYH7|chr14|23894999|23894999
0.019
0
0
0
0
0


MYH7|chr14|23895023|23895023
0.019
0
0
0
0
0


MYH7|chr14|23895027|23895027
0.019
0
0
0
0
0


OFD1|chrX|13767594|13767595
0
0
0
0.01
0
0.01


PIK3CA|chr3|178938934|178938934
0.026
0.02
0.032
0.02
0
0.02


PKD1|chr16|2153513|2153513
0.004
−0.006
−0.005
−0.005
0
−0.005


PKD1|chr16|2153747|2153747
0.004
−0.006
−0.005
−0.005
0
−0.005


PKD1|chr16|2156811|2156811
0.059
0
0
0
0
0.008


PKD1|chr16|2158440|2158441
0.002
0
0
0
0
0


PKD1|chr16|2158681|2158681
0.002
0
0
0
0
0


PKD1|chr16|2158969|2158969
0.002
0
0
0
0
0


PKD1|chr16|2159137|2159137
0.002
0
0
0
0
0


PKD1|chr16|2160153|2160154
0.002
0
0
0
0
0


PKD1|chr16|2164490|2164490
0.021
0.016
0.026
0.011
0.009
0.011


PKD1|chr16|2164809|2164809
0.021
0.016
0.026
0.011
0.009
0.011


PLEC|chr8|144994988|144994989
0.001
0
0
0
0
0


PMS2|chr7|6013113|6013113
3.649
0.4
3.567
0.5
4.198
2.771


PMS2|chr7|6017218|6017218
0.019
0
0
0
0
0


PMS2|chr7|6017251|6017251
0.019
0
0
0
0
0


PMS2|chr7|6017260|6017260
0.019
0
0
0
0
0


PMS2|chr7|6017300|6017303
0.019
0
0
0
0
0


PMS2|chr7|6022454|6022454
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6022473|6022473
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6022474|6022474
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6022489|6022489
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6022492|6022492
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6022512|6022512
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6022516|6022516
0.233
−0.253
0.514
−0.242
0
−0.154


PMS2|chr7|6026409|6026409
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026425|6026425
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026426|6026426
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026457|6026457
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026469|6026469
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026484|6026484
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026505|6026505
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026514|6026514
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026522|6026522
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026531|6026532
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026556|6026556
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026564|6026564
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026618|6026618
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026628|6026628
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026653|6026653
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026658|6026658
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026665|6026665
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026709|6026709
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026743|6026743
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026757|6026758
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026816|6026817
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026820|6026820
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026864|6026864
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026894|6026904
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026896|6026896
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026925|6026925
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6026968|6026971
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027020|6027020
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027064|6027064
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027089|6027089
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027099|6027099
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027117|6027121
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027135|6027135
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027156|6027156
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027175|6027175
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027190|6027190
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027215|6027215
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6027232|6027232
0.111
0.017
0.023
0.018
0.075
0.021


PMS2|chr7|6031643|6031643
0.024
−0.023
−0.018
0.03
0
0.029


PMS2|chr7|6031649|6031649
0.024
−0.023
−0.018
0.03
0
0.029


PRSS1|chr7|142458451|142458451
0.052
−0.023
−0.041
−0.042
−0.002
−0.021


PTEN|chr10|89720671|89720671
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720676|89720676
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720709|89720709
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720714|89720714
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720719|89720719
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720733|89720733
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720741|89720741
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720749|89720749
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720804|89720804
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720804|89720807
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720805|89720808
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720808|89720808
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720817|89720817
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720836|89720839
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720852|89720852
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720857|89720857
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720876|89720876
0
0.019
0
0.019
0.016
0.019


PTEN|chr10|89720877|89720877
0
0.019
0
0.019
0.016
0.019


PTPN11|chr12|112910758|112910758
0.006
0
0
0
0
0.006


PTPN11|chr12|112910765|112910765
0.006
0
0
0
0
0.006


PTPN11|chr12|112910772|112910772
0.006
0
0
0
0
0.006


PTPN11|chr12|112910776|112910776
0.006
0
0
0
0
0.006


PTPN11|chr12|112910785|112910785
0.006
0
0
0
0
0.006


PTPN11|chr12|112910793|112910793
0.006
0
0
0
0
0.006


PTPN11|chr12|112910827|112910827
0.006
0
0
0
0
0.006


PTPN11|chr12|112910835|112910835
0.006
0
0
0
0
0.006


PTPN11|chr12|112910837|112910837
0.006
0
0
0
0
0.006


PTPN11|chr12|112910844|112910844
0.006
0
0
0
0
0.006


SCN1A|chr2|166848059|166848059
0.013
0
0
0
0
0


SCN1A|chr2|166848111|166848111
0.013
0
0
0
0
0


SCN1A|chr2|166848129|166848129
0.013
0
0
0
0
0


SCN1A|chr2|166848230|166848230
0.013
0
0
0
0
0


SCN1A|chr2|166848246|166848249
0.013
0
0
0
0
0


SCN1A|chr2|166848437|166848437
0.013
0
0
0
0
0


SCN1A|chr2|166848438|166848438
0.013
0
0
0
0
0


SCN1A|chr2|166848563|166848563
0.013
0
0
0
0
0


SCN1A|chr2|166848772|166848775
0.013
0
0
0
0
0


SCN1A|chr2|166848788|166848788
0.013
0
0
0
0
0


SCN1A|chr2|166848800|166848800
0.013
0
0
0
0
0


SCN1A|chr2|166848851|166848851
0.013
0
0
0
0
0


SCN1A|chr2|166848878|166848878
0.013
0
0
0
0
0


SCN1A|chr2|166848879|166848879
0.013
0
0
0
0
0


SDHA|chr5|224547|224547
0.052
0.023
0
0
0
0


SDHA|chr5|226094|226094
0.024
0.079
0.019
0.078
0
0.081


SDHA|chr5|226156|226156
0.024
0.079
0.019
0.078
0
0.081


SDHA|chr5|235345|235345
0.007
0.004
0
0.006
0.002
0.005


SDHA|chr5|236714|236715
0.082
0
−0.013
−0.02
−0.016
−0.015


SDHA|chr5|240566|240567
0.026
0
0
0
0
0


SDHA|chr5|240574|240574
0.026
0
0
0
0
0


SDHA|chr5|251554|251554
0.172
0
0
0
0
0


SDHD|chr11|111965539|111965539
0
0
0
0.003
0
0


SDHD|chr11|111965551|111965554
0
0
0
0.003
0
0


SDHD|chr11|111965555|111965555
0
0
0
0.003
0
0


STRC|chr15|43896918|43896918
0.1
0
0
0
0
0


STRC|chr15|43896948|43896948
0.1
0
0
0
0
0


SUZ12|chr17|30267467|30267470
0.638
0
0
0
0
−0.457


TUBA1A|chr12|49578875|49578875
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578884|49578884
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578885|49578885
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578923|49578923
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578944|49578944
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578945|49578945
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578980|49578980
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49578981|49578981
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579001|49579001
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579044|49579044
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579053|49579053
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579163|49579163
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579190|49579190
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579229|49579229
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579341|49579341
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579359|49579359
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579508|49579508
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579668|49579668
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49579725|49579725
0.006
−0.03
−0.021
0.003
−0.016
−0.03


TUBA1A|chr12|49580100|49580100
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580101|49580101
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580116|49580116
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580185|49580185
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580430|49580430
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580453|49580453
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580541|49580541
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580603|49580603
0.006
0.013
0.024
0.009
0.014
0.014


TUBA1A|chr12|49580615|49580615
0.006
0.013
0.024
0.009
0.014
0.014


TUBB2A|chr6|3154402|3154402
−0.054
−0.053
−0.088
0.109
−0.032
−0.022


TUBB2A|chr6|3154707|3154707
−0.054
−0.053
−0.088
0.109
−0.032
−0.022


TUBB2A|chr6|3155143|3155143
−0.054
−0.053
−0.088
0.109
−0.032
−0.022


VWF|chr12|6127701|6127701
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6127795|6127795
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6128449|6128449
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6128463|6128463
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6128464|6128464
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6128638|6128638
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6128662|6128662
0.014
0.004
0.027
0.023
0.029
0.006


VWF|chr12|6128668|6128668
0.014
0.004
0.027
0.023
0.029
0.006









REFERENCES FOR EXAMPLE 2



  • [1] https[://]portal.gdc.cancer.gov

  • [2] http[://]www.novocraft.com/products/novoalign

  • [3] https[://]www.ncbi.nlm.nih.gov/grc/human

  • [4] https[://]gnomad.broadinstitute.org/faq

  • [5] https[://]www.ncbi.nlm.nih.gov/clinvar

  • [6] https[://]www.gencodegenes.org/human/release_31lift37.html














APPENDIX 1







chr1
1146964
1146965
A, G
TNFRSF4


chr1
1147421
1147422
C, T
TNFRSF4


chr1
1148099
1148100
C, G
TNFRSF4


chr1
1148724
1148725
A, G
TNFRSF4


chr1
1148820
1148821
A, G
TNFRSF4


chr1
2488152
2488153
A, G
TNFRSF14


chr1
2490512
2490513
C, G
TNFRSF14


chr1
2491204
2491205
C, T
TNFRSF14


chr1
2494329
2494330
A, G
TNFRSF14


chr1
3598899
3598900
A, G
TP73


chr1
3598909
3598910
C, T
TP73


chr1
3599592
3599593
C, T
TP73


chr1
3607519
3607520
A, G
TP73


chr1
3607531
3607532
A, G
TP73


chr1
3607605
3607606
A, C
TP73


chr1
3638566
3638567
C, T
TP73


chr1
3638592
3638593
A, G
TP73


chr1
3638673
3638674
C, T
TP73


chr1
3643680
3643681
A, G
TP73


chr1
3643710
3643711
C, T
TP73


chr1
3644290
3644291
A, C
TP73


chr1
3644305
3644306
C, T
TP73


chr1
3644321
3644322
A, G
TP73


chr1
3644714
3644715
C, T
TP73


chr1
3644753
3644754
C, T
TP73


chr1
3644804
3644805
A, G
TP73


chr1
3644857
3644858
C, G
TP73


chr1
3645988
3645989
A, G
TP73


chr1
3646517
3646518
A, G
TP73


chr1
3647961
3647962
C, T
TP73


chr1
3647972
3647973
A, G
TP73


chr1
3649402
3649403
A, G
TP73


chr1
3649420
3649421
C, T
TP73


chr1
3649561
3649562
A, G
TP73


chr1
7995089
7995090
G, T
TNFRSF9


chr1
7999970
7999971
A, G
TNFRSF9


chr1
8000024
8000025
A, G
TNFRSF9


chr1
9775903
9775904
C, T
PIK3CD


chr1
9776574
9776575
A, G
PIK3CD


chr1
9776604
9776605
A, G
PIK3CD


chr1
9776714
9776715
A, C
PIK3CD


chr1
9777121
9777122
A, G
PIK3CD


chr1
9777665
9777666
C, T
PIK3CD


chr1
9777668
9777669
C, T
PIK3CD


chr1
9778765
9778766
C, T
PIK3CD


chr1
9780103
9780104
C, T
PIK3CD


chr1
9780195
9780196
A, G
PIK3CD


chr1
9780597
9780598
C, T
PIK3CD


chr1
9780761
9780762
A, G
PIK3CD


chr1
9780780
9780781
C, T
PIK3CD


chr1
9782260
9782261
C, T
PIK3CD


chr1
9782555
9782556
C, T
PIK3CD


chr1
9784422
9784423
C, T
PIK3CD


chr1
11167145
11167146
A, G
MTOR


chr1
11169271
11169272
A, G
MTOR


chr1
11169272
11169273
C, G
MTOR


chr1
11169675
11169676
C, T
MTOR


chr1
11172996
11172997
C, T
MTOR


chr1
11174849
11174850
C, T
MTOR


chr1
11174858
11174859
C, T
MTOR


chr1
11181326
11181327
C, T
MTOR


chr1
11181456
11181457
G, T
MTOR


chr1
11182062
11182063
A, G
MTOR


chr1
11190645
11190646
A, G
MTOR


chr1
11199447
11199448
C, T
MTOR


chr1
11205057
11205058
C, T
MTOR


chr1
11206689
11206690
A, T
MTOR


chr1
11272318
11272319
C, T
MTOR


chr1
11272467
11272468
C, G
MTOR


chr1
11288757
11288758
A, G
MTOR


chr1
11291511
11291512
A, G
MTOR


chr1
11293463
11293464
C, T
MTOR


chr1
11298582
11298583
A, G
MTOR


chr1
11300337
11300338
A, G
MTOR


chr1
11301713
11301714
A, G
MTOR


chr1
11308073
11308074
A, G
MTOR


chr1
11850926
11850927
C, T
MTHFR


chr1
11852299
11852300
C, T
MTHFR


chr1
11852302
11852303
A, G
MTHFR


chr1
11854017
11854018
C, T
MTHFR


chr1
11854456
11854457
A, G
MTHFR


chr1
11854475
11854476
G, T
MTHFR


chr1
11854754
11854755
A, G
MTHFR


chr1
11854895
11854896
A, G
MTHFR


chr1
11856377
11856378
A, G
MTHFR


chr1
11863056
11863057
A, G
MTHFR


chr1
11863565
11863566
G, T
MTHFR


chr1
12144433
12144434
A, G
TNFRSF8


chr1
12157287
12157288
C, T
TNFRSF8


chr1
12157320
12157321
C, G
TNFRSF8


chr1
12169534
12169535
A, G
TNFRSF8


chr1
12170286
12170287
C, T
TNFRSF8


chr1
12172048
12172049
A, G
TNFRSF8


chr1
12172124
12172125
C, T
TNFRSF8


chr1
12186057
12186058
A, G
TNFRSF8


chr1
12195660
12195661
A, G
TNFRSF8


chr1
12195728
12195729
C, T
TNFRSF8


chr1
15820447
15820448
G, T
CASP9


chr1
15821958
15821959
A, G
CASP9


chr1
15831271
15831272
C, T
CASP9


chr1
15832542
15832543
C, T
CASP9


chr1
15834359
15834360
A, G
CASP9


chr1
15834490
15834491
A, G
CASP9


chr1
15844925
15844926
C, T
CASP9


chr1
15850602
15850603
A, G
CASP9


chr1
15850612
15850613
A, G
CASP9


chr1
16237806
16237807
A, G
SPEN


chr1
16242619
16242620
A, C
SPEN


chr1
16255643
16255644
C, T
SPEN


chr1
16256005
16256006
C, G
SPEN


chr1
16256006
16256007
C, T
SPEN


chr1
16257255
16257256
A, G
SPEN


chr1
16257644
16257645
C, T
SPEN


chr1
16259142
16259143
A, G
SPEN


chr1
16259812
16259813
A, G
SPEN


chr1
16260381
16260382
C, T
SPEN


chr1
16260391
16260392
A, G
SPEN


chr1
16260512
16260513
A, G
SPEN


chr1
16260915
16260916
C, T
SPEN


chr1
16262236
16262237
C, G
SPEN


chr1
16262355
16262356
C, T
SPEN


chr1
16262403
16262404
C, T
SPEN


chr1
16262718
16262719
C, T
SPEN


chr1
16264115
16264116
C, T
SPEN


chr1
20246986
20246987
C, T
PLA2G2E


chr1
20249252
20249253
A, G
PLA2G2E


chr1
20304925
20304926
A, G
PLA2G2A


chr1
20304961
20304962
C, G
PLA2G2A


chr1
20411331
20411332
C, T
PLA2G5


chr1
20412722
20412723
A, G
PLA2G5


chr1
20440782
20440783
C, T
PLA2G2D


chr1
20442053
20442054
C, T
PLA2G2D


chr1
20442073
20442074
C, T
PLA2G2D


chr1
20470147
20470148
C, T
PLA2G2F


chr1
20915700
20915701
A, C
CDA


chr1
20931448
20931449
A, G
CDA


chr1
20940257
20940258
A, T
CDA


chr1
25256048
25256049
C, T
RUNX3


chr1
25291009
25291010
A, T
RUNX3


chr1
26644536
26644537
A, C
CD52


chr1
26646725
26646726
A, G
CD52


chr1
26646729
26646730
A, G
CD52


chr1
27057620
27057621
A, C
ARID1A


chr1
27100242
27100243
C, T
ARID1A


chr1
27102187
27102188
A, G
ARID1A


chr1
29138974
29138975
G, T
OPRD1


chr1
29139048
29139049
A, G
OPRD1


chr1
29139139
29139140
C, G
OPRD1


chr1
29189482
29189483
C, T
OPRD1


chr1
29189596
29189597
C, T
OPRD1


chr1
29189600
29189601
A, G
OPRD1


chr1
32790045
32790046
G, T
HDAC1


chr1
32797240
32797241
C, G
HDAC1


chr1
38289382
38289383
C, T
MTF1


chr1
40363053
40363054
C, G
MYCL1


chr1
40366647
40366648
A, G
MYCL1


chr1
40367494
40367495
C, G
MYCL1


chr1
43803669
43803670
A, G
MPL


chr1
43803806
43803807
G, T
MPL


chr1
43804339
43804340
A, G
MPL


chr1
43805239
43805240
A, G
MPL


chr1
45291907
45291908
A, G
PTCH2


chr1
45292172
45292173
A, G
PTCH2


chr1
45292482
45292483
C, T
PTCH2


chr1
45292703
45292704
A, G
PTCH2


chr1
45292865
45292866
A, G
PTCH2


chr1
45293056
45293057
A, G
PTCH2


chr1
45293089
45293090
A, G
PTCH2


chr1
45293517
45293518
A, G
PTCH2


chr1
45294143
45294144
C, T
PTCH2


chr1
45294155
45294156
C, T
PTCH2


chr1
45296645
45296646
A, G
PTCH2


chr1
45297752
45297753
A, C, G
PTCH2


chr1
45307505
45307506
A, G
PTCH2


chr1
45308616
45308617
C, G
PTCH2


chr1
45795026
45795027
C, T
MUTYH


chr1
45796114
45796115
A, G
MUTYH


chr1
45796898
45796899
C, G
MUTYH


chr1
45798509
45798510
C, T
MUTYH


chr1
45800032
45800033
C, T
MUTYH


chr1
45800155
45800156
C, T
MUTYH


chr1
45805623
45805624
A, G
MUTYH


chr1
47264946
47264947
A, G
CYP4B1


chr1
47276727
47276728
C, G
CYP4B1


chr1
47276818
47276819
A, G
CYP4B1


chr1
47276839
47276840
C, T
CYP4B1


chr1
47276883
47276884
G, T
CYP4B1


chr1
47276938
47276939
A, G
CYP4B1


chr1
47278168
47278169
A, G
CYP4B1


chr1
47279099
47279100
C, G
CYP4B1


chr1
47279175
47279176
A, G
CYP4B1


chr1
47279836
47279837
A, G
CYP4B1


chr1
47279897
47279898
C, T
CYP4B1


chr1
47280851
47280852
A, C
CYP4B1


chr1
47280858
47280859
A, G
CYP4B1


chr1
47280883
47280884
C, T
CYP4B1


chr1
47282702
47282703
G, T
CYP4B1


chr1
47282754
47282755
C, G
CYP4B1


chr1
47282771
47282772
C, T
CYP4B1


chr1
47283626
47283627
C, T
CYP4B1


chr1
47284242
47284243
C, T
CYP4B1


chr1
47284394
47284395
A, G
CYP4B1


chr1
59247992
59247993
C, T
JUN


chr1
59248220
59248221
A, G
JUN


chr1
65301764
65301765
G, T
JAK1


chr1
65303646
65303647
A, G
JAK1


chr1
65303658
65303659
C, T
JAK1


chr1
65303661
65303662
A, G
JAK1


chr1
65310488
65310489
C, T
JAK1


chr1
65311213
65311214
C, G
JAK1


chr1
65311261
65311262
A, G
JAK1


chr1
65312341
65312342
A, G
JAK1


chr1
65321249
65321250
A, G
JAK1


chr1
65321387
65321388
A, G
JAK1


chr1
65321408
65321409
C, T
JAK1


chr1
65321418
65321419
A, G
JAK1


chr1
65325969
65325970
C, T
JAK1


chr1
65332626
65332627
C, T
JAK1


chr1
65335061
65335062
A, G
JAK1


chr1
65335094
65335095
C, T
JAK1


chr1
65339121
65339122
G
JAK1


chr1
65351895
65351896
C, T
JAK1


chr1
68896897
68896898
A, G
RPE65


chr1
68896944
68896945
G, T
RPE65


chr1
68897000
68897001
C, G, T
RPE65


chr1
68897001
68897002
A, G
RPE65


chr1
68903941
68903942
C, T
RPE65


chr1
68904659
68904660
A, C
RPE65


chr1
68904741
68904742
G, T
RPE65


chr1
68904786
68904787
C, T
RPE65


chr1
68905357
68905358
C, G
RPE65


chr1
68910309
68910310
A, G
RPE65


chr1
68910314
68910315
C, T
RPE65


chr1
91973799
91973800
G, T
CDC7


chr1
91977393
91977394
C, G
CDC7


chr1
91981483
91981484
A, G
CDC7


chr1
91989706
91989707
A, G
CDC7


chr1
95001599
95001600
A, C
F3


chr1
95001654
95001655
C, T
F3


chr1
95005757
95005758
A, G
F3


chr1
95007260
95007261
G, T
F3


chr1
97544542
97544543
G, T
DPYD


chr1
97770919
97770920
C, T
DPYD


chr1
97848040
97848041
G, T
DPYD


chr1
97915623
97915624
A, G
DPYD


chr1
97981394
97981395
C, T
DPYD


chr1
97981420
97981421
C, T
DPYD


chr1
97981507
97981508
C, T
DPYD


chr1
98015145
98015146
C, T
DPYD


chr1
98039436
98039437
C, T
DPYD


chr1
98060752
98060753
A, G
DPYD


chr1
98157361
98157362
A, G
DPYD


chr1
98165090
98165091
C, T
DPYD


chr1
98348884
98348885
A, G
DPYD


chr1
101185362
101185363
A, G
VCAM1


chr1
101190172
101190173
C, T
VCAM1


chr1
101194686
101194687
C, T
VCAM1


chr1
101194883
101194884
A, G
VCAM1


chr1
101196786
101196787
C, G
VCAM1


chr1
101197011
101197012
A, G
VCAM1


chr1
101203764
101203765
A, T
VCAM1


chr1
101203826
101203827
A, G
VCAM1


chr1
101704571
101704572
A, C
S1PR1


chr1
113456545
113456546
A, T
SLC16A1


chr1
115829202
115829203
C, T
NGF


chr1
115829243
115829244
A, G
NGF


chr1
115829312
115829313
A, G
NGF


chr1
115829362
115829363
C, T
NGF


chr1
118165576
118165577
C, G
FAM46C


chr1
118165690
118165691
C, G, T
FAM46C


chr1
118165972
118165973
C, T
FAM46C


chr1
118166095
118166096
C, T
FAM46C


chr1
118166194
118166195
C, T
FAM46C


chr1
120458003
120458004
A, T
NOTCH2


chr1
120458923
120458924
A, G
NOTCH2


chr1
120463043
120463044
C, T
NOTCH2


chr1
120465006
120465007
A, T
NOTCH2


chr1
120468127
120468128
A, G
NOTCH2


chr1
120468133
120468134
C, T
NOTCH2


chr1
120468424
120468425
A, G
NOTCH2


chr1
120468486
120468487
C, T
NOTCH2


chr1
120469146
120469147
C, T
NOTCH2


chr1
120471856
120471857
C, T
NOTCH2


chr1
120480582
120480583
A, G
NOTCH2


chr1
120483243
120483244
C, T
NOTCH2


chr1
120484420
120484421
A, G
NOTCH2


chr1
120491617
120491618
C, G
NOTCH2


chr1
120512302
120512303
A, G
NOTCH2


chr1
120548151
120548152
C, T
NOTCH2


chr1
120611559
120611560
C, T
NOTCH2


chr1
120612005
120612006
A, G
NOTCH2


chr1
150551294
150551295
C, T
MCL1


chr1
150551418
150551419
C, T
MCL1


chr1
155023997
155023998
G, T
ADAM15


chr1
155026374
155026375
C, T
ADAM15


chr1
155026870
155026871
G, T
ADAM15


chr1
155026941
155026942
A, C
ADAM15


chr1
155028449
155028450
A, C
ADAM15


chr1
155028521
155028522
A, G
ADAM15


chr1
155029747
155029748
C, T
ADAM15


chr1
155030556
155030557
A, C
ADAM15


chr1
155030970
155030971
A, G
ADAM15


chr1
155032751
155032752
A, G
ADAM15


chr1
155033307
155033308
A, G
ADAM15


chr1
155033316
155033317
C, T
ADAM15


chr1
155033917
155033918
C, T
ADAM15


chr1
156212566
156212567
A, C
BGLAP


chr1
156212925
156212926
C, G
BGLAP


chr1
156212930
156212931
A, G
BGLAP


chr1
156785616
156785617
A, G
NTRK1


chr1
156834511
156834512
C, T
NTRK1


chr1
156837846
156837847
C, T
NTRK1


chr1
156838431
156838432
C, T
NTRK1


chr1
156843653
156843654
A, G
NTRK1


chr1
156844776
156844777
A, G
NTRK1


chr1
156846232
156846233
A, G
NTRK1


chr1
156848917
156848918
C, T
NTRK1


chr1
156848945
156848946
G, T
NTRK1


chr1
156848967
156848968
C, T
NTRK1


chr1
156848994
156848995
C, T
NTRK1


chr1
156849795
156849796
A, G
NTRK1


chr1
156849945
156849946
A, G
NTRK1


chr1
162688808
162688809
A, G
DDR2


chr1
162722845
162722846
C, G
DDR2


chr1
162722880
162722881
C, T
DDR2


chr1
162725037
162725038
C, T
DDR2


chr1
162731255
162731256
A, C
DDR2


chr1
162737115
162737116
C, G
DDR2


chr1
162740312
162740313
C, T
DDR2


chr1
162740326
162740327
C, T
DDR2


chr1
162743417
162743418
G, T
DDR2


chr1
162749948
162749949
G, T
DDR2


chr1
169483560
169483561
C, T
F5


chr1
169484766
169484767
A, G
F5


chr1
169487820
169487821
G, T
F5


chr1
169489721
169489722
A, G
F5


chr1
169492614
169492615
C, T
F5


chr1
169497291
169497292
C, T
F5


chr1
169498974
169498975
C, T
F5


chr1
169500209
169500210
C, T
F5


chr1
169510117
169510118
A, G
F5


chr1
169510138
169510139
A, G
F5


chr1
169510347
169510348
C, T
F5


chr1
169510375
169510376
G, T
F5


chr1
169510379
169510380
A, G
F5


chr1
169510823
169510824
G, T
F5


chr1
169510889
169510890
C, G
F5


chr1
169511554
169511555
C, T
F5


chr1
169511733
169511734
C, T
F5


chr1
169511754
169511755
C, T
F5


chr1
169511877
169511878
G, T
F5


chr1
169511902
169511903
A, G
F5


chr1
169512026
169512027
C, T
F5


chr1
169512038
169512039
C, T
F5


chr1
169512092
169512093
A, G
F5


chr1
169512119
169512120
A, G
F5


chr1
169512222
169512223
A, G
F5


chr1
169513582
169513583
G, T
F5


chr1
169515725
169515726
C, T
F5


chr1
169519111
169519112
C, T
F5


chr1
169519893
169519894
A, G
F5


chr1
169521852
169521853
A, G
F5


chr1
169526019
169526020
A, G
F5


chr1
169528579
169528580
C, T
F5


chr1
169529754
169529755
A, G
F5


chr1
169529813
169529814
C, G
F5


chr1
169529825
169529826
A, C
F5


chr1
169541512
169541513
C, G
F5


chr1
169541619
169541620
A, G
F5


chr1
169551681
169551682
C, T
F5


chr1
169555453
169555454
A, G
F5


chr1
169555581
169555582
C, T
F5


chr1
169560612
169560613
A, T
SELP


chr1
169562903
169562904
C, T
SELP


chr1
169562948
169562949
A, G
SELP


chr1
169563950
169563951
G, T
SELP


chr1
169565245
169565246
C, T
SELP


chr1
169565283
169565284
C, T
SELP


chr1
169565345
169565346
A, C
SELP


chr1
169565392
169565393
A, C
SELP


chr1
169566241
169566242
C, T
SELP


chr1
169566264
169566265
A, C
SELP


chr1
169566307
169566308
A, G
SELP


chr1
169566312
169566313
C, T
SELP


chr1
169566325
169566326
A, G
SELP


chr1
169566328
169566329
A, G
SELP


chr1
169576374
169576375
A, G
SELP


chr1
169580884
169580885
C, T
SELP


chr1
169581594
169581595
A, G
SELP


chr1
169582316
169582317
C, T
SELP


chr1
169586668
169586669
G, T
SELP


chr1
169588353
169588354
A, G
SELP


chr1
169599253
169599254
C, T
SELP


chr1
169660938
169660939
C, T
SELL


chr1
169665631
169665632
C, T
SELL


chr1
169676485
169676486
A, G
SELL


chr1
169677678
169677679
A, G
SELL


chr1
169677981
169677982
A, T
SELL


chr1
169679552
169679553
C, T
SELL


chr1
172628487
172628488
A, G
FASLG


chr1
172628620
172628621
G, T
FASLG


chr1
172633610
172633611
C, G
FASLG


chr1
179077557
179077558
A, G
ABL2


chr1
179078196
179078197
A, C
ABL2


chr1
179078590
179078591
C, T
ABL2


chr1
179084079
179084080
G, T
ABL2


chr1
179090750
179090751
C, T
ABL2


chr1
179095547
179095548
C, T
ABL2


chr1
179112109
179112110
G, T
ABL2


chr1
179112144
179112145
C, G
ABL2


chr1
183532436
183532437
A, G
NCF2


chr1
183532444
183532445
C, G
NCF2


chr1
183532471
183532472
C
NCF2


chr1
183532579
183532580
G, T
NCF2


chr1
183533216
183533217
C
NCF2


chr1
183534934
183534935
C, T
NCF2


chr1
183534944
183534945
C, T
NCF2


chr1
183536088
183536089
A, G
NCF2


chr1
183542386
183542387
C, T
NCF2


chr1
183555962
183555963
C, T
NCF2


chr1
186643540
186643541
C, T
PTGS2


chr1
186643767
186643768
A, G
PTGS2


chr1
186645077
186645078
A, G
PTGS2


chr1
186645668
186645669
A, G
PTGS2


chr1
186645926
186645927
C, T
PTGS2


chr1
186648354
186648355
C, G
PTGS2


chr1
193117123
193117124
A, T
CDC73


chr1
193173025
193173026
A, G
CDC73


chr1
193202152
193202153
A, G
CDC73


chr1
197008596
197008597
A, C
F13B


chr1
197009797
197009798
A, G
F13B


chr1
197019857
197019858
A, C
F13B


chr1
197019978
197019979
A, G
F13B


chr1
197026264
197026265
C, T
F13B


chr1
197031020
197031021
C, T
F13B


chr1
198661414
198661415
A, G
PTPRC


chr1
198671652
198671653
A, G
PTPRC


chr1
198672538
198672539
A, G
PTPRC


chr1
198678833
198678834
A, G
PTPRC


chr1
198682057
198682058
A, G
PTPRC


chr1
198704293
198704294
C, T
PTPRC


chr1
198711166
198711167
A, G
PTPRC


chr1
198718691
198718692
C, T
PTPRC


chr1
198725168
198725169
C, T
PTPRC


chr1
204494737
204494738
A, G
MDM4


chr1
204501382
204501383
C, T
MDM4


chr1
204506106
204506107
C, T
MDM4


chr1
204511923
204511924
C, T
MDM4


chr1
204515941
204515942
A
MDM4


chr1
204516024
204516025
A, G
MDM4


chr1
204518245
204518246
A, G
MDM4


chr1
204518740
204518741
A, G
MDM4


chr1
206647786
206647787
C, T
IKBKE


chr1
206647843
206647844
C, T
IKBKE


chr1
206649680
206649681
A, G
IKBKE


chr1
206650064
206650065
A, G
IKBKE


chr1
206651106
206651107
A, G
IKBKE


chr1
206651595
206651596
C, T
IKBKE


chr1
206651724
206651725
C, T
IKBKE


chr1
206652403
206652404
A, G
IKBKE


chr1
206652499
206652500
A, G
IKBKE


chr1
206652523
206652524
C, T
IKBKE


chr1
206661262
206661263
T
IKBKE


chr1
206665051
206665052
C, T
IKBKE


chr1
206666280
206666281
C, T
IKBKE


chr1
206666583
206666584
A, G
IKBKE


chr1
206666733
206666734
G, T
IKBKE


chr1
206669398
206669399
C, G
IKBKE


chr1
206669441
206669442
C, T
IKBKE


chr1
206669464
206669465
C, T
IKBKE


chr1
223284527
223284528
A, G
TLR5


chr1
223284598
223284599
C, T
TLR5


chr1
223285041
223285042
A, G
TLR5


chr1
223285506
223285507
G, T
TLR5


chr1
223285945
223285946
G, T
TLR5


chr1
223286039
223286040
C, G
TLR5


chr1
226550740
226550741
C, T
PARP1


chr1
226550828
226550829
C, T
PARP1


chr1
226550923
226550924
C, G
PARP1


chr1
226553579
226553580
A, G
PARP1


chr1
226555301
226555302
A, G
PARP1


chr1
226555347
226555348
A, G
PARP1


chr1
226564835
226564836
A, G
PARP1


chr1
226565048
226565049
G, T
PARP1


chr1
226566958
226566959
C
PARP1


chr1
226567007
226567008
C, G
PARP1


chr1
226567026
226567027
A, G
PARP1


chr1
226567171
226567172
A, C
PARP1


chr1
226567191
226567192
C, T
PARP1


chr1
226567240
226567241
C, T
PARP1


chr1
226570839
226570840
C, T
PARP1


chr1
226573363
226573364
A, G
PARP1


chr1
226573401
226573402
C, T
PARP1


chr1
226573984
226573985
C, T
PARP1


chr1
226576269
226576270
A, G
PARP1


chr1
226576295
226576296
A, G
PARP1


chr1
226576334
226576335
A, G
PARP1


chr1
226576335
226576336
A, G
PARP1


chr1
226580020
226580021
G, T
PARP1


chr1
226580052
226580053
G, T
PARP1


chr1
226589708
226589709
C, T
PARP1


chr1
226589832
226589833
C, T
PARP1


chr1
226589857
226589858
C
PARP1


chr1
226595646
226595647
C, G
PARP1


chr1
236958682
236958683
C, G
MTR


chr1
236958936
236958937
C, T
MTR


chr1
236971982
236971983
C, T
MTR


chr1
236971997
236971998
C, T
MTR


chr1
236975053
236975054
C, G
MTR


chr1
236990140
236990141
A, G
MTR


chr1
237038160
237038161
C, T
MTR


chr1
237038220
237038221
C, G
MTR


chr1
237048499
237048500
A, G
MTR


chr1
237048515
237048516
C, G
MTR


chr1
237054565
237054566
C, T
MTR


chr1
237054568
237054569
A, G
MTR


chr1
237058728
237058729
C, T
MTR


chr1
237058742
237058743
A, G
MTR


chr1
237058743
237058744
A, C
MTR


chr1
237058747
237058748
C, T
MTR


chr1
237060294
237060295
A, G
MTR


chr1
237060295
237060296
A, C
MTR


chr1
237060371
237060372
A, G
MTR


chr1
237060432
237060433
G, T
MTR


chr1
237060849
237060850
C, T
MTR


chr1
237060996
237060997
A, G
MTR


chr2
10262858
10262859
A, G
RRM2


chr2
10262864
10262865
C, G
RRM2


chr2
10262891
10262892
C, T
RRM2


chr2
10262919
10262920
G, T
RRM2


chr2
10267210
10267211
C, T
RRM2


chr2
11323530
11323531
A, C
ROCK2


chr2
11323540
11323541
C, T
ROCK2


chr2
11334383
11334384
G, T
ROCK2


chr2
11347940
11347941
G, T
ROCK2


chr2
11351864
11351865
C, T
ROCK2


chr2
11355232
11355233
A, G
ROCK2


chr2
11359119
11359120
G, T
ROCK2


chr2
11389813
11389814
A, G
ROCK2


chr2
11389906
11389907
C, T
ROCK2


chr2
11426622
11426623
C, T
ROCK2


chr2
11426733
11426734
C, T
ROCK2


chr2
11427886
11427887
A, T
ROCK2


chr2
11484095
11484096
C, G
ROCK2


chr2
25457198
25457199
C, T
DNMT3A


chr2
25457350
25457351
C, T
DNMT3A


chr2
25458545
25458546
C, T
DNMT3A


chr2
25462326
25462327
C, G
DNMT3A


chr2
25469184
25469185
G
DNMT3A


chr2
25469501
25469502
C, T
DNMT3A


chr2
25469627
25469628
C, T
DNMT3A


chr2
25471001
25471002
A, G
DNMT3A


chr2
25475036
25475037
A, C
DNMT3A


chr2
25523064
25523065
C, T
DNMT3A


chr2
29416356
29416357
A, G
ALK


chr2
29416365
29416366
C, G
ALK


chr2
29416480
29416481
C, T
ALK


chr2
29416571
29416572
C, T
ALK


chr2
29416614
29416615
A, G
ALK


chr2
29416749
29416750
A, G
ALK


chr2
29416793
29416794
A, G
ALK


chr2
29420549
29420550
C, T
ALK


chr2
29430757
29430758
A, G
ALK


chr2
29432775
29432776
C, T
ALK


chr2
29443616
29443617
C, G
ALK


chr2
29443748
29443749
G, T
ALK


chr2
29444075
29444076
G, T
ALK


chr2
29444094
29444095
C, T
ALK


chr2
29445156
29445157
C, G
ALK


chr2
29445424
29445425
A, G
ALK


chr2
29446201
29446202
A, G
ALK


chr2
29450372
29450373
A, T
ALK


chr2
29455266
29455267
A, G
ALK


chr2
29473999
29474000
A, G
ALK


chr2
29474041
29474042
A, G
ALK


chr2
29497920
29497921
A, C
ALK


chr2
29497994
29497995
A, G
ALK


chr2
29519714
29519715
C, T
ALK


chr2
29519851
29519852
A, G
ALK


chr2
29541103
29541104
C, T
ALK


chr2
29543662
29543663
C, T
ALK


chr2
29543735
29543736
A, G
ALK


chr2
29543773
29543774
C, T
ALK


chr2
29754824
29754825
C
ALK


chr2
29940528
29940529
A, T
ALK


chr2
30142880
30142881
A, G
ALK


chr2
38298138
38298139
C, T
CYP1B1


chr2
38298149
38298150
A, G
CYP1B1


chr2
38298168
38298169
C, G
CYP1B1


chr2
38298202
38298203
C, G
CYP1B1


chr2
38298393
38298394
C, T
CYP1B1


chr2
38301802
38301803
C, G
CYP1B1


chr2
38301846
38301847
C, T
CYP1B1


chr2
38301937
38301938
A, G
CYP1B1


chr2
38302176
38302177
A, C
CYP1B1


chr2
38302389
38302390
C, G
CYP1B1


chr2
42396721
42396722
A, G
EML4


chr2
42491940
42491941
C, T
EML4


chr2
42491950
42491951
C, T
EML4


chr2
42491996
42491997
A, G
EML4


chr2
42508047
42508048
C, T
EML4


chr2
42508151
42508152
C, G
EML4


chr2
42510177
42510178
C, T
EML4


chr2
42511902
42511903
A, G
EML4


chr2
42515387
42515388
A, G
EML4


chr2
42515436
42515437
A, G
EML4


chr2
42515500
42515501
C, T
EML4


chr2
42531706
42531707
C, G
EML4


chr2
42531716
42531717
A, G
EML4


chr2
42552283
42552284
C, G
EML4


chr2
42552407
42552408
A, G
EML4


chr2
42556021
42556022
A, T
EML4


chr2
42557333
42557334
C, T
EML4


chr2
47380144
47380145
C, T
CALM2


chr2
47380202
47380203
C, T
CALM2


chr2
47399600
47399601
A, G
CALM2


chr2
47596199
47596200
A, G
EPCAM


chr2
47600765
47600766
C, T
EPCAM


chr2
47601105
47601106
C, T
EPCAM


chr2
47604175
47604176
C, T
EPCAM


chr2
47604277
47604278
A, G
EPCAM


chr2
47612223
47612224
C, T
EPCAM


chr2
47612297
47612298
C, T
EPCAM


chr2
47612298
47612299
A, G
EPCAM


chr2
47613698
47613699
C, T
EPCAM


chr2
47613787
47613788
A, G
EPCAM


chr2
47637245
47637246
A, G
MSH2


chr2
47637438
47637439
C, T
MSH2


chr2
47643475
47643476
C, T
MSH2


chr2
47693787
47693788
A, T
MSH2


chr2
47698094
47698095
A, G
MSH2


chr2
47710048
47710049
C, T
MSH2


chr2
47739550
47739551
A, G
MSH2


chr2
48010487
48010488
A, G
MSH6


chr2
48010557
48010558
A, C
MSH6


chr2
48018080
48018081
A, G
MSH6


chr2
48023114
48023115
C, T
MSH6


chr2
48025763
48025764
C, T
MSH6


chr2
48026285
48026286
C, T
MSH6


chr2
48027374
48027375
C, T
MSH6


chr2
48027393
48027394
C, T
MSH6


chr2
48030691
48030692
A, T
MSH6


chr2
48033550
48033551
C, G
MSH6


chr2
48915266
48915267
C, T
LHCGR


chr2
48915870
48915871
A, G
LHCGR


chr2
48921374
48921375
C, T
LHCGR


chr2
48921437
48921438
C, T
LHCGR


chr2
48925745
48925746
C, T
LHCGR


chr2
48948855
48948856
A, G
LHCGR


chr2
48948977
48948978
A, G
LHCGR


chr2
48956416
48956417
C, T
LHCGR


chr2
48956430
48956431
A, T
LHCGR


chr2
48982621
48982622
C, G
LHCGR


chr2
55460086
55460087
A, G
RPS27A


chr2
58388695
58388696
A, G
FANCL


chr2
58390513
58390514
C, G
FANCL


chr2
58390537
58390538
C, T
FANCL


chr2
58390546
58390547
A, G
FANCL


chr2
58390588
58390589
A, C
FANCL


chr2
58421265
58421266
C, T
FANCL


chr2
58431409
58431410
C, G
FANCL


chr2
58431445
58431446
C, T
FANCL


chr2
58453929
58453930
A, G
FANCL


chr2
58453962
58453963
A, T
FANCL


chr2
61709488
61709489
C, G
XPO1


chr2
61710076
61710077
A, G
XPO1


chr2
61711210
61711211
C, T
XPO1


chr2
61715323
61715324
C, T
XPO1


chr2
61722723
61722724
G, T
XPO1


chr2
61729229
61729230
C, T
XPO1


chr2
61749721
61749722
A, C
XPO1


chr2
69093287
69093288
G, T
BMP10


chr2
69093311
69093312
A, G
BMP10


chr2
75276648
75276649
C, T
TACR1


chr2
75276858
75276859
C, T
TACR1


chr2
75425727
75425728
A, G
TACR1


chr2
75426070
75426071
G
TACR1


chr2
108994807
108994808
C, G
SULT1C4


chr2
108998211
108998212
C, T
SULT1C4


chr2
108998797
108998798
A, G, T
SULT1C4


chr2
108999785
108999786
C, T
SULT1C4


chr2
109003716
109003717
G, T
SULT1C4


chr2
109003760
109003761
A, G
SULT1C4


chr2
111397344
111397345
C, T
BUB1


chr2
111419352
111419353
C, T
BUB1


chr2
111419425
111419426
A, G
BUB1


chr2
111423829
111423830
C, T
BUB1


chr2
111430380
111430381
A, C
BUB1


chr2
111431950
111431951
C, G
BUB1


chr2
113532884
113532885
G, T
IL1A


chr2
113537150
113537151
C, T
IL1A


chr2
113539223
113539224
A, G
IL1A


chr2
113540412
113540413
A, G
IL1A


chr2
113541381
113541382
C, T
IL1A


chr2
140992322
140992323
C, T
LRP1B


chr2
140992336
140992337
A, C
LRP1B


chr2
140992346
140992347
C, T
LRP1B


chr2
141027925
141027926
A, G
LRP1B


chr2
141032087
141032088
C, T
LRP1B


chr2
141079616
141079617
A, G
LRP1B


chr2
141108530
141108531
A, G
LRP1B


chr2
141110676
141110677
A, C
LRP1B


chr2
141130694
141130695
C, T
LRP1B


chr2
141242917
141242918
C, T
LRP1B


chr2
141245160
141245161
C, T
LRP1B


chr2
141259375
141259376
A, G
LRP1B


chr2
141260667
141260668
A, G
LRP1B


chr2
141267572
141267573
A, G
LRP1B


chr2
141272252
141272253
C, T
LRP1B


chr2
141274563
141274564
C, T
LRP1B


chr2
141274575
141274576
C, T
LRP1B


chr2
141283400
141283401
A, T
LRP1B


chr2
141283424
141283425
A, G
LRP1B


chr2
141294249
141294250
C, T
LRP1B


chr2
141298673
141298674
C, T
LRP1B


chr2
141298681
141298682
C, G
LRP1B


chr2
141457961
141457962
C, T
LRP1B


chr2
141457984
141457985
A, T
LRP1B


chr2
141459963
141459964
C, T
LRP1B


chr2
141473504
141473505
A, T
LRP1B


chr2
141526813
141526814
C, G
LRP1B


chr2
141528434
141528435
C, T
LRP1B


chr2
141528442
141528443
C, T
LRP1B


chr2
141533661
141533662
C, T
LRP1B


chr2
141571328
141571329
C, T
LRP1B


chr2
141625345
141625346
C, T
LRP1B


chr2
141680637
141680638
C, T
LRP1B


chr2
141707867
141707868
G, T
LRP1B


chr2
141707982
141707983
C, T
LRP1B


chr2
141708020
141708021
A, T
LRP1B


chr2
141709405
141709406
G, T
LRP1B


chr2
141709418
141709419
G, T
LRP1B


chr2
141747248
141747249
A, T
LRP1B


chr2
141751591
141751592
A, G
LRP1B


chr2
141751675
141751676
C, T
LRP1B


chr2
141763011
141763012
G, T
LRP1B


chr2
141763070
141763071
A, G
LRP1B


chr2
141771115
141771116
C, T
LRP1B


chr2
141773396
141773397
A, C
LRP1B


chr2
141816494
141816495
A, G
LRP1B


chr2
141946093
141946094
A, G
LRP1B


chr2
141946168
141946169
A, C
LRP1B


chr2
141946176
141946177
G, T
LRP1B


chr2
142012035
142012036
G, T
LRP1B


chr2
142567909
142567910
C, T
LRP1B


chr2
145147191
145147192
G
ZEB2


chr2
145156550
145156551
A, G
ZEB2


chr2
145157823
145157824
A, G
ZEB2


chr2
145161479
145161480
C
ZEB2


chr2
145255209
145255210
C, T
ZEB2


chr2
160958342
160958343
C, T
ITGB6


chr2
160968627
160968628
A, G
ITGB6


chr2
160994292
160994293
C, T
ITGB6


chr2
160994347
160994348
C, T
ITGB6


chr2
160994408
160994409
C, T
ITGB6


chr2
161029217
161029218
A, G
ITGB6


chr2
161030526
161030527
C, G
ITGB6


chr2
161051852
161051853
A, G
ITGB6


chr2
162862391
162862392
G, T
DPP4


chr2
162865067
162865068
A, G
DPP4


chr2
162865132
162865133
C, T
DPP4


chr2
162865822
162865823
A, T
DPP4


chr2
162875348
162875349
C, G
DPP4


chr2
162875842
162875843
A, C
DPP4


chr2
162876767
162876768
A, G
DPP4


chr2
162881474
162881475
C, G
DPP4


chr2
162903311
162903312
C, T
DPP4


chr2
162903409
162903410
C, T
DPP4


chr2
162929921
162929922
C, T
DPP4


chr2
162929978
162929979
A, G
DPP4


chr2
169985619
169985620
A, C
LRP2


chr2
169993976
169993977
C
LRP2


chr2
169996936
169996937
C, T
LRP2


chr2
169997008
169997009
A, G
LRP2


chr2
169997029
169997030
C, G
LRP2


chr2
169997050
169997051
A, G
LRP2


chr2
170003431
170003432
G, T
LRP2


chr2
170003507
170003508
A, G
LRP2


chr2
170010984
170010985
C, T
LRP2


chr2
170012779
170012780
A, G
LRP2


chr2
170019114
170019115
A, C
LRP2


chr2
170019120
170019121
A, C
LRP2


chr2
170025082
170025083
A, G
LRP2


chr2
170027094
170027095
A, G
LRP2


chr2
170031823
170031824
C, T
LRP2


chr2
170032988
170032989
C, T
LRP2


chr2
170033088
170033089
A, G
LRP2


chr2
170038760
170038761
C, T
LRP2


chr2
170048555
170048556
C
LRP2


chr2
170053504
170053505
C, T
LRP2


chr2
170055254
170055255
C, T
LRP2


chr2
170062077
170062078
C, G
LRP2


chr2
170063419
170063420
C, T
LRP2


chr2
170063470
170063471
A, G
LRP2


chr2
170068490
170068491
C, T
LRP2


chr2
170068712
170068713
A, G
LRP2


chr2
170070347
170070348
C, T
LRP2


chr2
170072886
170072887
C, G
LRP2


chr2
170082012
170082013
A, G
LRP2


chr2
170083032
170083033
C, T
LRP2


chr2
170088350
170088351
A, G
LRP2


chr2
170092394
170092395
A, G
LRP2


chr2
170092601
170092602
A, G
LRP2


chr2
170092612
170092613
C, G
LRP2


chr2
170094762
170094763
C, G
LRP2


chr2
170096017
170096018
A, G
LRP2


chr2
170096094
170096095
C, G
LRP2


chr2
170096290
170096291
A, G
LRP2


chr2
170097706
170097707
G, T
LRP2


chr2
170099445
170099446
G, T
LRP2


chr2
170099452
170099453
A, T
LRP2


chr2
170099472
170099473
C, T
LRP2


chr2
170099473
170099474
A, G
LRP2


chr2
170103335
170103336
C, T
LRP2


chr2
170103350
170103351
G, T
LRP2


chr2
170112659
170112660
C, T
LRP2


chr2
170115587
170115588
C, T
LRP2


chr2
170115671
170115672
A, G
LRP2


chr2
170129527
170129528
A, G
LRP2


chr2
170129528
170129529
A, G
LRP2


chr2
170139345
170139346
C, T
LRP2


chr2
170139386
170139387
A, C
LRP2


chr2
170145660
170145661
C, T
LRP2


chr2
170147501
170147502
C, G
LRP2


chr2
170148744
170148745
A, G
LRP2


chr2
170150670
170150671
A, G
LRP2


chr2
170163767
170163768
C, T
LRP2


chr2
170163815
170163816
G, T
LRP2


chr2
170175333
170175334
C, T
LRP2


chr2
170177381
170177382
A, G
LRP2


chr2
170218815
170218816
C, T
LRP2


chr2
170218846
170218847
C, G
LRP2


chr2
173427052
173427053
G, T
PDK1


chr2
173427079
173427080
A, G
PDK1


chr2
173428873
173428874
C, T
PDK1


chr2
178098678
178098679
C, T
NFE2L2


chr2
178098721
178098722
A, G
NFE2L2


chr2
187455277
187455278
C, T
ITGAV


chr2
187490231
187490232
A, G
ITGAV


chr2
187498106
187498107
C, T
ITGAV


chr2
187501741
187501742
A, G
ITGAV


chr2
187505701
187505702
A, T
ITGAV


chr2
187511465
187511466
A, G
ITGAV


chr2
187519337
187519338
G, T
ITGAV


chr2
187532009
187532010
G, T
ITGAV


chr2
187532372
187532373
G, T
ITGAV


chr2
187532416
187532417
A, G
ITGAV


chr2
187543373
187543374
C, T
ITGAV


chr2
190925076
190925077
C, T
MSTN


chr2
190927142
190927143
A, G
MSTN


chr2
190927159
190927160
C, T
MSTN


chr2
191899345
191899346
A, C
STAT4


chr2
191905713
191905714
C, T
STAT4


chr2
191922840
191922841
A, G
STAT4


chr2
191927472
191927473
A, T
STAT4


chr2
191996517
191996518
C, T
STAT4


chr2
191996588
191996589
A, C
STAT4


chr2
198257200
198257201
A, G
SF3B1


chr2
198257794
198257795
C, T
SF3B1


chr2
198257919
198257920
A, G
SF3B1


chr2
198263721
198263722
A, G
SF3B1


chr2
198265525
198265526
A, G
SF3B1


chr2
198266660
198266661
C, T
SF3B1


chr2
198266827
198266828
G, T
SF3B1


chr2
198266861
198266862
A, T
SF3B1


chr2
198270016
198270017
C, T
SF3B1


chr2
198281458
198281459
A, T
SF3B1


chr2
198281488
198281489
C, T
SF3B1


chr2
198283304
198283305
C, T
SF3B1


chr2
202122955
202122956
C, T
CASP8


chr2
202134320
202134321
T
CASP8


chr2
202141677
202141678
A, G
CASP8


chr2
202149588
202149589
C, G
CASP8


chr2
202149695
202149696
A, G
CASP8


chr2
204732713
204732714
A, G
CTLA4


chr2
204732739
204732740
C, G
CTLA4


chr2
206562222
206562223
C, T
NRP2


chr2
206562249
206562250
C, T
NRP2


chr2
206562316
206562317
C, T
NRP2


chr2
206565450
206565451
C, T
NRP2


chr2
206581032
206581033
A, G
NRP2


chr2
206588569
206588570
A, G
NRP2


chr2
206590685
206590686
C, T
NRP2


chr2
206592694
206592695
C, T
NRP2


chr2
206605179
206605180
G, T
NRP2


chr2
206605222
206605223
C, T
NRP2


chr2
206605244
206605245
A, G
NRP2


chr2
206608038
206608039
C, T
NRP2


chr2
206610501
206610502
G, T
NRP2


chr2
206630360
206630361
G
NRP2


chr2
206631617
206631618
A, C
NRP2


chr2
206656915
206656916
C, T
NRP2


chr2
206656918
206656919
A, T
NRP2


chr2
206659462
206659463
C, T
NRP2


chr2
206659473
206659474
A, G
NRP2


chr2
208631703
208631704
A, T
FZD5


chr2
208631747
208631748
A, G
FZD5


chr2
208631783
208631784
A, G
FZD5


chr2
208632092
208632093
A, G
FZD5


chr2
208632816
208632817
A, G
FZD5


chr2
208633373
208633374
A, G
FZD5


chr2
208633412
208633413
C, T
FZD5


chr2
209106874
209106875
A, G
IDH1


chr2
209108316
209108317
C, T
IDH1


chr2
209113191
209113192
A, G
IDH1


chr2
209113295
209113296
C, T
IDH1


chr2
209113387
209113388
A, G
IDH1


chr2
212251863
212251864
C, T
ERBB4


chr2
212286681
212286682
C, G
ERBB4


chr2
212488646
212488647
C, T
ERBB4


chr2
212530216
212530217
C, T
ERBB4


chr2
212537986
212537987
A, G
ERBB4


chr2
212537993
212537994
A, T
ERBB4


chr2
212543923
212543924
A, G
ERBB4


chr2
212543929
212543930
A, G
ERBB4


chr2
212615341
212615342
A, G
ERBB4


chr2
215595068
215595069
G, T
BARD1


chr2
215595202
215595203
A, G
BARD1


chr2
215595644
215595645
C, T
BARD1


chr2
215632255
215632256
A, G
BARD1


chr2
215645463
215645464
C, G
BARD1


chr2
215645977
215645978
T
BARD1


chr2
215661882
215661883
G, T
BARD1


chr2
215661910
215661911
A, C
BARD1


chr2
215674089
215674090
G, T
BARD1


chr2
215674223
215674224
A, G
BARD1


chr2
219000192
219000193
A, G
CXCR2


chr2
219000279
219000280
C, T
CXCR2


chr2
219000459
219000460
C, T
CXCR2


chr2
219028909
219028910
A, G
CXCR1


chr2
219029301
219029302
G, T
CXCR1


chr2
232320101
232320102
C, T
NCL


chr2
232320280
232320281
G
NCL


chr2
232320797
232320798
C, T
NCL


chr2
232321306
232321307
C, T
NCL


chr2
232321497
232321498
G, T
NCL


chr2
232322332
232322333
G, T
NCL


chr2
232323799
232323800
A, G
NCL


chr2
232323874
232323875
A, G
NCL


chr2
232325038
232325039
C, G
NCL


chr2
232325152
232325153
T
NCL


chr2
232325622
232325623
A, C
NCL


chr2
232326662
232326663
A, G
NCL


chr2
232326800
232326801
A, T
NCL


chr2
232327361
232327362
A, G
NCL


chr2
234590615
234590616
A, C
UGT1A7


chr2
234590925
234590926
A, G
UGT1A7


chr2
234591204
234591205
C, T
UGT1A7


chr2
234599088
234599089
C, G
UGT1A7


chr2
234669143
234669144
A, G
UGT1A1


chr2
234669618
234669619
A, C
UGT1A1


chr2
234675825
234675826
C, T
UGT1A1


chr2
234675828
234675829
C, T
UGT1A1


chr2
234676457
234676458
C, T
UGT1A1


chr2
234835169
234835170
C, T
TRPM8


chr2
234839403
234839404
C, T
TRPM8


chr2
234854539
234854540
C, G
TRPM8


chr2
234854546
234854547
A, T
TRPM8


chr2
234854549
234854550
C, G
TRPM8


chr2
234854551
234854552
A, G
TRPM8


chr2
234856211
234856212
C, T
TRPM8


chr2
234863787
234863788
A, G
TRPM8


chr2
234878472
234878473
C, T
TRPM8


chr2
234890618
234890619
A, T
TRPM8


chr2
234891854
234891855
A, C
TRPM8


chr2
234905077
234905078
C, T
TRPM8


chr2
234915539
234915540
C, G
TRPM8


chr2
234916793
234916794
A, G
TRPM8


chr2
234916804
234916805
C, T
TRPM8


chr2
234923123
234923124
A, C
TRPM8


chr2
234926007
234926008
C, T
TRPM8


chr2
242793272
242793273
A, G
PDCD1


chr2
242793432
242793433
A, G
PDCD1


chr2
242794812
242794813
C
PDCD1


chr2
242800899
242800900
A, G
PDCD1


chr3
10070335
10070336
C, G
FANCD2


chr3
10070416
10070417
C, G
FANCD2


chr3
10074645
10074646
C, G
FANCD2


chr3
10076974
10076975
A, C
FANCD2


chr3
10077954
10077955
A, G
FANCD2


chr3
10080986
10080987
A, G
FANCD2


chr3
10081410
10081411
A, G
FANCD2


chr3
10081544
10081545
C, G
FANCD2


chr3
10084395
10084396
A, G
FANCD2


chr3
10085129
10085130
C, G
FANCD2


chr3
10089688
10089689
G, T
FANCD2


chr3
10089772
10089773
A, C
FANCD2


chr3
10091034
10091035
C, T
FANCD2


chr3
10094012
10094013
A, T
FANCD2


chr3
10106514
10106515
C, T
FANCD2


chr3
10108990
10108991
A, G
FANCD2


chr3
10115042
10115043
C, T
FANCD2


chr3
10119916
10119917
C, T
FANCD2


chr3
10133948
10133949
A, G
FANCD2


chr3
10136072
10136073
A, G
FANCD2


chr3
10136102
10136103
C, T
FANCD2


chr3
10138068
10138069
G, T
FANCD2


chr3
10138188
10138189
C, T
FANCD2


chr3
10142948
10142949
C, T
FANCD2


chr3
12393124
12393125
C, G
PPARG


chr3
12413338
12413339
G, T
PPARG


chr3
12413589
12413590
A, G
PPARG


chr3
12434069
12434070
C, G
PPARG


chr3
12434090
12434091
A, C
PPARG


chr3
12458273
12458274
C, G
PPARG


chr3
12475556
12475557
C, T
PPARG


chr3
12626393
12626394
C, T
RAF1


chr3
12626515
12626516
A, G
RAF1


chr3
12629180
12629181
A, G
RAF1


chr3
12645006
12645007
C, T
RAF1


chr3
13539983
13539984
A, G
HDAC11


chr3
13545696
13545697
C, T
HDAC11


chr3
14188761
14188762
C, G
XPC


chr3
14189511
14189512
A, G
XPC


chr3
14190267
14190268
C, G
XPC


chr3
14193888
14193889
C, T
XPC


chr3
14199541
14199542
A, G
XPC


chr3
14199886
14199887
A, G
XPC


chr3
14199907
14199908
C, T
XPC


chr3
14200020
14200021
A, G
XPC


chr3
14201351
14201352
C, T
XPC


chr3
14207100
14207101
C, G
XPC


chr3
14212049
14212050
C, T
XPC


chr3
14220022
14220023
C, G
XPC


chr3
14220089
14220090
C, T
XPC


chr3
14220094
14220095
C, G
XPC


chr3
30686413
30686414
A, G
TGFBR2


chr3
30713125
30713126
A, T
TGFBR2


chr3
30713245
30713246
A, G
TGFBR2


chr3
30713673
30713674
A, G
TGFBR2


chr3
30713841
30713842
C, T
TGFBR2


chr3
30715607
30715608
A, G
TGFBR2


chr3
32995927
32995928
C, T
CCR4


chr3
37042540
37042541
G, T
MLH1


chr3
37048440
37048441
A, G
MLH1


chr3
37050324
37050325
C, T
MLH1


chr3
37050415
37050416
A
MLH1


chr3
37053363
37053364
C, G
MLH1


chr3
37053486
37053487
C, T
MLH1


chr3
37053549
37053550
A, G
MLH1


chr3
37053567
37053568
A, G
MLH1


chr3
37067239
37067240
A, T
MLH1


chr3
37083739
37083740
A, G
MLH1


chr3
37092024
37092025
C, T
MLH1


chr3
37107129
37107130
A, C
MLH1


chr3
38180226
38180227
C, G
MYD88


chr3
41266012
41266013
A, G
CTNNB1


chr3
41266622
41266623
C, T
CTNNB1


chr3
41275349
41275350
C, T
CTNNB1


chr3
41275804
41275805
A, G
CTNNB1


chr3
41280826
41280827
C, T
CTNNB1


chr3
46414556
46414557
A, T
CCR5


chr3
46415060
46415061
A, G
CCR5


chr3
46415396
46415397
C, T
CCR5


chr3
46480800
46480801
A, G
LTF


chr3
46480957
46480958
C, G
LTF


chr3
46482860
46482861
A, G
LTF


chr3
46482979
46482980
A, T
LTF


chr3
46484963
46484964
A, G
LTF


chr3
46488853
46488854
C, T
LTF


chr3
46488935
46488936
C, T
LTF


chr3
46490365
46490366
A, G
LTF


chr3
46490455
46490456
A, G
LTF


chr3
46495715
46495716
C, T
LTF


chr3
46496853
46496854
A, G
LTF


chr3
46497367
46497368
G, T
LTF


chr3
46497490
46497491
A, G
LTF


chr3
46501099
46501100
A, C
LTF


chr3
46501123
46501124
C, T
LTF


chr3
46501167
46501168
A, T
LTF


chr3
46501212
46501213
C, T
LTF


chr3
46501267
46501268
C, T
LTF


chr3
46509711
46509712
A, G
LTF


chr3
47098587
47098588
A, C
SETD2


chr3
47103866
47103867
G, T
SETD2


chr3
47108653
47108654
C, T
SETD2


chr3
47125384
47125385
A, G
SETD2


chr3
47144880
47144881
A, T
SETD2


chr3
47161805
47161806
A, T
SETD2


chr3
47162660
47162661
A, G
SETD2


chr3
47162876
47162877
G, T
SETD2


chr3
47162885
47162886
C, T
SETD2


chr3
47163421
47163422
C, G
SETD2


chr3
47163522
47163523
C, T
SETD2


chr3
47163582
47163583
A, G
SETD2


chr3
47165547
47165548
A, G
SETD2


chr3
47165568
47165569
A, G
SETD2


chr3
49924939
49924940
C, T
MST1R


chr3
49928034
49928035
A, G
MST1R


chr3
49928613
49928614
A, T
MST1R


chr3
49933239
49933240
A, G
MST1R


chr3
49933460
49933461
C, T
MST1R


chr3
49933615
49933616
C, T
MST1R


chr3
49935502
49935503
A, T
MST1R


chr3
49935525
49935526
G, T
MST1R


chr3
49936101
49936102
C, T
MST1R


chr3
49936607
49936608
C, T
MST1R


chr3
49940077
49940078
C, T
MST1R


chr3
49940498
49940499
A, G
MST1R


chr3
49940811
49940812
G, T
MST1R


chr3
52255919
52255920
C, T
TLR9


chr3
52256696
52256697
C, T
TLR9


chr3
52257890
52257891
G, T
TLR9


chr3
52436258
52436259
C, G
BAP1


chr3
52436266
52436267
C, T
BAP1


chr3
52437205
52437206
A, G
BAP1


chr3
52437257
52437258
C, T
BAP1


chr3
52437747
52437748
A, C
BAP1


chr3
52440268
52440269
C, T
BAP1


chr3
52584714
52584715
A, G
PBRM1


chr3
52584786
52584787
C, T
PBRM1


chr3
52610650
52610651
A, T
PBRM1


chr3
52620713
52620714
G, T
PBRM1


chr3
52620744
52620745
A, G
PBRM1


chr3
52643306
52643307
A, G
PBRM1


chr3
52643684
52643685
C, T
PBRM1


chr3
52658996
52658997
A, C
PBRM1


chr3
52668637
52668638
A, G
PBRM1


chr3
52668775
52668776
A, G
PBRM1


chr3
52702505
52702506
C, T
PBRM1


chr3
52712458
52712459
C, T
PBRM1


chr3
69928509
69928510
A, G
MITF


chr3
69985837
69985838
A, G
MITF


chr3
70014383
70014384
A, G
MITF


chr3
70014386
70014387
A, G
MITF


chr3
70014446
70014447
C, T
MITF


chr3
89156883
89156884
C, G
EPHA3


chr3
89456513
89456514
A, G
EPHA3


chr3
89456554
89456555
A, T
EPHA3


chr3
89480264
89480265
A, G
EPHA3


chr3
89498427
89498428
A, G
EPHA3


chr3
89521643
89521644
C, T
EPHA3


chr3
89521692
89521693
C, T
EPHA3


chr3
89521724
89521725
C, T
EPHA3


chr3
96533682
96533683
C, T
EPHA6


chr3
96533867
96533868
C, G
EPHA6


chr3
96533873
96533874
C, T
EPHA6


chr3
96963003
96963004
C, T
EPHA6


chr3
97185265
97185266
G, T
EPHA6


chr3
97194241
97194242
C, T
EPHA6


chr3
97194316
97194317
G, T
EPHA6


chr3
97202934
97202935
C, G
EPHA6


chr3
97311482
97311483
C, T
EPHA6


chr3
97331268
97331269
A, C
EPHA6


chr3
97365073
97365074
A, G
EPHA6


chr3
97365123
97365124
A, G
EPHA6


chr3
119582290
119582291
A, G
GSK3B


chr3
119720979
119720980
A, T
GSK3B


chr3
124456741
124456742
C, G
UMPS


chr3
124458925
124458926
A, G
UMPS


chr3
124458937
124458938
A, T
UMPS


chr3
124462777
124462778
A, G
UMPS


chr3
124462807
124462808
C, T
UMPS


chr3
124462823
124462824
A, G
UMPS


chr3
124462958
124462959
A, G
UMPS


chr3
124483189
124483190
A, G
ITGB5


chr3
124485234
124485235
A, G
ITGB5


chr3
124492733
124492734
C, T
ITGB5


chr3
124515307
124515308
A, G
ITGB5


chr3
124515313
124515314
A, G
ITGB5


chr3
124515394
124515395
A, G
ITGB5


chr3
124515495
124515496
C, T
ITGB5


chr3
124515508
124515509
A, G
ITGB5


chr3
124515635
124515636
C, T
ITGB5


chr3
124540192
124540193
A, G
ITGB5


chr3
124605735
124605736
C, T
ITGB5


chr3
124606473
124606474
A, G
ITGB5


chr3
124606508
124606509
A, G
ITGB5


chr3
124606535
124606536
C, T
ITGB5


chr3
128200805
128200806
A, G
GATA2


chr3
128204692
128204693
C, G
GATA2


chr3
128204876
128204877
C, G
GATA2


chr3
128204950
128204951
C, T
GATA2


chr3
128205859
128205860
C, G
GATA2


chr3
132050616
132050617
A, T
ACPP


chr3
132050623
132050624
A, G
ACPP


chr3
132063913
132063914
A, T
ACPP


chr3
132068830
132068831
C, T
ACPP


chr3
132068844
132068845
C, T
ACPP


chr3
132068875
132068876
A, G
ACPP


chr3
132068924
132068925
A, T
ACPP


chr3
132071536
132071537
A, C
ACPP


chr3
132071601
132071602
T
ACPP


chr3
132075706
132075707
A, G
ACPP


chr3
132075742
132075743
C, G
ACPP


chr3
132075745
132075746
A, G
ACPP


chr3
132075758
132075759
C, T
ACPP


chr3
134514578
134514579
C, T
EPHB1


chr3
134644634
134644635
C, T
EPHB1


chr3
134644635
134644636
G, T
EPHB1


chr3
134670523
134670524
C, T
EPHB1


chr3
134851604
134851605
C, T
EPHB1


chr3
134851715
134851716
C, T
EPHB1


chr3
134898741
134898742
C, T
EPHB1


chr3
134920305
134920306
C, T
EPHB1


chr3
134960158
134960159
C, G
EPHB1


chr3
137743507
137743508
A, T
CLDN18


chr3
138374238
138374239
G, T
PIK3CB


chr3
138384072
138384073
C, T
PIK3CB


chr3
138403666
138403667
C, T
PIK3CB


chr3
138413665
138413666
A, G
PIK3CB


chr3
138433567
138433568
C, T
PIK3CB


chr3
138456725
138456726
A, G
PIK3CB


chr3
138665028
138665029
C, G
FOXL2


chr3
138665042
138665043
A, G
FOXL2


chr3
138665063
138665064
A, G
FOXL2


chr3
142168330
142168331
C, T
ATR


chr3
142178117
142178118
C, G
ATR


chr3
142178143
142178144
C, T
ATR


chr3
142188391
142188392
C, T
ATR


chr3
142217536
142217537
A, G
ATR


chr3
142217656
142217657
A, G
ATR


chr3
142222283
142222284
A, G
ATR


chr3
142231118
142231119
C, T
ATR


chr3
142242984
142242985
C, T
ATR


chr3
142272631
142272632
C, T
ATR


chr3
142272756
142272757
C, T
ATR


chr3
142277535
142277536
A, G
ATR


chr3
142277574
142277575
A, T
ATR


chr3
142280105
142280106
C, G
ATR


chr3
142281611
142281612
A, G
ATR


chr3
142286938
142286939
C, T
ATR


chr3
142287046
142287047
A, T
ATR


chr3
160118659
160118660
C, G
SMC4


chr3
160119820
160119821
C, T
SMC4


chr3
160120451
160120452
C, T
SMC4


chr3
160130109
160130110
A, G
SMC4


chr3
160132135
160132136
A, G
SMC4


chr3
160143938
160143939
C, T
SMC4


chr3
160143942
160143943
A, G
SMC4


chr3
160144028
160144029
A, C
SMC4


chr3
160144031
160144032
A, G
SMC4


chr3
172224725
172224726
C, G
TNFSF10


chr3
172232779
172232780
G, T
TNFSF10


chr3
172241077
172241078
C, T
TNFSF10


chr3
178921311
178921312
C, G
PIK3CA


chr3
178922272
178922273
A, C
PIK3CA


chr3
178922273
178922274
A, C
PIK3CA


chr3
178927409
178927410
A, G
PIK3CA


chr3
178938746
178938747
A, T
PIK3CA


chr3
178952019
178952020
C, T
PIK3CA


chr3
183210264
183210265
A, G
KLHL6


chr3
183210293
183210294
C, T
KLHL6


chr3
183211905
183211906
A, G
KLHL6


chr3
183212025
183212026
C, T
KLHL6


chr3
183217606
183217607
C, T
KLHL6


chr3
183225809
183225810
C, T
KLHL6


chr3
183226024
183226025
C, T
KLHL6


chr3
183226071
183226072
A, G
KLHL6


chr3
183226113
183226114
G, T
KLHL6


chr3
183226185
183226186
C, T
KLHL6


chr3
183226212
183226213
A, G
KLHL6


chr3
185766561
185766562
A, G
ETV5


chr3
185766565
185766566
C, T
ETV5


chr3
185769791
185769792
G, T
ETV5


chr3
185774812
185774813
A, C
ETV5


chr3
185797810
185797811
C, G
ETV5


chr3
187446210
187446211
C, T
BCL6


chr3
187447031
187447032
A, G
BCL6


chr3
187447700
187447701
A, C
BCL6


chr3
189455680
189455681
C, T
TP63


chr3
189587090
189587091
A, G
TP63


chr3
189604148
189604149
G, T
TP63


chr3
189604159
189604160
C, T
TP63


chr3
189607099
189607100
A, C
TP63


chr4
1801510
1801511
C, T
FGFR3


chr4
1801541
1801542
A, G
FGFR3


chr4
1803235
1803236
C, T
FGFR3


chr4
1803250
1803251
C, T
FGFR3


chr4
1803270
1803271
C, G
FGFR3


chr4
1803306
1803307
C, T
FGFR3


chr4
1803384
1803385
C, G
FGFR3


chr4
1803703
1803704
C, T
FGFR3


chr4
1805477
1805478
C, T
FGFR3


chr4
1806039
1806040
C, T
FGFR3


chr4
1806632
1806633
C, T
FGFR3


chr4
1807410
1807411
A, G
FGFR3


chr4
1807477
1807478
G, T
FGFR3


chr4
1807710
1807711
C, T
FGFR3


chr4
1807893
1807894
A, G
FGFR3


chr4
1807921
1807922
A, G
FGFR3


chr4
1809275
1809276
C, T
FGFR3


chr4
1809348
1809349
A, G
FGFR3


chr4
15835843
15835844
A, C
CD38


chr4
15835982
15835983
C, T
CD38


chr4
15839792
15839793
A, G
CD38


chr4
15850109
15850110
A, G
CD38


chr4
48139564
48139565
A, C
TEC


chr4
48147308
48147309
C, T
TEC


chr4
48148408
48148409
A, G
TEC


chr4
48148434
48148435
A, G
TEC


chr4
48152861
48152862
A, C
TEC


chr4
48152920
48152921
C, T
TEC


chr4
48165756
48165757
A, G
TEC


chr4
48165833
48165834
C, T
TEC


chr4
48169768
48169769
A, G
TEC


chr4
48169774
48169775
C, T
TEC


chr4
48170652
48170653
C, T
TEC


chr4
48170668
48170669
A, G
TEC


chr4
48172217
48172218
C, T
TEC


chr4
48172265
48172266
A, G
TEC


chr4
48173546
48173547
A, G
TEC


chr4
48178063
48178064
A, C
TEC


chr4
55124869
55124870
C, T
PDGFRA


chr4
55125057
55125058
A, T
PDGFRA


chr4
55129830
55129831
C, T
PDGFRA


chr4
55130077
55130078
C, T
PDGFRA


chr4
55133714
55133715
A, G
PDGFRA


chr4
55133725
55133726
G, T
PDGFRA


chr4
55133805
55133806
A, G
PDGFRA


chr4
55138642
55138643
A, G
PDGFRA


chr4
55139770
55139771
C, T
PDGFRA


chr4
55141054
55141055
A, G
PDGFRA


chr4
55143576
55143577
A, G
PDGFRA


chr4
55145112
55145113
A, G
PDGFRA


chr4
55151507
55151508
G, T
PDGFRA


chr4
55151508
55151509
C, T
PDGFRA


chr4
55151710
55151711
A, C
PDGFRA


chr4
55152039
55152040
C, T
PDGFRA


chr4
55161253
55161254
C, T
PDGFRA


chr4
55524303
55524304
C, T
KIT


chr4
55561861
55561862
G, T
KIT


chr4
55564643
55564644
G
KIT


chr4
55575592
55575593
C, T
KIT


chr4
55597457
55597458
A, G
KIT


chr4
55599267
55599268
C, T
KIT


chr4
55602764
55602765
C, G
KIT


chr4
55604638
55604639
C, T
KIT


chr4
55946170
55946171
A, G
KDR


chr4
55956224
55956225
C, T
KDR


chr4
55961158
55961159
C, T
KDR


chr4
55961872
55961873
C, T
KDR


chr4
55964834
55964835
C, T
KDR


chr4
55968052
55968053
A, C
KDR


chr4
55970781
55970782
A, G
KDR


chr4
55970962
55970963
A, G
KDR


chr4
55972973
55972974
A, T
KDR


chr4
55973931
55973932
A, C
KDR


chr4
55979557
55979558
C, T
KDR


chr4
55987392
55987393
C, G
KDR


chr4
55991460
55991461
A, C
KDR


chr4
66197803
66197804
C, T
EPHA5


chr4
66201633
66201634
A, G
EPHA5


chr4
66217077
66217078
A, G
EPHA5


chr4
66218755
66218756
C, T
EPHA5


chr4
66230726
66230727
A, T
EPHA5


chr4
66231698
66231699
A, G
EPHA5


chr4
66242660
66242661
A, G
EPHA5


chr4
66280106
66280107
C, G
EPHA5


chr4
66286313
66286314
G
EPHA5


chr4
66467731
66467732
A, G
EPHA5


chr4
66509039
66509040
G, T
EPHA5


chr4
66509084
66509085
G, T
EPHA5


chr4
66535283
66535284
A, G
EPHA5


chr4
68619909
68619910
C, G
GNRHR


chr4
74302799
74302800
A, C
AFP


chr4
74302869
74302870
C, T
AFP


chr4
74309178
74309179
C
AFP


chr4
74310843
74310844
A, G
AFP


chr4
74316376
74316377
A, G
AFP


chr4
74318176
74318177
C, T
AFP


chr4
74319537
74319538
C, G
AFP


chr4
84222207
84222208
A, G
HPSE


chr4
84223454
84223455
A, G
HPSE


chr4
84223460
84223461
C, G
HPSE


chr4
84230032
84230033
C, T
HPSE


chr4
84230618
84230619
C, T
HPSE


chr4
84234228
84234229
A, G
HPSE


chr4
84240460
84240461
G, T
HPSE


chr4
84240653
84240654
A, G
HPSE


chr4
84243548
84243549
A, G
HPSE


chr4
88898940
88898941
C, T
SPP1


chr4
88902691
88902692
C, T
SPP1


chr4
88902724
88902725
A, G
SPP1


chr4
88902850
88902851
C, T
SPP1


chr4
88903773
88903774
A, G
SPP1


chr4
88903852
88903853
C, T
SPP1


chr4
88904004
88904005
A, G
SPP1


chr4
89018564
89018565
A, G
ABCG2


chr4
89020426
89020427
A, C
ABCG2


chr4
89020437
89020438
C, T
ABCG2


chr4
89028283
89028284
A, G
ABCG2


chr4
89034550
89034551
C, T
ABCG2


chr4
89039242
89039243
C, T
ABCG2


chr4
89052322
89052323
G, T
ABCG2


chr4
89053717
89053718
C, T
ABCG2


chr4
89053789
89053790
A, G
ABCG2


chr4
89060908
89060909
C, T
ABCG2


chr4
89080350
89080351
C, G
ABCG2


chr4
89080400
89080401
G, T
ABCG2


chr4
89080413
89080414
G, T
ABCG2


chr4
103446730
103446731
C
NFKB1


chr4
103446736
103446737
A, T
NFKB1


chr4
103514657
103514658
C, T
NFKB1


chr4
103514736
103514737
C, T
NFKB1


chr4
103514740
103514741
C, T
NFKB1


chr4
103518699
103518700
A, G
NFKB1


chr4
103518840
103518841
A, T
NFKB1


chr4
103528816
103528817
G, T
NFKB1


chr4
103533630
103533631
C, G
NFKB1


chr4
103534559
103534560
C, G
NFKB1


chr4
103534577
103534578
A, G
NFKB1


chr4
104027497
104027498
G, T
CENPE


chr4
104030206
104030207
C, T
CENPE


chr4
104059440
104059441
C, T
CENPE


chr4
104059449
104059450
C, T
CENPE


chr4
104059541
104059542
A, G
CENPE


chr4
104061550
104061551
G, T
CENPE


chr4
104061992
104061993
C, G
CENPE


chr4
104063070
104063071
C, T
CENPE


chr4
104066322
104066323
G, T
CENPE


chr4
104066347
104066348
A, G
CENPE


chr4
104066460
104066461
A, G
CENPE


chr4
104067126
104067127
A, G
CENPE


chr4
104067194
104067195
C, T
CENPE


chr4
104068552
104068553
A, T
CENPE


chr4
104070040
104070041
A, G
CENPE


chr4
104070432
104070433
A, T
CENPE


chr4
104079423
104079424
C, T
CENPE


chr4
104080216
104080217
A, C
CENPE


chr4
104081919
104081920
C, T
CENPE


chr4
104082348
104082349
C, T
CENPE


chr4
104096062
104096063
A, G
CENPE


chr4
104102562
104102563
C, T
CENPE


chr4
104104005
104104006
A, G
CENPE


chr4
104107042
104107043
C, T
CENPE


chr4
104107057
104107058
G, T
CENPE


chr4
104115716
104115717
A, G
CENPE


chr4
104116431
104116432
A, G
CENPE


chr4
104117190
104117191
A, G
CENPE


chr4
104117218
104117219
C, T
CENPE


chr4
104117303
104117304
C, T
CENPE


chr4
104118026
104118027
G, T
CENPE


chr4
106111580
106111581
A, G
TET2


chr4
106155184
106155185
C, G
TET2


chr4
106155704
106155705
C, T
TET2


chr4
106155750
106155751
A, G
TET2


chr4
106156162
106156163
A, G
TET2


chr4
106156186
106156187
C, T
TET2


chr4
106156982
106156983
A, G
TET2


chr4
106158188
106158189
A, G
TET2


chr4
106158214
106158215
C, T
TET2


chr4
106158215
106158216
A, G
TET2


chr4
106190731
106190732
A, C
TET2


chr4
106196950
106196951
A, G
TET2


chr4
106196999
106197000
A, G
TET2


chr4
110638809
110638810
C, T
PLA2G12A


chr4
123377481
123377482
A, C
IL2


chr4
123747941
123747942
C, G
FGF2


chr4
123747946
123747947
A, G
FGF2


chr4
123748085
123748086
C, T
FGF2


chr4
123748523
123748524
C, T
FGF2


chr4
123797427
123797428
G, T
FGF2


chr4
128802344
128802345
A, G
PLK4


chr4
128814491
128814492
A, G
PLK4


chr4
128819617
128819618
A, G
PLK4


chr4
139104413
139104414
C, T
SLC7A11


chr4
139104414
139104415
C, T
SLC7A11


chr4
139106248
139106249
C, T
SLC7A11


chr4
139135798
139135799
C, T
SLC7A11


chr4
139140387
139140388
A, G
SLC7A11


chr4
139140493
139140494
C, G
SLC7A11


chr4
139153505
139153506
G, T
SLC7A11


chr4
139153538
139153539
A, T
SLC7A11


chr4
148441138
148441139
A, G
EDNRA


chr4
148461036
148461037
C, T
EDNRA


chr4
148461072
148461073
A, G
EDNRA


chr4
153303353
153303354
A, C
FBXW7


chr4
153332558
153332559
C, T
FBXW7


chr4
154624655
154624656
C, T
TLR2


chr4
154625408
154625409
C, T
TLR2


chr4
154626401
154626402
A, G
TLR2


chr4
177605222
177605223
A, G
VEGFC


chr4
177608706
177608707
C, T
VEGFC


chr4
177649119
177649120
C, T
VEGFC


chr4
177713287
177713288
A, G
VEGFC


chr4
185552134
185552135
C, T
CASP3


chr4
185553097
185553098
G, T
CASP3


chr4
185556617
185556618
C, T
CASP3


chr4
185559486
185559487
C, G
CASP3


chr4
185565619
185565620
G, T
CASP3


chr4
185565620
185565621
C, T
CASP3


chr4
187003677
187003678
A, G
TLR3


chr4
187003758
187003759
G, T
TLR3


chr4
187004073
187004074
C, T
TLR3


chr4
187004516
187004517
A, G
TLR3


chr4
187004543
187004544
C, T
TLR3


chr4
187004766
187004767
A, C
TLR3


chr4
187005048
187005049
A, T
TLR3


chr4
187005864
187005865
C, T
TLR3


chr4
187005867
187005868
G, T
TLR3


chr5
1254450
1254451
C, T
TERT


chr5
1255519
1255520
A, G
TERT


chr5
1268579
1268580
C, T
TERT


chr5
1279504
1279505
A, G
TERT


chr5
1279626
1279627
A, G
TERT


chr5
1280251
1280252
A, G
TERT


chr5
1282653
1282654
A, G
TERT


chr5
1294085
1294086
C, T
TERT


chr5
1294165
1294166
C, T
TERT


chr5
35068247
35068248
C, G
PRLR


chr5
35072711
35072712
G, T
PRLR


chr5
35084646
35084647
C, T
PRLR


chr5
35089576
35089577
A, G
PRLR


chr5
35857176
35857177
C, G
IL7R


chr5
35857206
35857207
C, T
IL7R


chr5
35857234
35857235
C, G
IL7R


chr5
35861023
35861024
A, G
IL7R


chr5
35861067
35861068
C, T
IL7R


chr5
35871189
35871190
A, G
IL7R


chr5
35871272
35871273
C, T
IL7R


chr5
35873567
35873568
A, C
IL7R


chr5
35873604
35873605
A, G
IL7R


chr5
35874574
35874575
C, T
IL7R


chr5
35875592
35875593
A, T
IL7R


chr5
35876273
35876274
A, G
IL7R


chr5
35876438
35876439
A, G
IL7R


chr5
35876448
35876449
C, T
IL7R


chr5
38942448
38942449
A, G
RICTOR


chr5
38950775
38950776
A, G
RICTOR


chr5
38954993
38954994
C, T
RICTOR


chr5
38955795
38955796
A, G
RICTOR


chr5
38958876
38958877
C, T
RICTOR


chr5
38959419
38959420
A, G
RICTOR


chr5
38962542
38962543
A, G
RICTOR


chr5
38967376
38967377
C, T
RICTOR


chr5
44305091
44305092
A, T
FGF10


chr5
44305132
44305133
A, G
FGF10


chr5
44388816
44388817
C, T
FGF10


chr5
50040669
50040670
C
PARP8


chr5
50045966
50045967
G, T
PARP8


chr5
50057728
50057729
A, G, T
PARP8


chr5
50074530
50074531
A, G
PARP8


chr5
50091151
50091152
A, G
PARP8


chr5
50091161
50091162
A, G
PARP8


chr5
50091169
50091170
C, T
PARP8


chr5
50118249
50118250
A, G
PARP8


chr5
50122644
50122645
G, T
PARP8


chr5
50128569
50128570
A, T
PARP8


chr5
50129160
50129161
C, T
PARP8


chr5
52084299
52084300
A, G
ITGA1


chr5
52157373
52157374
C, T
ITGA1


chr5
52177742
52177743
A, G
ITGA1


chr5
52193286
52193287
C, T
ITGA1


chr5
52193390
52193391
C, T
ITGA1


chr5
52201721
52201722
C, T
ITGA1


chr5
52201744
52201745
C, T
ITGA1


chr5
52214580
52214581
A, G
ITGA1


chr5
52216216
52216217
C, T
ITGA1


chr5
52218693
52218694
C, T
ITGA1


chr5
52223349
52223350
A, G
ITGA1


chr5
52228024
52228025
A, G
ITGA1


chr5
52229744
52229745
G, T
ITGA1


chr5
52235644
52235645
C, T
ITGA1


chr5
52235801
52235802
G, T
ITGA1


chr5
52240809
52240810
A, G
ITGA1


chr5
56111444
56111445
A, G
MAP3K1


chr5
56111480
56111481
C, T
MAP3K1


chr5
56111564
56111565
A, G
MAP3K1


chr5
56111750
56111751
C, G
MAP3K1


chr5
56161786
56161787
A, G
MAP3K1


chr5
56168789
56168790
A, G
MAP3K1


chr5
56171088
56171089
A, G
MAP3K1


chr5
56177442
56177443
A, G
MAP3K1


chr5
56177742
56177743
A, G
MAP3K1


chr5
56178216
56178217
A, C
MAP3K1


chr5
56179340
56179341
A, G
MAP3K1


chr5
67522721
67522722
C, T
PIK3R1


chr5
67535721
67535722
C, T
PIK3R1


chr5
67535788
67535789
C, T
PIK3R1


chr5
67535809
67535810
A, C
PIK3R1


chr5
67575547
67575548
C, T
PIK3R1


chr5
67588147
67588148
A, G
PIK3R1


chr5
67589037
67589038
A, G
PIK3R1


chr5
67593362
67593363
C, T
PIK3R1


chr5
68530702
68530703
A, G
CDK7


chr5
68531252
68531253
C, T
CDK7


chr5
79950402
79950403
C, T
DHFR


chr5
79950496
79950497
C, T
MSH3


chr5
79950507
79950508
C, T
MSH3


chr5
79950511
79950512
A, G
MSH3


chr5
79950716
79950717
C, T
MSH3


chr5
79950723
79950724
C, G
MSH3


chr5
79950726
79950727
C, G
MSH3


chr5
79952389
79952390
C, T
MSH3


chr5
79960954
79960955
A, G
MSH3


chr5
79966028
79966029
A, G
MSH3


chr5
79968257
79968258
A, T
MSH3


chr5
79968270
79968271
A, G
MSH3


chr5
80024782
80024783
A, G
MSH3


chr5
80149980
80149981
A, G
MSH3


chr5
112043383
112043384
G, T
APC


chr5
112043491
112043492
A, C
APC


chr5
112111309
112111310
A, T
APC


chr5
112116631
112116632
C, T
APC


chr5
112136946
112136947
A, T
APC


chr5
112162853
112162854
C, T
APC


chr5
112164560
112164561
A, G
APC


chr5
112164620
112164621
A, G
APC


chr5
112173898
112173899
C, T
APC


chr5
112175022
112175023
A, G
APC


chr5
112175769
112175770
A, G
APC


chr5
112176324
112176325
A, G
APC


chr5
112176558
112176559
G, T
APC


chr5
112176755
112176756
A, T
APC


chr5
112177170
112177171
A, G
APC


chr5
112178994
112178995
A, G
APC


chr5
112198127
112198128
C, T
APC


chr5
131409581
131409582
A, G
CSF2


chr5
131409596
131409597
A, G
CSF2


chr5
131411459
131411460
C, T
CSF2


chr5
131994030
131994031
A, C
IL13


chr5
131995078
131995079
C, T
IL13


chr5
131995963
131995964
A, G
IL13


chr5
132009709
132009710
C, T
IL4


chr5
132009786
132009787
A, G
IL4


chr5
132018131
132018132
A, G
IL4


chr5
132018168
132018169
A, C
IL4


chr5
138117937
138117938
A, G
CTNNA1


chr5
138147948
138147949
G, T
CTNNA1


chr5
138148035
138148036
A, G
CTNNA1


chr5
138221988
138221989
C, G
CTNNA1


chr5
138266545
138266546
A, G
CTNNA1


chr5
138268310
138268311
A, G
CTNNA1


chr5
139722344
139722345
A, G
HBEGF


chr5
139725960
139725961
A, G
HBEGF


chr5
141975066
141975067
A, C
FGF1


chr5
149433856
149433857
C, G
CSF1R


chr5
149435607
149435608
C, G
CSF1R


chr5
149435758
149435759
A, G
CSF1R


chr5
149439257
149439258
A, G
CSF1R


chr5
149447765
149447766
A, G
CSF1R


chr5
149447770
149447771
A, G
CSF1R


chr5
149450131
149450132
C, T
CSF1R


chr5
149456810
149456811
A, G
CSF1R


chr5
149456892
149456893
C, T
CSF1R


chr5
149456994
149456995
A, C
CSF1R


chr5
149457677
149457678
A, G
CSF1R


chr5
149457682
149457683
C, T
CSF1R


chr5
149459789
149459790
C
CSF1R


chr5
149460342
149460343
A, G
CSF1R


chr5
149460444
149460445
A, G
CSF1R


chr5
149460552
149460553
A, G
CSF1R


chr5
149465862
149465863
A, G
CSF1R


chr5
149465890
149465891
C, T
CSF1R


chr5
149495394
149495395
C, T
PDGFRB


chr5
149495536
149495537
A, G
PDGFRB


chr5
149497176
149497177
C, T
PDGFRB


chr5
149497198
149497199
A, C
PDGFRB


chr5
149497227
149497228
A, G
PDGFRB


chr5
149499671
149499672
C, T
PDGFRB


chr5
149499725
149499726
A, T
PDGFRB


chr5
149500401
149500402
C, T
PDGFRB


chr5
149504257
149504258
C, T
PDGFRB


chr5
149505053
149505054
C, T
PDGFRB


chr5
149509445
149509446
C, T
PDGFRB


chr5
149509507
149509508
A, G
PDGFRB


chr5
149510045
149510046
A, C
PDGFRB


chr5
149513402
149513403
C, T
PDGFRB


chr5
149515379
149515380
A, G
PDGFRB


chr5
149515396
149515397
A, T
PDGFRB


chr5
149781564
149781565
C, T
CD74


chr5
149781626
149781627
C, T
CD74


chr5
149781994
149781995
A, G
CD74


chr5
149785923
149785924
C, T
CD74


chr5
149785933
149785934
C, G
CD74


chr5
149792336
149792337
C, T
CD74


chr5
156607956
156607957
A, C
ITK


chr5
156636026
156636027
G, T
ITK


chr5
156644938
156644939
A, G
ITK


chr5
156649816
156649817
A, G
ITK


chr5
156665280
156665281
C, T
ITK


chr5
156670822
156670823
A, G
ITK


chr5
156675843
156675844
C, T
ITK


chr5
156679572
156679573
A, G
ITK


chr5
156679575
156679576
C, T
ITK


chr5
162866547
162866548
C, T
CCNG1


chr5
162870635
162870636
C, G
CCNG1


chr5
162870725
162870726
C, G
CCNG1


chr5
170819886
170819887
A, G
NPM1


chr5
170837456
170837457
A, G
NPM1


chr5
175110280
175110281
C, T
HRH2


chr5
175110778
175110779
A, G
HRH2


chr5
175112619
175112620
C, T
HRH2


chr5
176516541
176516542
C, T
FGFR4


chr5
176516630
176516631
A, G
FGFR4


chr5
176516952
176516953
A, G
FGFR4


chr5
176516953
176516954
C, T
FGFR4


chr5
176517291
176517292
A, G
FGFR4


chr5
176517325
176517326
C, T
FGFR4


chr5
176517460
176517461
G, T
FGFR4


chr5
176517796
176517797
C, T
FGFR4


chr5
176518036
176518037
A, G
FGFR4


chr5
176518765
176518766
C, T
FGFR4


chr5
176518783
176518784
C, T
FGFR4


chr5
176519515
176519516
A, G
FGFR4


chr5
176520242
176520243
A, G
FGFR4


chr5
176522561
176522562
C, T
FGFR4


chr5
176523185
176523186
A, G
FGFR4


chr5
176523561
176523562
A, C
FGFR4


chr5
176523596
176523597
A, G
FGFR4


chr5
176524702
176524703
A, T
FGFR4


chr5
180030324
180030325
C, T
FLT4


chr5
180035993
180035994
A, G
FLT4


chr5
180039605
180039606
C, T
FLT4


chr5
180039638
180039639
A, G
FLT4


chr5
180043387
180043388
A, G
FLT4


chr5
180043438
180043439
A, G
FLT4


chr5
180046343
180046344
C, G
FLT4


chr5
180046635
180046636
C, G
FLT4


chr5
180048034
180048035
C, T
FLT4


chr5
180049807
180049808
C, T
FLT4


chr5
180051002
180051003
C, T
FLT4


chr5
180052945
180052946
A, G
FLT4


chr5
180053089
180053090
A, G
FLT4


chr5
180053096
180053097
C, T
FLT4


chr5
180056043
180056044
A, G
FLT4


chr5
180056862
180056863
C, T
FLT4


chr5
180056985
180056986
C, T
FLT4


chr5
180057230
180057231
A, C
FLT4


chr5
180057248
180057249
A, G
FLT4


chr5
180057292
180057293
C, T
FLT4


chr5
180058760
180058761
A, C
FLT4


chr5
180076459
180076460
C, G
FLT4


chr6
393358
393359
C, G
IRF4


chr6
395888
395889
A, G
IRF4


chr6
398774
398775
A, G
IRF4


chr6
405145
405146
C, G
IRF4


chr6
18130992
18130993
C, T
TPMT


chr6
18134020
18134021
A, C
TPMT


chr6
18134077
18134078
A, C
TPMT


chr6
18139227
18139228
C, T
TPMT


chr6
18139801
18139802
A, T
TPMT


chr6
26087778
26087779
G
HFE


chr6
26091178
26091179
C, G
HFE


chr6
26091335
26091336
C, T
HFE


chr6
26092864
26092865
C, G
HFE


chr6
26094366
26094367
A, G
HFE


chr6
26094432
26094433
C, T
HFE


chr6
26094514
26094515
C, T
HFE


chr6
26096747
26096748
C, G
HFE


chr6
31540555
31540556
C, T
LTA


chr6
31540756
31540757
A, C
LTA


chr6
31543604
31543605
G, T
TNF


chr6
33288074
33288075
A, C
DAXX


chr6
33288270
33288271
A, G
DAXX


chr6
33288505
33288506
A, C
DAXX


chr6
35391786
35391787
C, T
PPARD


chr6
35420266
35420267
C, T
FANCE


chr6
35423661
35423662
A, C
FANCE


chr6
35423885
35423886
C, T
FANCE


chr6
35425415
35425416
A, G
FANCE


chr6
35426131
35426132
A, G
FANCE


chr6
35426174
35426175
C, T
FANCE


chr6
35430685
35430686
A, G
FANCE


chr6
37138304
37138305
G
PIM1


chr6
37138443
37138444
C, T
PIM1


chr6
37139321
37139322
C, T
PIM1


chr6
37141695
37141696
C
PIM1


chr6
41533572
41533573
A, G
FOXP4


chr6
41533578
41533579
A, C
FOXP4


chr6
41554992
41554993
C, G
FOXP4


chr6
41555211
41555212
C, T
FOXP4


chr6
41557566
41557567
C, T
FOXP4


chr6
41557646
41557647
A, C
FOXP4


chr6
41557944
41557945
A, G
FOXP4


chr6
41558042
41558043
C, T
FOXP4


chr6
41558951
41558952
C, T
FOXP4


chr6
41565471
41565472
C, T
FOXP4


chr6
41565580
41565581
C, T
FOXP4


chr6
41566508
41566509
A, G
FOXP4


chr6
41903781
41903782
A, C
CCND3


chr6
41903782
41903783
A, G
CCND3


chr6
41904482
41904483
C, T
CCND3


chr6
41904955
41904956
A, G
CCND3


chr6
44187385
44187386
C, T
SLC29A1


chr6
44197801
44197802
A, G
SLC29A1


chr6
44198311
44198312
A, G
SLC29A1


chr6
44199201
44199202
C, T
SLC29A1


chr6
44217373
44217374
G, T
HSP90AB1


chr6
44219098
44219099
G, T
HSP90AB1


chr6
44219709
44219710
A, C
HSP90AB1


chr6
44219925
44219926
A, G
HSP90AB1


chr6
44221068
44221069
C
HSP90AB1


chr6
44221141
44221142
C, T
HSP90AB1


chr6
44221166
44221167
G, T
HSP90AB1


chr6
74405948
74405949
C, G
CD109


chr6
74405973
74405974
C, G
CD109


chr6
74407181
74407182
G, T
CD109


chr6
74432922
74432923
C, T
CD109


chr6
74440271
74440272
A, C
CD109


chr6
74466376
74466377
C, T
CD109


chr6
74491001
74491002
G, T
CD109


chr6
74493431
74493432
A, C
CD109


chr6
74493597
74493598
A, G
CD109


chr6
74495202
74495203
A, G
CD109


chr6
74495256
74495257
A, G
CD109


chr6
74496993
74496994
G, T
CD109


chr6
74497008
74497009
A, G
CD109


chr6
74497101
74497102
A, G
CD109


chr6
74497151
74497152
A, G
CD109


chr6
74513053
74513054
A, G
CD109


chr6
74517983
74517984
A, G
CD109


chr6
74519701
74519702
G, T
CD109


chr6
74520862
74520863
C, T
CD109


chr6
74521946
74521947
C, T
CD109


chr6
74521947
74521948
G, T
CD109


chr6
74521998
74521999
A, T
CD109


chr6
74524723
74524724
A, G
CD109


chr6
74524756
74524757
G, T
CD109


chr6
74530289
74530290
A, G
CD109


chr6
74533191
74533192
G, T
CD109


chr6
93967850
93967851
C, T
EPHA7


chr6
93982099
93982100
C, T
EPHA7


chr6
93982123
93982124
A, G
EPHA7


chr6
94067980
94067981
C, T
EPHA7


chr6
94120218
94120219
A, G
EPHA7


chr6
94120638
94120639
C, T
EPHA7


chr6
94124352
94124353
A, C
EPHA7


chr6
94124529
94124530
A, C
EPHA7


chr6
106547371
106547372
C, G
PRDM1


chr6
106552891
106552892
C, G
PRDM1


chr6
106555024
106555025
A, G
PRDM1


chr6
106555194
106555195
A, G
PRDM1


chr6
111995665
111995666
A, G
FYN


chr6
112015558
112015559
C, T
FYN


chr6
112015740
112015741
C, T
FYN


chr6
112015822
112015823
G, T
FYN


chr6
112375643
112375644
A, G
WISP3


chr6
112381262
112381263
C, T
WISP3


chr6
112382222
112382223
A, T
WISP3


chr6
112382312
112382313
G, T
WISP3


chr6
112382322
112382323
C, T
WISP3


chr6
112382381
112382382
C, T
WISP3


chr6
112388226
112388227
A, G
WISP3


chr6
112390564
112390565
A, G
WISP3


chr6
112390649
112390650
A, C
WISP3


chr6
114265586
114265587
C, T
HDAC2


chr6
114279976
114279977
C, T
HDAC2


chr6
114281188
114281189
C, T
HDAC2


chr6
114281235
114281236
C, T
HDAC2


chr6
114292184
114292185
C, T
HDAC2


chr6
114292361
114292362
C, G
HDAC2


chr6
117622183
117622184
C, G
ROS1


chr6
117622187
117622188
G, T
ROS1


chr6
117622232
117622233
C, T
ROS1


chr6
117632150
117632151
A, G
ROS1


chr6
117638254
117638255
G, T
ROS1


chr6
117639300
117639301
C, T
ROS1


chr6
117639418
117639419
C, T
ROS1


chr6
117642456
117642457
A, G
ROS1


chr6
117645661
117645662
C, T
ROS1


chr6
117650531
117650532
C, G
ROS1


chr6
117665327
117665328
G, T
ROS1


chr6
117678082
117678083
A, G
ROS1


chr6
117681088
117681089
C, T
ROS1


chr6
117683820
117683821
A, G
ROS1


chr6
117686839
117686840
C, T
ROS1


chr6
117704606
117704607
C, T
ROS1


chr6
117710572
117710573
C, G
ROS1


chr6
117710660
117710661
C, T
ROS1


chr6
117714345
117714346
C, G
ROS1


chr6
117717347
117717348
C, T
ROS1


chr6
117718217
117718218
A, G
ROS1


chr6
117718302
117718303
A, G
ROS1


chr6
117724378
117724379
C, T
ROS1


chr6
117724461
117724462
A, C
ROS1


chr6
117725577
117725578
A, T
ROS1


chr6
117730818
117730819
A, G
ROS1


chr6
117730898
117730899
G, T
ROS1


chr6
138196065
138196066
G, T
TNFAIP3


chr6
138196816
138196817
C, G
TNFAIP3


chr6
138197328
138197329
C, T
TNFAIP3


chr6
138197330
138197331
A, C
TNFAIP3


chr6
138202377
138202378
C, T
TNFAIP3


chr6
152129275
152129276
A, G
ESR1


chr6
152129307
152129308
C, G
ESR1


chr6
152130313
152130314
C, T
ESR1


chr6
152201874
152201875
C, T
ESR1


chr6
152265521
152265522
C, G
ESR1


chr6
152419986
152419987
A, G
ESR1


chr6
152446315
152446316
C, T
ESR1


chr6
152446319
152446320
C, T
ESR1


chr6
152446486
152446487
C, T
ESR1


chr6
160106087
160106088
A, C
SOD2


chr6
160113598
160113599
G, T
SOD2


chr6
160113871
160113872
A, G
SOD2


chr6
160114167
160114168
C, T
SOD2


chr6
160114260
160114261
C, G
SOD2


chr6
160430209
160430210
A, T
IGF2R


chr6
160448263
160448264
A, G
IGF2R


chr6
160448314
160448315
C, T
IGF2R


chr6
160448323
160448324
C, G
IGF2R


chr6
160453560
160453561
G, T
IGF2R


chr6
160453568
160453569
A, G
IGF2R


chr6
160464288
160464289
A, G
IGF2R


chr6
160468179
160468180
A, G
IGF2R


chr6
160468277
160468278
A, G
IGF2R


chr6
160468308
160468309
A, G
IGF2R


chr6
160469541
160469542
A, G
IGF2R


chr6
160479881
160479882
A, G
IGF2R


chr6
160479923
160479924
C, T
IGF2R


chr6
160482591
160482592
C, T
IGF2R


chr6
160482928
160482929
C, G
IGF2R


chr6
160483732
160483733
A, G
IGF2R


chr6
160485495
160485496
A, G
IGF2R


chr6
160493833
160493834
A, G
IGF2R


chr6
160494408
160494409
A, G
IGF2R


chr6
160499212
160499213
C, T
IGF2R


chr6
160499380
160499381
C, T
IGF2R


chr6
160500811
160500812
C, T
IGF2R


chr6
160510101
160510102
A, G
IGF2R


chr6
160524772
160524773
A, T
IGF2R


chr6
160524810
160524811
C, T
IGF2R


chr6
160524824
160524825
A, G
IGF2R


chr6
160524875
160524876
A, G
IGF2R


chr6
160953641
160953642
A, G
LPA


chr6
160961136
160961137
C, T
LPA


chr6
160962234
160962235
A, G
LPA


chr6
160969628
160969629
A, G
LPA


chr6
160969737
160969738
C, G
LPA


chr6
161007495
161007496
C, G
LPA


chr6
161007537
161007538
C, G
LPA


chr6
161010765
161010766
A, T
LPA


chr6
161015171
161015172
A, C
LPA


chr6
161016373
161016374
C, T
LPA


chr6
161022168
161022169
C, T
LPA


chr6
161026196
161026197
A, G
LPA


chr6
166571934
166571935
C, T
T


chr6
166572004
166572005
C, T
T


chr6
166572011
166572012
C, T
T


chr6
166574307
166574308
C, T
T


chr6
166574461
166574462
A, G
T


chr6
166579269
166579270
C, T
T


chr6
166580187
166580188
A, G
T


chr6
166580256
166580257
A, G
T


chr7
2946337
2946338
A, G
CARD11


chr7
2951823
2951824
A, G
CARD11


chr7
2954961
2954962
A, G
CARD11


chr7
2956917
2956918
A, C
CARD11


chr7
2957004
2957005
C, T
CARD11


chr7
2959171
2959172
A, G
CARD11


chr7
2962292
2962293
C, G
CARD11


chr7
2962418
2962419
C, T
CARD11


chr7
2963838
2963839
A, G
CARD11


chr7
2963883
2963884
C, T
CARD11


chr7
2966333
2966334
A, G
CARD11


chr7
2966444
2966445
G, T
CARD11


chr7
2966473
2966474
C, G
CARD11


chr7
2968244
2968245
C, T
CARD11


chr7
2968290
2968291
A, G
CARD11


chr7
2968354
2968355
A, G
CARD11


chr7
2968358
2968359
C, T
CARD11


chr7
2969679
2969680
A, G
CARD11


chr7
2969688
2969689
G, T
CARD11


chr7
2974164
2974165
C, T
CARD11


chr7
2976751
2976752
C, T
CARD11


chr7
2976766
2976767
A, G
CARD11


chr7
2976799
2976800
C, T
CARD11


chr7
2985585
2985586
C, G
CARD11


chr7
13950837
13950838
C, T
ETV1


chr7
13971422
13971423
C, T
ETV1


chr7
13975299
13975300
A, G
ETV1


chr7
13978808
13978809
C, T
ETV1


chr7
14017006
14017007
C, T
ETV1


chr7
14017007
14017008
C, G
ETV1


chr7
14025726
14025727
C, T
ETV1


chr7
14025765
14025766
A, T
ETV1


chr7
50367291
50367292
A, C
IKZF1


chr7
50435776
50435777
G, T
IKZF1


chr7
50435902
50435903
A, C
IKZF1


chr7
50436032
50436033
A, G
IKZF1


chr7
50467766
50467767
A, C
IKZF1


chr7
50467773
50467774
A, G
IKZF1


chr7
50467940
50467941
C, T
IKZF1


chr7
55214347
55214348
C, T
EGFR


chr7
55214404
55214405
A, G
EGFR


chr7
55214442
55214443
A, G
EGFR


chr7
55218902
55218903
C, T
EGFR


chr7
55227824
55227825
A, G
EGFR


chr7
55227849
55227850
A, G
EGFR


chr7
55229254
55229255
A, G
EGFR


chr7
55231425
55231426
C, T
EGFR


chr7
55233037
55233038
A, G
EGFR


chr7
55233088
55233089
C, T
EGFR


chr7
55236256
55236257
A, C
EGFR


chr7
55237976
55237977
C, T
EGFR


chr7
55238036
55238037
A, C
EGFR


chr7
55238086
55238087
C, T
EGFR


chr7
55238873
55238874
A, T
EGFR


chr7
55241754
55241755
A, G
EGFR


chr7
55249062
55249063
A, G
EGFR


chr7
55260439
55260440
C, T
EGFR


chr7
55268896
55268897
A, C
EGFR


chr7
55268915
55268916
C, T
EGFR


chr7
65425893
65425894
A, G
GUSB


chr7
81346684
81346685
C, T
HGF


chr7
81359050
81359051
C, T
HGF


chr7
81372323
81372324
C, G
HGF


chr7
81374350
81374351
A, G
HGF


chr7
81386482
81386483
C, T
HGF


chr7
81388041
81388042
C, T
HGF


chr7
86394592
86394593
A, G
GRM3


chr7
86415986
86415987
C, T
GRM3


chr7
86468515
86468516
C, T
GRM3


chr7
87133537
87133538
A, G
ABCB1


chr7
87133803
87133804
A, C
ABCB1


chr7
87138644
87138645
A, G
ABCB1


chr7
87138658
87138659
A, T
ABCB1


chr7
87145808
87145809
A, G
ABCB1


chr7
87160617
87160618
A, C, T
ABCB1


chr7
87168748
87168749
C, T
ABCB1


chr7
87179142
87179143
A, G
ABCB1


chr7
87179442
87179443
A, G
ABCB1


chr7
87193596
87193597
A, G
ABCB1


chr7
87193601
87193602
A, G
ABCB1


chr7
87199563
87199564
A, C
ABCB1


chr7
87229439
87229440
C, T
ABCB1


chr7
87229500
87229501
C, T
ABCB1


chr7
90894384
90894385
A, G
FZD1


chr7
90895943
90895944
C, T
FZD1


chr7
92355032
92355033
A, T
CDK6


chr7
93055752
93055753
A, G
CALCR


chr7
93067398
93067399
G, T
CALCR


chr7
93070810
93070811
C, T
CALCR


chr7
93070949
93070950
C, T
CALCR


chr7
93072952
93072953
C, T
CALCR


chr7
93097973
93097974
A, G
CALCR


chr7
93101649
93101650
A, G
CALCR


chr7
93116298
93116299
A, G
CALCR


chr7
93125109
93125110
C, T
CALCR


chr7
99358614
99358615
A, G
CYP3A4


chr7
99365942
99365943
A, C
CYP3A4


chr7
99367866
99367867
C, G
CYP3A4


chr7
100401097
100401098
A, C
EPHB4


chr7
100403142
100403143
A, G
EPHB4


chr7
100410596
100410597
A, G
EPHB4


chr7
100410655
100410656
C, T
EPHB4


chr7
100410656
100410657
A, G
EPHB4


chr7
100411277
100411278
C, T
EPHB4


chr7
100411286
100411287
A, G
EPHB4


chr7
100411371
100411372
C, T
EPHB4


chr7
100411687
100411688
C, T
EPHB4


chr7
100414786
100414787
C, T
EPHB4


chr7
100416138
100416139
C, T
EPHB4


chr7
100416249
100416250
A, G
EPHB4


chr7
100417363
100417364
A, G
EPHB4


chr7
100420154
100420155
A, G
EPHB4


chr7
100420211
100420212
C, T
EPHB4


chr7
100771716
100771717
A, G
SERPINE1


chr7
100775204
100775205
C, G
SERPINE1


chr7
100775297
100775298
C, T
SERPINE1


chr7
100780384
100780385
C, T
SERPINE1


chr7
100781407
100781408
C, T
SERPINE1


chr7
100781412
100781413
C, T
SERPINE1


chr7
100781444
100781445
G, T
SERPINE1


chr7
100781467
100781468
A, C
SERPINE1


chr7
100781474
100781475
A, C
SERPINE1


chr7
105891671
105891672
A, C
NAMPT


chr7
105903903
105903904
C, T
NAMPT


chr7
106508977
106508978
A, G
PIK3CG


chr7
106508986
106508987
C, T
PIK3CG


chr7
106509330
106509331
A, C
PIK3CG


chr7
106509932
106509933
A, G
PIK3CG


chr7
106513010
106513011
C, T
PIK3CG


chr7
106519942
106519943
C, T
PIK3CG


chr7
106524688
106524689
C, T
PIK3CG


chr7
116339281
116339282
A, G
MET


chr7
116339671
116339672
C, T
MET


chr7
116340261
116340262
A, G
MET


chr7
116340268
116340269
C, T
MET


chr7
116381103
116381104
A, G
MET


chr7
116397571
116397572
A, G
MET


chr7
116411866
116411867
A, G
MET


chr7
116422213
116422214
C, T
MET


chr7
116435767
116435768
C, T
MET


chr7
116436021
116436022
A, G
MET


chr7
116436096
116436097
A, G
MET


chr7
128828957
128828958
G, T
SMO


chr7
128843395
128843396
A, G
SMO


chr7
128845087
128845088
A, G
SMO


chr7
128846222
128846223
A, G
SMO


chr7
128851794
128851795
A, C
SMO


chr7
128851805
128851806
C, G
SMO


chr7
128851979
128851980
A, G
SMO


chr7
140426256
140426257
A, G
BRAF


chr7
140447158
140447159
G, T
BRAF


chr7
140476935
140476936
A, G
BRAF


chr7
140477726
140477727
C, T
BRAF


chr7
140481510
140481511
A, C
BRAF


chr7
140500334
140500335
C, T
BRAF


chr7
140624425
140624426
A, C
BRAF


chr7
142457429
142457430
A, C
PRSS1


chr7
142459702
142459703
C
PRSS1


chr7
142460393
142460394
T
PRSS1


chr7
142460864
142460865
C, T
PRSS1


chr7
142561535
142561536
C, T
EPHB6


chr7
142562010
142562011
C, T
EPHB6


chr7
142562079
142562080
C, T
EPHB6


chr7
142562403
142562404
C, T
EPHB6


chr7
142563252
142563253
G, T
EPHB6


chr7
142563299
142563300
C, T
EPHB6


chr7
142564109
142564110
C, T
EPHB6


chr7
142565384
142565385
A, G
EPHB6


chr7
142565775
142565776
A, G
EPHB6


chr7
142566162
142566163
C, G
EPHB6


chr7
142566370
142566371
C, T
EPHB6


chr7
142567941
142567942
A, G
EPHB6


chr7
142568517
142568518
A, G
EPHB6


chr7
148504817
148504818
A, G
EZH2


chr7
148506362
148506363
G, T
EZH2


chr7
148506395
148506396
A, C
EZH2


chr7
148508832
148508833
A, G
EZH2


chr7
148511170
148511171
C, T
EZH2


chr7
148513755
148513756
C, G
EZH2


chr7
148514920
148514921
C, T
EZH2


chr7
148514933
148514934
A, G
EZH2


chr7
148524236
148524237
C, G
EZH2


chr7
148525903
148525904
C, G
EZH2


chr7
148543524
148543525
A, G
EZH2


chr7
151164347
151164348
A, G
RHEB


chr7
151167603
151167604
A, T
RHEB


chr7
151168533
151168534
A, G
RHEB


chr7
151174537
151174538
C, T
RHEB


chr7
151195312
151195313
A, G
RHEB


chr7
151195327
151195328
C, G
RHEB


chr7
152346006
152346007
C, T
XRCC2


chr7
152357876
152357877
A, G
XRCC2


chr7
152373232
152373233
A, C
XRCC2


chr7
152373251
152373252
C, G
XRCC2


chr7
155596352
155596353
A, G
SHH


chr7
155596412
155596413
C, T
SHH


chr7
155599381
155599382
A, G
SHH


chr7
155599413
155599414
G
SHH


chr8
6366573
6366574
A, G
ANGPT2


chr8
6371290
6371291
A, G
ANGPT2


chr8
6371302
6371303
A, G
ANGPT2


chr8
6377432
6377433
C, T
ANGPT2


chr8
6378690
6378691
A, G
ANGPT2


chr8
6378783
6378784
A, C
ANGPT2


chr8
6385066
6385067
G, T
ANGPT2


chr8
6385179
6385180
C, T
ANGPT2


chr8
6389888
6389889
A, C, G
ANGPT2


chr8
6420359
6420360
C, T
ANGPT2


chr8
9413874
9413875
C, T
TNKS


chr8
9413892
9413893
A, G
TNKS


chr8
9414048
9414049
A, G
TNKS


chr8
9414158
9414159
C, G
TNKS


chr8
9537426
9537427
A, G
TNKS


chr8
9538249
9538250
A, G
TNKS


chr8
9564309
9564310
C, T
TNKS


chr8
9564418
9564419
C, T
TNKS


chr8
9564436
9564437
A, G
TNKS


chr8
9564484
9564485
A, G
TNKS


chr8
9564510
9564511
C, T
TNKS


chr8
9567699
9567700
A, C
TNKS


chr8
9577939
9577940
C, T
TNKS


chr8
9627602
9627603
C, T
TNKS


chr8
9627790
9627791
A, G
TNKS


chr8
9629780
9629781
A, G
TNKS


chr8
9629809
9629810
A, G
TNKS


chr8
9629844
9629845
A, G
TNKS


chr8
9634151
9634152
C, T
TNKS


chr8
11612664
11612665
A, T
GATA4


chr8
11612697
11612698
A, C
GATA4


chr8
11614501
11614502
C, T
GATA4


chr8
11614558
11614559
A, G
GATA4


chr8
11615927
11615928
A, G
GATA4


chr8
18257703
18257704
A, G
NAT2


chr8
18257794
18257795
C, T
NAT2


chr8
18257853
18257854
C, T
NAT2


chr8
18257993
18257994
C, T
NAT2


chr8
18258102
18258103
A, G
NAT2


chr8
18258315
18258316
A, G
NAT2


chr8
18258350
18258351
A, G
NAT2


chr8
18258369
18258370
A, G
NAT2


chr8
22020258
22020259
A, G
SFTPC


chr8
22020974
22020975
G, T
SFTPC


chr8
22021036
22021037
A, C
SFTPC


chr8
22021795
22021796
A, G
SFTPC


chr8
22880161
22880162
C, G
TNFRSF10B


chr8
22880172
22880173
A, G
TNFRSF10B


chr8
22881851
22881852
C, T
TNFRSF10B


chr8
22886001
22886002
A, G
TNFRSF10B


chr8
22886019
22886020
A, G
TNFRSF10B


chr8
22900700
22900701
A, G
TNFRSF10B


chr8
22926312
22926313
A, G
TNFRSF10B


chr8
23049291
23049292
C, T
TNFRSF10A


chr8
23054634
23054635
A, C
TNFRSF10A


chr8
23054778
23054779
C, T
TNFRSF10A


chr8
23054791
23054792
C, T
TNFRSF10A


chr8
23056903
23056904
G, T
TNFRSF10A


chr8
23057466
23057467
A, G
TNFRSF10A


chr8
23058187
23058188
C, T
TNFRSF10A


chr8
23058219
23058220
G, T
TNFRSF10A


chr8
23059279
23059280
G, T
TNFRSF10A


chr8
23059323
23059324
C, G
TNFRSF10A


chr8
23069573
23069574
C, T
TNFRSF10A


chr8
23082476
23082477
A, G
TNFRSF10A


chr8
23155552
23155553
T
LOXL2


chr8
23167299
23167300
A, G
LOXL2


chr8
23167352
23167353
G, T
LOXL2


chr8
23167434
23167435
C, T
LOXL2


chr8
23167463
23167464
C, G
LOXL2


chr8
23174667
23174668
A, T
LOXL2


chr8
23177496
23177497
A, G
LOXL2


chr8
23186006
23186007
C, T
LOXL2


chr8
23190925
23190926
C, T
LOXL2


chr8
23190940
23190941
C, T
LOXL2


chr8
23190994
23190995
C, T
LOXL2


chr8
23225558
23225559
A, G
LOXL2


chr8
23225744
23225745
C, T
LOXL2


chr8
23282503
23282504
C
LOXL2


chr8
23282556
23282557
C, T
LOXL2


chr8
23282560
23282561
C, T
LOXL2


chr8
27255262
27255263
A, G
PTK2B


chr8
27277536
27277537
A, G
PTK2B


chr8
27277627
27277628
G
PTK2B


chr8
27279882
27279883
A, G
PTK2B


chr8
27287996
27287997
A, T
PTK2B


chr8
27291556
27291557
C, T
PTK2B


chr8
27293305
27293306
C, T
PTK2B


chr8
27293334
27293335
G, T
PTK2B


chr8
27293864
27293865
C, T
PTK2B


chr8
27294605
27294606
C, G
PTK2B


chr8
27297744
27297745
A, G
PTK2B


chr8
27301724
27301725
C, G
PTK2B


chr8
27308537
27308538
A, G
PTK2B


chr8
27308584
27308585
A, C
PTK2B


chr8
27311620
27311621
C, T
PTK2B


chr8
27311702
27311703
C, T
PTK2B


chr8
27312134
27312135
A, G
PTK2B


chr8
27315875
27315876
A, G
PTK2B


chr8
27315899
27315900
A, G
PTK2B


chr8
27455840
27455841
A, T
CLU


chr8
27456129
27456130
A, G
CLU


chr8
27457478
27457479
C, T
CLU


chr8
27457506
27457507
C, G
CLU


chr8
27457511
27457512
G, T
CLU


chr8
27462480
27462481
A, G
CLU


chr8
27464080
27464081
C, T
CLU


chr8
27466577
27466578
G
CLU


chr8
27467945
27467946
C, T
CLU


chr8
27467983
27467984
C, T
CLU


chr8
27468004
27468005
A, G
CLU


chr8
27469063
27469064
C
CLU


chr8
27469065
27469066
C, T
CLU


chr8
27469155
27469156
C, T
CLU


chr8
27472133
27472134
A, G
CLU


chr8
27472137
27472138
C, T
CLU


chr8
27472258
27472259
A, C
CLU


chr8
37553688
37553689
A, G
ZNF703


chr8
37654906
37654907
A, G
GPR124


chr8
37655043
37655044
C, G
GPR124


chr8
37690614
37690615
A, G
GPR124


chr8
37690783
37690784
A, G
GPR124


chr8
37692703
37692704
A, G
GPR124


chr8
37692730
37692731
C, T
GPR124


chr8
37696626
37696627
C, T
GPR124


chr8
37697588
37697589
C, G
GPR124


chr8
37698901
37698902
C, G
GPR124


chr8
37699105
37699106
A, T
GPR124


chr8
37699194
37699195
C, G
GPR124


chr8
37699393
37699394
C, G
GPR124


chr8
37699442
37699443
A, G
GPR124


chr8
37699515
37699516
C, T
GPR124


chr8
37888089
37888090
C, T
EIF4EBP1


chr8
38271300
38271301
A, G
FGFR1


chr8
38279247
38279248
A, G
FGFR1


chr8
38287237
38287238
A, G
FGFR1


chr8
38318714
38318715
A, G
FGFR1


chr8
48689365
48689366
C, T
PRKDC


chr8
48691636
48691637
A, G
PRKDC


chr8
48694955
48694956
A, G
PRKDC


chr8
48695174
48695175
C, T
PRKDC


chr8
48695180
48695181
A, C
PRKDC


chr8
48697704
48697705
C, T
PRKDC


chr8
48710879
48710880
C, T
PRKDC


chr8
48710954
48710955
A, G
PRKDC


chr8
48715853
48715854
A, G
PRKDC


chr8
48729958
48729959
C, T
PRKDC


chr8
48729959
48729960
C, T
PRKDC


chr8
48739304
48739305
A, G
PRKDC


chr8
48739338
48739339
A, G
PRKDC


chr8
48739439
48739440
A, C
PRKDC


chr8
48771242
48771243
C, T
PRKDC


chr8
48792041
48792042
A, T
PRKDC


chr8
48792198
48792199
A, C
PRKDC


chr8
48794625
48794626
A, C
PRKDC


chr8
48805787
48805788
C, T
PRKDC


chr8
48815185
48815186
C, T
PRKDC


chr8
48817589
48817590
A, G
PRKDC


chr8
48824964
48824965
C, G
PRKDC


chr8
48842424
48842425
C, T
PRKDC


chr8
48843309
48843310
C, G
PRKDC


chr8
48845530
48845531
C, T
PRKDC


chr8
48846518
48846519
C, T
PRKDC


chr8
48852224
48852225
C, T
PRKDC


chr8
48870029
48870030
A, T
PRKDC


chr8
56860112
56860113
C, T
LYN


chr8
56860128
56860129
A, G
LYN


chr8
56863150
56863151
A, G
LYN


chr8
56866451
56866452
A, G
LYN


chr8
56882381
56882382
G
LYN


chr8
56910927
56910928
C, T
LYN


chr8
63938763
63938764
A, G
GGH


chr8
63939838
63939839
C, T
GGH


chr8
63942716
63942717
C, T
GGH


chr8
63942732
63942733
C, T
GGH


chr8
63948197
63948198
A, C
GGH


chr8
108306154
108306155
C, G
ANGPT1


chr8
108315461
108315462
C, T
ANGPT1


chr8
108334923
108334924
A, G
ANGPT1


chr8
108335012
108335013
A, T
ANGPT1


chr8
108335036
108335037
A, T
ANGPT1


chr8
108335041
108335042
C, T
ANGPT1


chr8
128750539
128750540
A, G
MYC


chr8
128750606
128750607
A, G
MYC


chr8
128751200
128751201
A, G
MYC


chr8
143955915
143955916
C, G
CYP11B1


chr8
143956802
143956803
C, G
CYP11B1


chr8
143956807
143956808
A, C
CYP11B1


chr8
143956853
143956854
A, G
CYP11B1


chr8
143957332
143957333
C, G
CYP11B1


chr8
143957737
143957738
C, T
CYP11B1


chr8
143957824
143957825
A, G
CYP11B1


chr8
143958341
143958342
A, G
CYP11B1


chr8
143958426
143958427
C, T
CYP11B1


chr8
143959187
143959188
A, G, T
CYP11B1


chr8
143959218
143959219
A, G
CYP11B1


chr8
143959249
143959250
C, T
CYP11B1


chr8
143959271
143959272
C, T
CYP11B1


chr8
143959288
143959289
C, T
CYP11B1


chr8
143959310
143959311
A, G
CYP11B1


chr8
143960596
143960597
A, G
CYP11B1


chr8
143960625
143960626
A, G
CYP11B1


chr8
143961004
143961005
C, T
CYP11B1


chr8
143961101
143961102
C, T
CYP11B1


chr8
143994040
143994041
C, T
CYP11B2


chr8
143994265
143994266
A, G
CYP11B2


chr8
143994341
143994342
C, T
CYP11B2


chr8
143994805
143994806
A, G, T
CYP11B2


chr8
143995742
143995743
C, T
CYP11B2


chr8
143995760
143995761
C, T
CYP11B2


chr8
143995791
143995792
T
CYP11B2


chr8
143996362
143996363
A, G
CYP11B2


chr8
143996364
143996365
A, G
CYP11B2


chr8
143996538
143996539
C, T
CYP11B2


chr8
143996552
143996553
A, G
CYP11B2


chr8
143998661
143998662
A, G
CYP11B2


chr8
143999145
143999146
C, T
CYP11B2


chr8
143999171
143999172
C, T
CYP11B2


chr9
5050705
5050706
C, T
JAK2


chr9
5066746
5066747
C, T
JAK2


chr9
5066785
5066786
C, T
JAK2


chr9
5077516
5077517
C, T
JAK2


chr9
5081779
5081780
A, G
JAK2


chr9
5089687
5089688
C, T
JAK2


chr9
5126442
5126443
A, T
JAK2


chr9
5457295
5457296
C, T
CD274


chr9
5467800
5467801
C, T
CD274


chr9
5467924
5467925
A, G
CD274


chr9
5549539
5549540
C, T
PDCD1LG2


chr9
5557707
5557708
C, T
PDCD1LG2


chr9
5557792
5557793
A, T
PDCD1LG2


chr9
5563114
5563115
A, T
PDCD1LG2


chr9
8319805
8319806
C, T
PTPRD


chr9
8338877
8338878
A, C
PTPRD


chr9
8340300
8340301
C, G
PTPRD


chr9
8340315
8340316
G, T
PTPRD


chr9
8341184
8341185
A, G
PTPRD


chr9
8389342
8389343
A, G
PTPRD


chr9
8389363
8389364
C, G
PTPRD


chr9
8436702
8436703
C, G
PTPRD


chr9
8437140
8437141
C, G
PTPRD


chr9
8454494
8454495
A, G
PTPRD


chr9
8454565
8454566
C, T
PTPRD


chr9
8460590
8460591
A, G
PTPRD


chr9
8465579
8465580
G, T
PTPRD


chr9
8465597
8465598
A, G
PTPRD


chr9
8484189
8484190
A, G
PTPRD


chr9
8484239
8484240
G, T
PTPRD


chr9
8484297
8484298
A, C
PTPRD


chr9
8485786
8485787
C, G
PTPRD


chr9
8485833
8485834
A, G
PTPRD


chr9
8485927
8485928
A, G
PTPRD


chr9
8518051
8518052
C, G
PTPRD


chr9
8518142
8518143
C, T
PTPRD


chr9
8518394
8518395
A, G
PTPRD


chr9
8518437
8518438
C, G
PTPRD


chr9
8518469
8518470
C, G
PTPRD


chr9
8524853
8524854
C, T
PTPRD


chr9
21077370
21077371
C, T
IFNB1


chr9
21077640
21077641
A, G
IFNB1


chr9
21077688
21077689
G, T
IFNB1


chr9
21384791
21384792
A, G
IFNA2


chr9
21385311
21385312
G, T
IFNA2


chr9
21968158
21968159
A, G
CDKN2A


chr9
21968198
21968199
C, G
CDKN2A


chr9
21968711
21968712
A, C
CDKN2A


chr9
21970978
21970979
A, C
CDKN2A


chr9
21971183
21971184
T
CDKN2A


chr9
21974437
21974438
C
CDKN2A


chr9
22006272
22006273
G, T
CDKN2B


chr9
27157913
27157914
C, T
TEK


chr9
27158009
27158010
A, G
TEK


chr9
27168432
27168433
A, G
TEK


chr9
27168467
27168468
A, G
TEK


chr9
27168570
27168571
C, T
TEK


chr9
27173179
27173180
C, T
TEK


chr9
27183462
27183463
A, C
TEK


chr9
27183597
27183598
C, T
TEK


chr9
27190491
27190492
C, T
TEK


chr9
27190654
27190655
A, G
TEK


chr9
27197367
27197368
C, T
TEK


chr9
27203077
27203078
A, G
TEK


chr9
27203143
27203144
C, T
TEK


chr9
27205020
27205021
A, G
TEK


chr9
27213579
27213580
C, T
TEK


chr9
27213611
27213612
C, G
TEK


chr9
27218725
27218726
C, T
TEK


chr9
27220065
27220066
A, G
TEK


chr9
27220093
27220094
C, T
TEK


chr9
27220181
27220182
A, T
TEK


chr9
27228199
27228200
A, G
TEK


chr9
27229098
27229099
A, G
TEK


chr9
27229140
27229141
C, T
TEK


chr9
34655285
34655286
C, T
IL11RA


chr9
34656727
34656728
A, C
IL11RA


chr9
34657389
34657390
A, G
IL11RA


chr9
34657394
34657395
A, G
IL11RA


chr9
34658477
34658478
C, T
IL11RA


chr9
34658561
34658562
G
IL11RA


chr9
34658651
34658652
A, G
IL11RA


chr9
34661552
34661553
A, G
IL11RA


chr9
35074916
35074917
C, T
FANCG


chr9
35075968
35075969
A, G
FANCG


chr9
35076516
35076517
G
FANCG


chr9
35076623
35076624
C, T
FANCG


chr9
35076754
35076755
A, G
FANCG


chr9
35076905
35076906
C, G
FANCG


chr9
35076922
35076923
C, T
FANCG


chr9
35077440
35077441
C, T
FANCG


chr9
35079360
35079361
G, T
FANCG


chr9
35079444
35079445
C, T
FANCG


chr9
35674052
35674053
A, G
CA9


chr9
35674100
35674101
C, T
CA9


chr9
35674346
35674347
A, T
CA9


chr9
35675851
35675852
C, G
CA9


chr9
35675960
35675961
A, G
CA9


chr9
35676287
35676288
C, T
CA9


chr9
35679142
35679143
A, G
CA9


chr9
35679250
35679251
A, G
CA9


chr9
35680932
35680933
A, G
CA9


chr9
36840622
36840623
A, G
PAX5


chr9
36840684
36840685
C, T
PAX5


chr9
37002805
37002806
A, G
PAX5


chr9
37006493
37006494
C, T
PAX5


chr9
37015233
37015234
A, G
PAX5


chr9
37020621
37020622
A, C
PAX5


chr9
80412602
80412603
C, T
GNAQ


chr9
87338455
87338456
A, G
NTRK2


chr9
87339314
87339315
C, T
NTRK2


chr9
87342647
87342648
A, C
NTRK2


chr9
87356743
87356744
A, G
NTRK2


chr9
87356780
87356781
A, C
NTRK2


chr9
87366872
87366873
C, T
NTRK2


chr9
87563369
87563370
C, T
NTRK2


chr9
87636264
87636265
C, T
NTRK2


chr9
93606308
93606309
A, G
SYK


chr9
93626911
93626912
A, G
SYK


chr9
93626936
93626937
A, C
SYK


chr9
93629543
93629544
C, T
SYK


chr9
93636430
93636431
A, G
SYK


chr9
93637014
93637015
C, T
SYK


chr9
93639845
93639846
A, C, G
SYK


chr9
93639848
93639849
A, G
SYK


chr9
93639972
93639973
C, G
SYK


chr9
93640008
93640009
A, G
SYK


chr9
93641150
93641151
C, T
SYK


chr9
93641174
93641175
C, T
SYK


chr9
93641198
93641199
C, T
SYK


chr9
93650014
93650015
A, T
SYK


chr9
93657760
93657761
A, T
SYK


chr9
97869395
97869396
C
FANCC


chr9
97897654
97897655
A, G
FANCC


chr9
97934358
97934359
C, T
FANCC


chr9
97934366
97934367
C, T
FANCC


chr9
98011601
98011602
G, T
FANCC


chr9
98209593
98209594
A, G
PTCH1


chr9
98209692
98209693
A, G
PTCH1


chr9
98209741
98209742
A, G
PTCH1


chr9
98211548
98211549
A, G
PTCH1


chr9
98211571
98211572
A, T
PTCH1


chr9
98211587
98211588
G
PTCH1


chr9
98215821
98215822
A, G
PTCH1


chr9
98215967
98215968
C, G
PTCH1


chr9
98220321
98220322
A, C
PTCH1


chr9
98229388
98229389
C, G
PTCH1


chr9
98231099
98231100
A, G
PTCH1


chr9
98231345
98231346
C, G
PTCH1


chr9
98236303
98236304
C, T
PTCH1


chr9
98236308
98236309
C, T
PTCH1


chr9
98236396
98236397
A, G
PTCH1


chr9
98238357
98238358
A, G
PTCH1


chr9
98239146
98239147
A, G
PTCH1


chr9
98239189
98239190
C, G
PTCH1


chr9
98241377
98241378
A, G
PTCH1


chr9
98278939
98278940
C, G
PTCH1


chr9
101890979
101890980
A, G
TGFBR1


chr9
101908914
101908915
A, G
TGFBR1


chr9
110249504
110249505
C, T
KLF4


chr9
110250170
110250171
A, G
KLF4


chr9
117782890
117782891
C, T
TNC


chr9
117791616
117791617
C, T
TNC


chr9
117791663
117791664
C, T
TNC


chr9
117791708
117791709
A, G
TNC


chr9
117792598
117792599
C, T
TNC


chr9
117797524
117797525
G, T
TNC


chr9
117797596
117797597
C, T
TNC


chr9
117803270
117803271
C, T
TNC


chr9
117803379
117803380
C, G
TNC


chr9
117804543
117804544
C, T
TNC


chr9
117804552
117804553
C, T
TNC


chr9
117804666
117804667
C, T
TNC


chr9
117808784
117808785
A, T
TNC


chr9
117815010
117815011
C, T
TNC


chr9
117815035
117815036
A, G
TNC


chr9
117827037
117827038
G, T
TNC


chr9
117827059
117827060
C, T
TNC


chr9
117835930
117835931
A, G
TNC


chr9
117840275
117840276
C, T
TNC


chr9
117840333
117840334
A, G
TNC


chr9
117844019
117844020
C, T
TNC


chr9
117844065
117844066
G, T
TNC


chr9
117845010
117845011
C, T
TNC


chr9
117846569
117846570
C, T
TNC


chr9
117846579
117846580
C, T
TNC


chr9
117848196
117848197
C, T
TNC


chr9
117848393
117848394
C, T
TNC


chr9
117849228
117849229
C, T
TNC


chr9
117849313
117849314
C, T
TNC


chr9
117849372
117849373
C, T
TNC


chr9
117853021
117853022
C, T
TNC


chr9
117853222
117853223
C, G
TNC


chr9
120474720
120474721
C, T
TLR4


chr9
120475301
120475302
A, G
TLR4


chr9
120475601
120475602
C, T
TLR4


chr9
120475825
120475826
A, G
TLR4


chr9
120475935
120475936
G, T
TLR4


chr9
128000647
128000648
A, C
HSPA5


chr9
128001118
128001119
C, T
HSPA5


chr9
130549076
130549077
A, G
CDK9


chr9
130549789
130549790
C, T
CDK9


chr9
130550197
130550198
C, G
CDK9


chr9
130550486
130550487
C, T
CDK9


chr9
130551710
130551711
C, T
CDK9


chr9
130578005
130578006
A, G
ENG


chr9
130578279
130578280
A, G
ENG


chr9
130580938
130580939
C, T
ENG


chr9
130586620
130586621
C, G
ENG


chr9
130586656
130586657
A, G
ENG


chr9
130586687
130586688
A, G
ENG


chr9
130588153
130588154
A, G
ENG


chr9
130588168
130588169
C, T
ENG


chr9
130616620
130616621
A, G
ENG


chr9
132580900
132580901
C, G
TOR1A


chr9
132586415
132586416
A, C
TOR1A


chr9
133710245
133710246
A, T
ABL1


chr9
133730137
133730138
A, G
ABL1


chr9
133738319
133738320
A, G
ABL1


chr9
133747456
133747457
C, T
ABL1


chr9
133748201
133748202
C, T
ABL1


chr9
133755527
133755528
A, G
ABL1


chr9
133759545
133759546
A, G
ABL1


chr9
133760028
133760029
C, G
ABL1


chr9
133760591
133760592
C, T
ABL1


chr9
133760616
133760617
C, T
ABL1


chr9
133760676
133760677
C, T
ABL1


chr9
133761000
133761001
A, G
ABL1


chr9
135771729
135771730
A, G
TSC1


chr9
135771792
135771793
A, G
TSC1


chr9
135776924
135776925
C, T
TSC1


chr9
135781204
135781205
C, T
TSC1


chr9
135781238
135781239
A, G
TSC1


chr9
135782220
135782221
C, T
TSC1


chr9
135786903
135786904
A, G
TSC1


chr9
135804138
135804139
C, T
TSC1


chr9
139390675
139390676
A, C
NOTCH1


chr9
139390957
139390958
C, T
NOTCH1


chr9
139391199
139391200
C, T
NOTCH1


chr9
139391337
139391338
C, T
NOTCH1


chr9
139391413
139391414
A, G
NOTCH1


chr9
139391635
139391636
A, G
NOTCH1


chr9
139391736
139391737
C, G
NOTCH1


chr9
139393306
139393307
A, G
NOTCH1


chr9
139396407
139396408
A, G
NOTCH1


chr9
139397706
139397707
A, G
NOTCH1


chr9
139399131
139399132
C, T
NOTCH1


chr9
139399319
139399320
C, T
NOTCH1


chr9
139401288
139401289
C, G
NOTCH1


chr9
139401301
139401302
A, G
NOTCH1


chr9
139402379
139402380
A, C
NOTCH1


chr9
139402657
139402658
C, T
NOTCH1


chr9
139402662
139402663
C, T
NOTCH1


chr9
139402693
139402694
A, C
NOTCH1


chr9
139404171
139404172
A, G
NOTCH1


chr9
139405092
139405093
A, G
NOTCH1


chr9
139405741
139405742
C, T
NOTCH1


chr9
139407931
139407932
A, G
NOTCH1


chr9
139408963
139408964
A, G
NOTCH1


chr9
139410588
139410589
A, G
NOTCH1


chr9
139411872
139411873
A, G
NOTCH1


chr9
139411879
139411880
A, G
NOTCH1


chr9
139413268
139413269
A, G
NOTCH1


chr9
139413907
139413908
C, T
NOTCH1


chr9
139417332
139417333
A, G
NOTCH1


chr9
139417380
139417381
A, G
NOTCH1


chr9
139418259
139418260
A, G
NOTCH1


chr9
139438410
139438411
C, G
NOTCH1


chr9
139562992
139562993
C, T
EGFL7


chr9
139564105
139564106
C, G
EGFL7


chr9
139564473
139564474
C, G
EGFL7


chr9
139564667
139564668
A, G
EGFL7


chr9
139566777
139566778
C, T
EGFL7


chr10
6060056
6060057
A, G
IL2RA


chr10
6061406
6061407
C, T
IL2RA


chr10
6061478
6061479
A, C
IL2RA


chr10
6061498
6061499
C, T
IL2RA


chr10
6061780
6061781
C, T
IL2RA


chr10
6063507
6063508
A, G
IL2RA


chr10
6063566
6063567
C, T
IL2RA


chr10
6063673
6063674
C, T
IL2RA


chr10
8100631
8100632
C, T
GATA3


chr10
8100646
8100647
C, T
GATA3


chr10
8106134
8106135
A, G
GATA3


chr10
8111408
8111409
C, T
GATA3


chr10
8115907
8115908
A, G
GATA3


chr10
22615321
22615322
A, G
BMI1


chr10
22617644
22617645
C, T
BMI1


chr10
33190566
33190567
A, C
ITGB1


chr10
33200497
33200498
A, G
ITGB1


chr10
33200557
33200558
A, G
ITGB1


chr10
33200781
33200782
C, T
ITGB1


chr10
33208943
33208944
C, T
ITGB1


chr10
33209265
33209266
G, T
ITGB1


chr10
33211226
33211227
G, T
ITGB1


chr10
33214801
33214802
A, G
ITGB1


chr10
33215060
33215061
A, T
ITGB1


chr10
33217109
33217110
A, G
ITGB1


chr10
35929130
35929131
A, G
FZD8


chr10
35929139
35929140
A, G
FZD8


chr10
35929349
35929350
C, T
FZD8


chr10
43595967
43595968
A, G
RET


chr10
43596032
43596033
A, G
RET


chr10
43600606
43600607
A, C
RET


chr10
43600688
43600689
A, G
RET


chr10
43606649
43606650
C, T
RET


chr10
43606686
43606687
A, G
RET


chr10
43606855
43606856
A, G
RET


chr10
43608432
43608433
C
RET


chr10
43610118
43610119
A, G
RET


chr10
43613842
43613843
G, T
RET


chr10
43615093
43615094
C, T
RET


chr10
43615632
43615633
C, G
RET


chr10
43620366
43620367
A, G
RET


chr10
43622216
43622217
C, T
RET


chr10
44793298
44793299
C, T
CXCL12


chr10
44793354
44793355
A, G
CXCL12


chr10
44868855
44868856
A, C
CXCL12


chr10
44868863
44868864
C, T
CXCL12


chr10
44871547
44871548
A, G
CXCL12


chr10
44873212
44873213
G, T
CXCL12


chr10
48414515
48414516
A, T
GDF2


chr10
48416337
48416338
A, G
GDF2


chr10
54074756
54074757
A, G
DKK1


chr10
54076270
54076271
A, G
DKK1


chr10
54076310
54076311
C, T
DKK1


chr10
62551888
62551889
A, G
CDK1


chr10
70332579
70332580
A, G
TET1


chr10
70332671
70332672
A, T
TET1


chr10
70332861
70332862
C, T
TET1


chr10
70333397
70333398
A, G
TET1


chr10
70333554
70333555
C, T
TET1


chr10
70404980
70404981
A, G
TET1


chr10
70405236
70405237
A, G
TET1


chr10
70405438
70405439
G, T
TET1


chr10
70405538
70405539
A, G
TET1


chr10
70405854
70405855
A, G
TET1


chr10
70405900
70405901
C, T
TET1


chr10
70406746
70406747
A, G
TET1


chr10
70411535
70411536
A, G
TET1


chr10
70432643
70432644
C, T
TET1


chr10
70451546
70451547
A, G
TET1


chr10
74714293
74714294
A, G
PLA2G12B


chr10
75671397
75671398
A, C
PLAU


chr10
75671404
75671405
A, G
PLAU


chr10
75671570
75671571
C, T
PLAU


chr10
75671702
75671703
A, G
PLAU


chr10
75671874
75671875
A, G
PLAU


chr10
75673100
75673101
C, T
PLAU


chr10
75673730
75673731
C, T
PLAU


chr10
75673747
75673748
A, C
PLAU


chr10
89653685
89653686
A, G
PTEN


chr10
90749255
90749256
A, G
FAS


chr10
90750599
90750600
A, G
FAS


chr10
90762800
90762801
A, G
FAS


chr10
90762857
90762858
C, T
FAS


chr10
90762895
90762896
A, G
FAS


chr10
90767481
90767482
A, G
FAS


chr10
90771828
90771829
C, T
FAS


chr10
90773198
90773199
A, G
FAS


chr10
94353277
94353278
G, T
KIF11


chr10
94366834
94366835
G, T
KIF11


chr10
94366897
94366898
A, G
KIF11


chr10
94392325
94392326
A, C
KIF11


chr10
94393482
94393483
A, G
KIF11


chr10
94397294
94397295
A, T
KIF11


chr10
94409748
94409749
C, T
KIF11


chr10
94413507
94413508
C, G
KIF11


chr10
96534767
96534768
A, G
CYP2C19


chr10
96540409
96540410
A, G
CYP2C19


chr10
96541615
96541616
A, G
CYP2C19


chr10
96602621
96602622
C, T
CYP2C19


chr10
96602622
96602623
A, G
CYP2C19


chr10
96609774
96609775
A, C
CYP2C19


chr10
96701600
96701601
C, G
CYP2C9


chr10
96702046
96702047
C, T
CYP2C9


chr10
96702065
96702066
A, G
CYP2C9


chr10
96708973
96708974
A, G
CYP2C9


chr10
96740907
96740908
C, T
CYP2C9


chr10
96740980
96740981
C, T
CYP2C9


chr10
96741164
96741165
C, T
CYP2C9


chr10
96748736
96748737
A, T
CYP2C9


chr10
96798714
96798715
A, G
CYP2C8


chr10
96798748
96798749
C, T
CYP2C8


chr10
96802736
96802737
A, G
CYP2C8


chr10
96818118
96818119
C, G
CYP2C8


chr10
96827117
96827118
A, G
CYP2C8


chr10
96827149
96827150
C, T
CYP2C8


chr10
96827177
96827178
C, T
CYP2C8


chr10
96827484
96827485
A, G
CYP2C8


chr10
101542577
101542578
C, T
ABCC2


chr10
101544446
101544447
T
ABCC2


chr10
101560168
101560169
A, G
ABCC2


chr10
101563784
101563785
C, T
ABCC2


chr10
101563814
101563815
A, G
ABCC2


chr10
101567785
101567786
A, T
ABCC2


chr10
101569996
101569997
C, T
ABCC2


chr10
101571441
101571442
G, T
ABCC2


chr10
101577034
101577035
A, T
ABCC2


chr10
101590618
101590619
C, T
ABCC2


chr10
101591417
101591418
A, G
ABCC2


chr10
101595974
101595975
G, T
ABCC2


chr10
101595995
101595996
A, T
ABCC2


chr10
101603521
101603522
C, T
ABCC2


chr10
101603630
101603631
A
ABCC2


chr10
101604106
101604107
C, T
ABCC2


chr10
101605454
101605455
C, T
ABCC2


chr10
101605502
101605503
C, T
ABCC2


chr10
101606860
101606861
G, T
ABCC2


chr10
101610454
101610455
A, G
ABCC2


chr10
101610532
101610533
C, T
ABCC2


chr10
101611293
101611294
A, G
ABCC2


chr10
104264106
104264107
C, T
SUFU


chr10
104353324
104353325
C, G
SUFU


chr10
104386933
104386934
C, T
SUFU


chr10
104591392
104591393
G, T
CYP17A1


chr10
104596923
104596924
A, C
CYP17A1


chr10
104596980
104596981
A, G
CYP17A1


chr10
106014724
106014725
A, G
GSTO1


chr10
106019568
106019569
G, T
GSTO1


chr10
106022788
106022789
A, C
GSTO1


chr10
106025989
106025990
G, T
GSTO1


chr10
106027058
106027059
A, G
GSTO1


chr10
106034614
106034615
G, T
GSTO2


chr10
106035131
106035132
A, G
GSTO2


chr10
106035132
106035133
A, C
GSTO2


chr10
106039089
106039090
A, C
GSTO2


chr10
106039184
106039185
A, G
GSTO2


chr10
106045777
106045778
C, T
GSTO2


chr10
106058939
106058940
C, T
GSTO2


chr10
115451780
115451781
C, T
CASP7


chr10
115480756
115480757
C, T
CASP7


chr10
115480935
115480936
A, G
CASP7


chr10
115481470
115481471
C, T
CASP7


chr10
115489151
115489152
C, G
CASP7


chr10
115489166
115489167
A, G
CASP7


chr10
123239111
123239112
A, G
FGFR2


chr10
123243196
123243197
A, G
FGFR2


chr10
123247549
123247550
A, G
FGFR2


chr10
123277600
123277601
A, G
FGFR2


chr10
123298157
123298158
C, T
FGFR2


chr10
123310870
123310871
A, G
FGFR2


chr10
123324176
123324177
C, T
FGFR2


chr10
123325157
123325158
A, G
FGFR2


chr10
123353212
123353213
A, C
FGFR2


chr10
131265544
131265545
C, T
MGMT


chr10
131265641
131265642
C, T
MGMT


chr10
131265664
131265665
G, T
MGMT


chr10
131506310
131506311
A, G
MGMT


chr10
131565169
131565170
A, G
MGMT


chr11
534196
534197
C, T
HRAS


chr11
534241
534242
A, G
HRAS


chr11
838012
838013
C, T
CD151


chr11
838109
838110
C, T
CD151


chr11
2185555
2185556
A, G
TH


chr11
2186423
2186424
A, G
TH


chr11
2186517
2186518
C, T
TH


chr11
2187721
2187722
A, C
TH


chr11
2187854
2187855
C, G
TH


chr11
2188237
2188238
C, T
TH


chr11
2188788
2188789
A, T
TH


chr11
2189184
2189185
A, G
TH


chr11
2189903
2189904
A, G
TH


chr11
2190924
2190925
C, T
TH


chr11
2190950
2190951
C, T
TH


chr11
2190981
2190982
A, G
TH


chr11
2191005
2191006
C, T
TH


chr11
5247790
5247791
C, G
HBB


chr11
13514023
13514024
C, T
PTH


chr11
13514052
13514053
G, T
PTH


chr11
13514256
13514257
C, T
PTH


chr11
13514262
13514263
C, T
PTH


chr11
13514307
13514308
A, C
PTH


chr11
14991538
14991539
C, T
CALCA


chr11
22646570
22646571
C, T
FANCF


chr11
22646732
22646733
A, C
FANCF


chr11
22647260
22647261
A, G
FANCF


chr11
32410773
32410774
A, G
WT1


chr11
32421532
32421533
C, T
WT1


chr11
32421653
32421654
C, T
WT1


chr11
32449623
32449624
A, C
WT1


chr11
32449660
32449661
A, G
WT1


chr11
32452031
32452032
C, G
WT1


chr11
32456297
32456298
A, G
WT1


chr11
32456561
32456562
A, G
WT1


chr11
32456693
32456694
A, C
WT1


chr11
35160838
35160839
A, G
CD44


chr11
35198107
35198108
A, G
CD44


chr11
35201809
35201810
C, T
CD44


chr11
35201841
35201842
C, T
CD44


chr11
35201957
35201958
A, G
CD44


chr11
35201960
35201961
T
CD44


chr11
35222680
35222681
C, T
CD44


chr11
35222758
35222759
A, G
CD44


chr11
35223302
35223303
A, G
CD44


chr11
35226154
35226155
A, G
CD44


chr11
35229672
35229673
C, T
CD44


chr11
35231626
35231627
C, T
CD44


chr11
35236385
35236386
C, T
CD44


chr11
35250714
35250715
C, T
CD44


chr11
46740870
46740871
A, G
F2


chr11
46740906
46740907
C, G
F2


chr11
46742248
46742249
C, T
F2


chr11
46744924
46744925
C, G
F2


chr11
46744988
46744989
C, T
F2


chr11
46745002
46745003
C, T
F2


chr11
46749647
46749648
A, G
F2


chr11
46760755
46760756
A, G
F2


chr11
49168415
49168416
A, G
FOLH1


chr11
49176056
49176057
C, T
FOLH1


chr11
49176057
49176058
A, G
FOLH1


chr11
49194889
49194890
A, T
FOLH1


chr11
49194893
49194894
A, G
FOLH1


chr11
49196489
49196490
C, T
FOLH1


chr11
49197415
49197416
A, G
FOLH1


chr11
49207314
49207315
A, G
FOLH1


chr11
49208177
49208178
A, T
FOLH1


chr11
49214393
49214394
A, G
FOLH1


chr11
49221884
49221885
A, T
FOLH1


chr11
49227619
49227620
A, G
FOLH1


chr11
49228386
49228387
C, T
FOLH1


chr11
60229969
60229970
A, G
MS4A1


chr11
60230530
60230531
C, T
MS4A1


chr11
64003433
64003434
A, G
VEGFB


chr11
64003671
64003672
C, T
VEGFB


chr11
64004642
64004643
C, G
VEGFB


chr11
64004648
64004649
G, T
VEGFB


chr11
64004691
64004692
C, T
VEGFB


chr11
64004730
64004731
A, G
VEGFB


chr11
64004923
64004924
G
VEGFB


chr11
64004934
64004935
A, G
VEGFB


chr11
64037678
64037679
A, G
BAD


chr11
64039174
64039175
A, G
BAD


chr11
64051852
64051853
A, G
BAD


chr11
64572017
64572018
C, T
MEN1


chr11
64572556
64572557
A, G
MEN1


chr11
64572601
64572602
A, G
MEN1


chr11
64577146
64577147
A, G
MEN1


chr11
66082181
66082182
A, T
CD248


chr11
66082212
66082213
A, G
CD248


chr11
66082427
66082428
G, T
CD248


chr11
66083128
66083129
C, T
CD248


chr11
66083157
66083158
A, G
CD248


chr11
66083268
66083269
A, G
CD248


chr11
66083361
66083362
A, G
CD248


chr11
66083781
66083782
A, G
CD248


chr11
66084155
66084156
C, T
CD248


chr11
66084243
66084244
A, G
CD248


chr11
66084330
66084331
A, G
CD248


chr11
67351296
67351297
A, G
GSTP1


chr11
67351584
67351585
C, G
GSTP1


chr11
67351673
67351674
A, G
GSTP1


chr11
67352160
67352161
C, T
GSTP1


chr11
67352255
67352256
A, C
GSTP1


chr11
67352688
67352689
A, G
GSTP1


chr11
67353578
67353579
C, T
GSTP1


chr11
67353841
67353842
A, G
GSTP1


chr11
67353843
67353844
C, T
GSTP1


chr11
67353969
67353970
C, T
GSTP1


chr11
69458904
69458905
A, G
CCND1


chr11
69462855
69462856
C, T
CCND1


chr11
69462909
69462910
A, G
CCND1


chr11
69465859
69465860
A, G
CCND1


chr11
69588728
69588729
A, G
FGF4


chr11
69589555
69589556
A, G
FGF4


chr11
69625384
69625385
C, T
FGF3


chr11
69625472
69625473
A, G
FGF3


chr11
69633632
69633633
A, C
FGF3


chr11
88911234
88911235
A, G
TYR


chr11
88911298
88911299
C, T
TYR


chr11
88911695
88911696
A, C
TYR


chr11
89017960
89017961
A, G
TYR


chr11
94153325
94153326
C, T
MRE11A


chr11
94153399
94153400
A, C
MRE11A


chr11
94168987
94168988
C, T
MRE11A


chr11
94200961
94200962
A, G
MRE11A


chr11
94201044
94201045
A, C
MRE11A


chr11
94209424
94209425
C, G
MRE11A


chr11
94209612
94209613
A, G
MRE11A


chr11
94212047
94212048
C, T
MRE11A


chr11
94225919
94225920
C, T
MRE11A


chr11
100909990
100909991
C, T
PGR


chr11
100921664
100921665
A, C
PGR


chr11
100922201
100922202
A, G
PGR


chr11
100933411
100933412
A, C
PGR


chr11
100962527
100962528
G, T
PGR


chr11
100998471
100998472
A, C
PGR


chr11
100998622
100998623
A, G
PGR


chr11
100998761
100998762
C, G
PGR


chr11
100998770
100998771
C, G
PGR


chr11
100999012
100999013
C, T
PGR


chr11
100999189
100999190
A, G
PGR


chr11
100999240
100999241
C, T
PGR


chr11
100999653
100999654
C, T
PGR


chr11
100999654
100999655
C, T
PGR


chr11
102195500
102195501
A, G
BIRC3


chr11
102196018
102196019
A, G
BIRC3


chr11
102196176
102196177
C, T
BIRC3


chr11
102199612
102199613
A, T
BIRC3


chr11
102201847
102201848
A, G
BIRC3


chr11
102207592
102207593
C, T
BIRC3


chr11
102248376
102248377
C, T
BIRC2


chr11
106810557
106810558
A, G
GUCY1A2


chr11
106849396
106849397
C, T
GUCY1A2


chr11
106849399
106849400
A, G
GUCY1A2


chr11
108106442
108106443
A, T
ATM


chr11
108114726
108114727
C, G
ATM


chr11
108114748
108114749
A, G
ATM


chr11
108114751
108114752
A, T
ATM


chr11
108114839
108114840
C, T
ATM


chr11
108119769
108119770
C, G
ATM


chr11
108121732
108121733
A, G
ATM


chr11
108122591
108122592
C, G
ATM


chr11
108127009
108127010
C, T
ATM


chr11
108129656
108129657
A, G
ATM


chr11
108129777
108129778
A, C
ATM


chr11
108138044
108138045
C, T
ATM


chr11
108139182
108139183
A, G
ATM


chr11
108143298
108143299
A, G
ATM


chr11
108143455
108143456
C, G
ATM


chr11
108150315
108150316
A, G
ATM


chr11
108159731
108159732
C, T
ATM


chr11
108163486
108163487
C, T
ATM


chr11
108175461
108175462
A, G
ATM


chr11
108186652
108186653
C, T
ATM


chr11
108192158
108192159
G, T
ATM


chr11
108198390
108198391
C, T
ATM


chr11
108204517
108204518
A, C
ATM


chr11
108225660
108225661
A, G
ATM


chr11
118343847
118343848
C, T
MLL


chr11
118348962
118348963
G, T
MLL


chr11
118361853
118361854
C, T
MLL


chr11
118367006
118367007
G, T
MLL


chr11
118373570
118373571
A, T
MLL


chr11
118374295
118374296
A, G
MLL


chr11
118374646
118374647
C, T
MLL


chr11
118375567
118375568
A, T
MLL


chr11
118375997
118375998
A, G
MLL


chr11
118376815
118376816
A, G
MLL


chr11
118377296
118377297
C, T
MLL


chr11
119145666
119145667
A, G
CBL


chr11
119148572
119148573
G, T
CBL


chr11
119155885
119155886
C, T
CBL


chr11
119156192
119156193
C, T
CBL


chr11
119170361
119170362
C, T
CBL


chr11
125495718
125495719
A, G
CHEK1


chr11
125495739
125495740
A, G
CHEK1


chr11
125495745
125495746
C, G
CHEK1


chr11
125497465
125497466
G, T
CHEK1


chr11
125507276
125507277
C, T
CHEK1


chr11
125523666
125523667
A, G
CHEK1


chr12
401879
401880
A, T
KDM5A


chr12
404857
404858
C, G
KDM5A


chr12
406291
406292
A, G
KDM5A


chr12
416292
416293
C, T
KDM5A


chr12
420069
420070
A, G
KDM5A


chr12
427574
427575
A, G
KDM5A


chr12
432758
432759
C, T
KDM5A


chr12
438071
438072
C, T
KDM5A


chr12
461373
461374
C, G
KDM5A


chr12
463247
463248
C, G
KDM5A


chr12
465614
465615
C
KDM5A


chr12
498284
498285
C, T
KDM5A


chr12
4388083
4388084
C, G
CCND2


chr12
4479548
4479549
A, G
FGF23


chr12
4543360
4543361
A, G
FGF6


chr12
4543486
4543487
A, T
FGF6


chr12
4553331
4553332
A, G
FGF6


chr12
4553382
4553383
A, G
FGF6


chr12
4554547
4554548
C, G
FGF6


chr12
4554629
4554630
A, G
FGF6


chr12
6058402
6058403
A, G
VWF


chr12
6058912
6058913
A, G
VWF


chr12
6058919
6058920
A, G
VWF


chr12
6060959
6060960
A, G
VWF


chr12
6061068
6061069
G, T
VWF


chr12
6061558
6061559
C, T
VWF


chr12
6061674
6061675
A, G
VWF


chr12
6062776
6062777
A, G
VWF


chr12
6077215
6077216
A, G
VWF


chr12
6078407
6078408
C, T
VWF


chr12
6080931
6080932
A, C
VWF


chr12
6085444
6085445
A, G
VWF


chr12
6085446
6085447
A, G
VWF


chr12
6090999
6091000
A, G
VWF


chr12
6092441
6092442
A, G
VWF


chr12
6094289
6094290
A, T
VWF


chr12
6094783
6094784
C, T
VWF


chr12
6094844
6094845
A, G
VWF


chr12
6103071
6103072
C, T
VWF


chr12
6103280
6103281
A, T
VWF


chr12
6120957
6120958
A, G
VWF


chr12
6122751
6122752
A, G
VWF


chr12
6125819
6125820
A, G
VWF


chr12
6128169
6128170
C, G
VWF


chr12
6128279
6128280
C, T
VWF


chr12
6128442
6128443
C, T
VWF


chr12
6128445
6128446
C, T
VWF


chr12
6128788
6128789
C, T
VWF


chr12
6128891
6128892
C
VWF


chr12
6131160
6131161
A, G
VWF


chr12
6131957
6131958
C, T
VWF


chr12
6131958
6131959
A, G
VWF


chr12
6132017
6132018
A, G
VWF


chr12
6132029
6132030
A, G
VWF


chr12
6132783
6132784
C, T
VWF


chr12
6132789
6132790
G, T
VWF


chr12
6134714
6134715
A, G
VWF


chr12
6138574
6138575
C, T
VWF


chr12
6138594
6138595
C, T
VWF


chr12
6143983
6143984
C, T
VWF


chr12
6145589
6145590
G, T
VWF


chr12
6145648
6145649
A, T
VWF


chr12
6153513
6153514
A, G
VWF


chr12
6153533
6153534
C, T
VWF


chr12
6153658
6153659
G, T
VWF


chr12
6155949
6155950
C, T
VWF


chr12
6166173
6166174
A, G
VWF


chr12
6167117
6167118
C, T
VWF


chr12
6167195
6167196
A, G
VWF


chr12
6172201
6172202
C, T
VWF


chr12
6172229
6172230
A, G
VWF


chr12
6173432
6173433
C, T
VWF


chr12
6173514
6173515
A, G
VWF


chr12
6174413
6174414
G, T
VWF


chr12
6174422
6174423
A, T
VWF


chr12
6180581
6180582
A, T
VWF


chr12
6181634
6181635
A, G
VWF


chr12
6182752
6182753
C, T
VWF


chr12
6182827
6182828
A, T
VWF


chr12
6204614
6204615
G, T
VWF


chr12
6219681
6219682
A, G
VWF


chr12
6219986
6219987
A, C
VWF


chr12
6232425
6232426
A, G
VWF


chr12
6883721
6883722
C, T
LAG3


chr12
6887019
6887020
C, T
LAG3


chr12
6909387
6909388
A, G
CD4


chr12
6923461
6923462
C, T
CD4


chr12
6924121
6924122
A, G
CD4


chr12
6925148
6925149
C, T
CD4


chr12
6925293
6925294
C, T
CD4


chr12
6925312
6925313
G, T
CD4


chr12
6925406
6925407
C, T
CD4


chr12
6926362
6926363
C, T
CD4


chr12
6927664
6927665
C, T
CD4


chr12
6928074
6928075
C, T
CD4


chr12
6928485
6928486
C, T
CD4


chr12
11992167
11992168
A, G
ETV6


chr12
12043862
12043863
C, T
ETV6


chr12
12312795
12312796
A, G
LRP6


chr12
12317519
12317520
G, T
LRP6


chr12
12317520
12317521
C, T
LRP6


chr12
12332841
12332842
C, T
LRP6


chr12
12334005
12334006
C, G
LRP6


chr12
12336965
12336966
A, G
LRP6


chr12
12337060
12337061
C, T
LRP6


chr12
12397265
12397266
A, T
LRP6


chr12
12871098
12871099
G, T
CDKN1B


chr12
12874141
12874142
C, T
CDKN1B


chr12
21325759
21325760
C, G
SLCO1B1


chr12
21327666
21327667
A, C
SLCO1B1


chr12
21329737
21329738
A, G
SLCO1B1


chr12
21329760
21329761
A, G
SLCO1B1


chr12
21329812
21329813
A, C
SLCO1B1


chr12
21329831
21329832
G, T
SLCO1B1


chr12
21331548
21331549
C, T
SLCO1B1


chr12
21331598
21331599
C, T
SLCO1B1


chr12
21331624
21331625
C, T
SLCO1B1


chr12
21331859
21331860
A, G
SLCO1B1


chr12
21331986
21331987
C, T
SLCO1B1


chr12
21349884
21349885
A, G
SLCO1B1


chr12
21350033
21350034
A, G
SLCO1B1


chr12
21353556
21353557
C, T
SLCO1B1


chr12
21353628
21353629
A, G
SLCO1B1


chr12
21355488
21355489
C, G
SLCO1B1


chr12
21355536
21355537
A, G
SLCO1B1


chr12
21358921
21358922
C, T
SLCO1B1


chr12
21358932
21358933
C, G
SLCO1B1


chr12
21375158
21375159
A, G
SLCO1B1


chr12
21377701
21377702
A, G
SLCO1B1


chr12
25362853
25362854
C, T
KRAS


chr12
46125128
46125129
G, T
ARID2


chr12
46149586
46149587
A
ARID2


chr12
46215162
46215163
A, G
ARID2


chr12
46244416
46244417
A, T
ARID2


chr12
46244669
46244670
A, G
ARID2


chr12
46245076
46245077
A, G
ARID2


chr12
46246093
46246094
A, G
ARID2


chr12
46246205
46246206
G, T
ARID2


chr12
46246397
46246398
A, G
ARID2


chr12
46285748
46285749
A, G
ARID2


chr12
48238756
48238757
A, G
VDR


chr12
48249387
48249388
C
VDR


chr12
48251075
48251076
C, T
VDR


chr12
48251304
48251305
A, G
VDR


chr12
48272742
48272743
A, G
VDR


chr12
48272839
48272840
A, G
VDR


chr12
48272848
48272849
A, G
VDR


chr12
48298294
48298295
A, G
VDR


chr12
49418434
49418435
A, C
MLL2


chr12
49422794
49422795
A, G
MLL2


chr12
49422825
49422826
A, G
MLL2


chr12
49422856
49422857
C, T
MLL2


chr12
49424533
49424534
A, G
MLL2


chr12
49424615
49424616
A, G
MLL2


chr12
49424864
49424865
C, T
MLL2


chr12
49425442
49425443
C, G
MLL2


chr12
49425977
49425978
C, T
MLL2


chr12
49426459
49426460
A, G
MLL2


chr12
49426877
49426878
C, T
MLL2


chr12
49427918
49427919
C, T
MLL2


chr12
49428322
49428323
A, G
MLL2


chr12
49431093
49431094
C, T
MLL2


chr12
49433355
49433356
A, G
MLL2


chr12
49433414
49433415
A, G
MLL2


chr12
49434073
49434074
A, C
MLL2


chr12
49434364
49434365
A, G
MLL2


chr12
49434408
49434409
A, G
MLL2


chr12
49434745
49434746
A, G
MLL2


chr12
49435813
49435814
C, T
MLL2


chr12
49435823
49435824
A, C
MLL2


chr12
49436004
49436005
C, T
MLL2


chr12
49437398
49437399
G, T
MLL2


chr12
49438163
49438164
C, T
MLL2


chr12
49438252
49438253
A, G
MLL2


chr12
49438346
49438347
C, T
MLL2


chr12
49441904
49441905
C, G
MLL2


chr12
49444544
49444545
A, G
MLL2


chr12
49445027
49445028
A, G
MLL2


chr12
49445215
49445216
C, T
MLL2


chr12
49445527
49445528
C, G
MLL2


chr12
49446039
49446040
C, T
MLL2


chr12
49448462
49448463
C, T
MLL2


chr12
52306340
52306341
A, G
ACVRL1


chr12
52307027
52307028
C, T
ACVRL1


chr12
52307144
52307145
C, T
ACVRL1


chr12
52308343
52308344
A, G
ACVRL1


chr12
52308392
52308393
C
ACVRL1


chr12
52309901
52309902
A, G
ACVRL1


chr12
52310025
52310026
C, T
ACVRL1


chr12
52310035
52310036
C, T
ACVRL1


chr12
52312943
52312944
C, T
ACVRL1


chr12
52435631
52435632
A, C
NR4A1


chr12
52435690
52435691
A, G
NR4A1


chr12
52435743
52435744
C, T
NR4A1


chr12
52448156
52448157
A, G
NR4A1


chr12
52448187
52448188
C, G
NR4A1


chr12
52448730
52448731
C, T
NR4A1


chr12
52448858
52448859
C, T
NR4A1


chr12
52449026
52449027
A, G
NR4A1


chr12
52450383
52450384
A, G
NR4A1


chr12
52450479
52450480
C, T
NR4A1


chr12
52450830
52450831
A, G
NR4A1


chr12
52450934
52450935
A, G
NR4A1


chr12
52452605
52452606
C, T
NR4A1


chr12
52452756
52452757
C, T
NR4A1


chr12
54795409
54795410
A, G
ITGA5


chr12
54795844
54795845
A, G
ITGA5


chr12
54796756
54796757
C, T
ITGA5


chr12
54796997
54796998
A, G
ITGA5


chr12
54797041
54797042
G
ITGA5


chr12
54797570
54797571
C, G
ITGA5


chr12
54798008
54798009
A, G
ITGA5


chr12
54798010
54798011
C, T
ITGA5


chr12
54798011
54798012
A, G
ITGA5


chr12
54798047
54798048
A, G
ITGA5


chr12
54798692
54798693
A, G
ITGA5


chr12
54799681
54799682
C, T
ITGA5


chr12
54801524
54801525
A, G
ITGA5


chr12
54802029
54802030
G, T
ITGA5


chr12
54802579
54802580
A, G
ITGA5


chr12
54802637
54802638
A, G
ITGA5


chr12
54802669
54802670
C, G
ITGA5


chr12
54805752
54805753
G, T
ITGA5


chr12
54805764
54805765
C, T
ITGA5


chr12
56360875
56360876
A, G
CDK2


chr12
56363356
56363357
A, G
CDK2


chr12
56364792
56364793
A, G
CDK2


chr12
56481333
56481334
C, G
ERBB3


chr12
56481734
56481735
C, G
ERBB3


chr12
56482858
56482859
A, G
ERBB3


chr12
56487200
56487201
C, T
ERBB3


chr12
56493821
56493822
A, C
ERBB3


chr12
56494990
56494991
A, G
ERBB3


chr12
56494997
56494998
A, T
ERBB3


chr12
56495305
56495306
C, T
ERBB3


chr12
58143087
58143088
C, T
CDK4


chr12
58144780
58144781
C, T
CDK4


chr12
58144920
58144921
C, G
CDK4


chr12
68551930
68551931
A, G
IFNG


chr12
69202325
69202326
C, T
MDM2


chr12
69207323
69207324
A, C
MDM2


chr12
69209571
69209572
A, G
MDM2


chr12
69233214
69233215
A, G
MDM2


chr12
104324265
104324266
A, G
HSP90B1


chr12
104325458
104325459
C, G
HSP90B1


chr12
104332256
104332257
C, T
HSP90B1


chr12
104335379
104335380
A, C
HSP90B1


chr12
104337666
104337667
A, G
HSP90B1


chr12
104340740
104340741
A, G
HSP90B1


chr12
104341102
104341103
C, T
HSP90B1


chr12
112856953
112856954
C, G
PTPN11


chr12
112856982
112856983
A, C
PTPN11


chr12
120762764
120762765
C, T
PLA2G1B


chr12
120762836
120762837
A, G
PLA2G1B


chr12
121592688
121592689
C, T
P2RX7


chr12
121598651
121598652
A, G
P2RX7


chr12
121598790
121598791
A, C
P2RX7


chr12
121600179
121600180
C, T
P2RX7


chr12
121600251
121600252
A, G
P2RX7


chr12
121600252
121600253
C, T
P2RX7


chr12
121603293
121603294
C, T
P2RX7


chr12
121603807
121603808
A, T
P2RX7


chr12
121603839
121603840
C, T
P2RX7


chr12
121603855
121603856
C, G
P2RX7


chr12
121605353
121605354
C, T
P2RX7


chr12
121605354
121605355
A, G
P2RX7


chr12
121613143
121613144
C, G
P2RX7


chr12
121614933
121614934
C, T
P2RX7


chr12
121615102
121615103
A, G
P2RX7


chr12
121615130
121615131
C, G
P2RX7


chr12
121618140
121618141
A, C
P2RX7


chr12
121618234
121618235
A, G
P2RX7


chr12
121618256
121618257
C, G
P2RX7


chr12
121622114
121622115
C, T
P2RX7


chr12
121622195
121622196
A, G
P2RX7


chr12
121622238
121622239
C, T
P2RX7


chr12
121622303
121622304
A, C
P2RX7


chr12
121622379
121622380
C, G
P2RX7


chr12
121622380
121622381
A, G
P2RX7


chr12
121622418
121622419
G, T
P2RX7


chr12
121622562
121622563
A, G
P2RX7


chr12
122694296
122694297
C, T
DIABLO


chr12
122701000
122701001
A, T
DIABLO


chr12
125397552
125397553
C, T
UBC


chr12
125398038
125398039
C, G
UBC


chr12
125398318
125398319
A, G
UBC


chr12
130647708
130647709
C, G
FZD10


chr12
130649133
130649134
C, T
FZD10


chr12
133201326
133201327
A, T
POLE


chr12
133201946
133201947
C, T
POLE


chr12
133202003
133202004
C, T
POLE


chr12
133202214
133202215
A, G
POLE


chr12
133208978
133208979
C, T
POLE


chr12
133212484
133212485
C, T
POLE


chr12
133214694
133214695
G, T
POLE


chr12
133215910
133215911
C, T
POLE


chr12
133218209
133218210
C, G
POLE


chr12
133218276
133218277
A, G
POLE


chr12
133219830
133219831
C, T
POLE


chr12
133219948
133219949
A, G
POLE


chr12
133219988
133219989
A, T
POLE


chr12
133220525
133220526
C, T
POLE


chr12
133235999
133236000
C, T
POLE


chr12
133236029
133236030
C, T
POLE


chr12
133237686
133237687
A, G
POLE


chr12
133238075
133238076
C, T
POLE


chr12
133240966
133240967
A, G
POLE


chr12
133241062
133241063
C, T
POLE


chr12
133242048
133242049
C, T
POLE


chr12
133245148
133245149
A, G
POLE


chr12
133245546
133245547
A, G
POLE


chr12
133250117
133250118
C, T
POLE


chr12
133250196
133250197
C, T
POLE


chr12
133251938
133251939
A, G
POLE


chr12
133252692
133252693
C, T
POLE


chr12
133252795
133252796
C, G
POLE


chr12
133253194
133253195
G
POLE


chr12
133253994
133253995
A, G
POLE


chr12
133254082
133254083
C, T
POLE


chr12
133256697
133256698
C, T
POLE


chr12
133263824
133263825
A, G
POLE


chr13
26828915
26828916
C, T
CDK8


chr13
26928054
26928055
C, T
CDK8


chr13
26971194
26971195
A, G
CDK8


chr13
26974561
26974562
A, G
CDK8


chr13
26974573
26974574
C, T
CDK8


chr13
28578208
28578209
C, G
FLT3


chr13
28578212
28578213
C, T
FLT3


chr13
28601172
28601173
C, T
FLT3


chr13
28602255
28602256
C, T
FLT3


chr13
28602291
28602292
C, T
FLT3


chr13
28608282
28608283
A, G
FLT3


chr13
28608458
28608459
C, T
FLT3


chr13
28608472
28608473
C, T
FLT3


chr13
28609650
28609651
C, G
FLT3


chr13
28610044
28610045
C, T
FLT3


chr13
28610182
28610183
A, G
FLT3


chr13
28611381
28611382
G, T
FLT3


chr13
28622355
28622356
A, G
FLT3


chr13
28623698
28623699
G, T
FLT3


chr13
28623758
28623759
C, T
FLT3


chr13
28624293
28624294
A, G
FLT3


chr13
28636083
28636084
A, G
FLT3


chr13
28644585
28644586
C, T
FLT3


chr13
28674557
28674558
A, G
FLT3


chr13
28674627
28674628
C, T
FLT3


chr13
28882947
28882948
A, G
FLT1


chr13
28883060
28883061
A, G
FLT1


chr13
28893641
28893642
A, G
FLT1


chr13
28893687
28893688
A, G
FLT1


chr13
28896978
28896979
C, T
FLT1


chr13
28959076
28959077
A, G
FLT1


chr13
28964197
28964198
C, T
FLT1


chr13
28971023
28971024
C, T
FLT1


chr13
28973172
28973173
A, G
FLT1


chr13
28973312
28973313
A, G
FLT1


chr13
28979993
28979994
A, G
FLT1


chr13
29001429
29001430
A, G
FLT1


chr13
29004324
29004325
A, C
FLT1


chr13
29041006
29041007
A, T
FLT1


chr13
29041580
29041581
A, C
FLT1


chr13
29041592
29041593
G, T
FLT1


chr13
32890571
32890572
A, G
BRCA2


chr13
32900439
32900440
A, T
BRCA2


chr13
32903684
32903685
C, T
BRCA2


chr13
32906479
32906480
A, C
BRCA2


chr13
32906728
32906729
A, C
BRCA2


chr13
32906979
32906980
A, G
BRCA2


chr13
32907402
32907403
C, T
BRCA2


chr13
32910720
32910721
C, T
BRCA2


chr13
32910841
32910842
A, G
BRCA2


chr13
32911462
32911463
A, G
BRCA2


chr13
32911755
32911756
C, T
BRCA2


chr13
32912360
32912361
G
BRCA2


chr13
32913054
32913055
A, G
BRCA2


chr13
32913909
32913910
A, G
BRCA2


chr13
32914195
32914196
A, G
BRCA2


chr13
32914838
32914839
A, G
BRCA2


chr13
32915004
32915005
C, G
BRCA2


chr13
32929006
32929007
C, G
BRCA2


chr13
32929231
32929232
A, G
BRCA2


chr13
32929308
32929309
A, G
BRCA2


chr13
32929386
32929387
C, T
BRCA2


chr13
32930597
32930598
C, T
BRCA2


chr13
32944666
32944667
A, C
BRCA2


chr13
32953528
32953529
A, T
BRCA2


chr13
32953549
32953550
A, G
BRCA2


chr13
32972379
32972380
A, G
BRCA2


chr13
48916861
48916862
C, T
RB1


chr13
48916894
48916895
C, T
RB1


chr13
48919357
48919358
G, T
RB1


chr13
48919380
48919381
A, G
RB1


chr13
48921922
48921923
A, G
RB1


chr13
48934297
48934298
A, T
RB1


chr13
48947468
48947469
G, T
RB1


chr13
48955457
48955458
C, G
RB1


chr13
49047416
49047417
A, G
RB1


chr13
49051011
49051012
C, T
RB1


chr13
49051480
49051481
A, T
RB1


chr13
78473967
78473968
C, T
EDNRB


chr13
78475312
78475313
C, T
EDNRB


chr13
78477664
78477665
A, G
EDNRB


chr13
78477673
78477674
A, G
EDNRB


chr13
95097955
95097956
C, T
DCT


chr13
95114397
95114398
A, G
DCT


chr13
95117925
95117926
C, T
DCT


chr13
95121252
95121253
A, G
DCT


chr13
95121342
95121343
C
DCT


chr13
102375149
102375150
C, T
FGF14


chr13
102379087
102379088
A, G
FGF14


chr13
103460018
103460019
A, G
ERCC5


chr13
103474030
103474031
C, T
ERCC5


chr13
103483990
103483991
C, T
ERCC5


chr13
103498542
103498543
A, G
ERCC5


chr13
103498544
103498545
C, T
ERCC5


chr13
103504516
103504517
C, T
ERCC5


chr13
103506685
103506686
C, G
ERCC5


chr13
103511300
103511301
C, T
ERCC5


chr13
103513950
103513951
A, G
ERCC5


chr13
103514938
103514939
C, T
ERCC5


chr13
103515378
103515379
A, C
ERCC5


chr13
103518161
103518162
A, C
ERCC5


chr13
103524761
103524762
C, T
ERCC5


chr13
103528001
103528002
C, G
ERCC5


chr13
108922642
108922643
C, G
TNFSF13B


chr13
108955574
108955575
C, T
TNFSF13B


chr13
108955932
108955933
C, T
TNFSF13B


chr13
110408582
110408583
C, T
IRS2


chr13
110435230
110435231
C, T
IRS2


chr13
110435405
110435406
C, T
IRS2


chr13
110435769
110435770
C, T
IRS2


chr13
110435952
110435953
A, G
IRS2


chr13
110436057
110436058
A, G
IRS2


chr13
110436231
110436232
A, G
IRS2


chr13
110436486
110436487
A, G
IRS2


chr13
110436666
110436667
C, T
IRS2


chr13
110436866
110436867
C, T
IRS2


chr14
20811771
20811772
A, C
PARP2


chr14
20811910
20811911
C, G
PARP2


chr14
20813641
20813642
A, G
PARP2


chr14
20813671
20813672
A, G
PARP2


chr14
20814939
20814940
C, G
PARP2


chr14
20815012
20815013
C, T
PARP2


chr14
20819226
20819227
A, G
PARP2


chr14
20822255
20822256
A, G
PARP2


chr14
20822307
20822308
A, G
PARP2


chr14
20823051
20823052
A, G
PARP2


chr14
20823094
20823095
A, G
PARP2


chr14
20824180
20824181
C, T
PARP2


chr14
20824620
20824621
A, G
PARP2


chr14
20824624
20824625
C, T
PARP2


chr14
20824858
20824859
C, T
PARP2


chr14
20824901
20824902
C, T
PARP2


chr14
20825322
20825323
G, T
PARP2


chr14
20942743
20942744
A, G
PNP


chr14
20942752
20942753
C, T
PNP


chr14
20942755
20942756
A, G
PNP


chr14
20943141
20943142
A, G
PNP


chr14
23504020
23504021
A, G
PSMB5


chr14
23777080
23777081
A, G
BCL2L2


chr14
23777098
23777099
A, G
BCL2L2


chr14
23844978
23844979
A, C
IL25


chr14
25042908
25042909
A, G
CTSG


chr14
25043670
25043671
C, T
CTSG


chr14
25043835
25043836
C, G
CTSG


chr14
25043950
25043951
A, G
CTSG


chr14
25045385
25045386
C, G
CTSG


chr14
35871216
35871217
A, G
NFKBIA


chr14
35871959
35871960
A, G
NFKBIA


chr14
35872093
35872094
C, T
NFKBIA


chr14
35872925
35872926
A, G
NFKBIA


chr14
35872988
35872989
A, G
NFKBIA


chr14
35873769
35873770
A, G
NFKBIA


chr14
36988828
36988829
A, G
NKX2-1


chr14
38679001
38679002
A, G
SSTR1


chr14
38679472
38679473
C, T
SSTR1


chr14
62188396
62188397
C, T
HIF1A


chr14
62207556
62207557
C, T
HIF1A


chr14
62207574
62207575
A, G
HIF1A


chr14
62213847
62213848
C, T
HIF1A


chr14
64694194
64694195
C, T
ESR2


chr14
64694234
64694235
C, T
ESR2


chr14
64700044
64700045
C, T
ESR2


chr14
64716312
64716313
C, G
ESR2


chr14
64724050
64724051
C, T
ESR2


chr14
64726853
64726854
A, T
ESR2


chr14
64735495
64735496
A, G
ESR2


chr14
64735534
64735535
A, G
ESR2


chr14
64746765
64746766
A, T
ESR2


chr14
64749322
64749323
G, T
ESR2


chr14
64749696
64749697
C, T
ESR2


chr14
75409340
75409341
C, T
PGF


chr14
75413010
75413011
C, T
PGF


chr14
75415338
75415339
G, T
PGF


chr14
75415999
75416000
C, T
PGF


chr14
81422177
81422178
A, C
TSHR


chr14
81534708
81534709
A, T
TSHR


chr14
81554262
81554263
C, T
TSHR


chr14
81554393
81554394
A, T
TSHR


chr14
81558964
81558965
A, G
TSHR


chr14
81562997
81562998
C, T
TSHR


chr14
81574815
81574816
C, G
TSHR


chr14
81574958
81574959
A, G
TSHR


chr14
81609722
81609723
A, C
TSHR


chr14
81609778
81609779
A, G
TSHR


chr14
81610633
81610634
C, G
TSHR


chr14
90865461
90865462
C, G
CALM1


chr14
90866467
90866468
A, G
CALM1


chr14
94844842
94844843
G, T
SERPINA1


chr14
94847261
94847262
A, T
SERPINA1


chr14
94847284
94847285
A, G
SERPINA1


chr14
94847350
94847351
C, T
SERPINA1


chr14
94847414
94847415
A, G
SERPINA1


chr14
94849150
94849151
A, G
SERPINA1


chr14
94849200
94849201
C, T
SERPINA1


chr14
102548150
102548151
A, G
HSP90AA1


chr14
102548440
102548441
G, T
HSP90AA1


chr14
102549982
102549983
C, T
HSP90AA1


chr14
102550085
102550086
A, C
HSP90AA1


chr14
102551787
102551788
A, G
HSP90AA1


chr14
102552489
102552490
C, T
HSP90AA1


chr14
102552772
102552773
A, G
HSP90AA1


chr14
102552774
102552775
G, T
HSP90AA1


chr14
102568366
102568367
A, T
HSP90AA1


chr14
105238669
105238670
C, T
AKT1


chr14
105238782
105238783
A, G
AKT1


chr14
105239435
105239436
A, G
AKT1


chr14
105240226
105240227
C, G
AKT1


chr14
105241303
105241304
A, G
AKT1


chr14
105241377
105241378
C, T
AKT1


chr14
105241398
105241399
C, T
AKT1


chr14
105241421
105241422
A, G
AKT1


chr14
105242965
105242966
C, T
AKT1


chr14
105258891
105258892
C, T
AKT1


chr14
105258892
105258893
A, G
AKT1


chr15
41020860
41020861
G, T
RAD51


chr15
41021050
41021051
A, T
RAD51


chr15
41221986
41221987
C, T
DLL4


chr15
41222024
41222025
C, T
DLL4


chr15
41227148
41227149
C, T
DLL4


chr15
41795739
41795740
A, G
LTK


chr15
41796497
41796498
A, T
LTK


chr15
41796598
41796599
C, T
LTK


chr15
41797295
41797296
C, T
LTK


chr15
41798216
41798217
C, T
LTK


chr15
41799710
41799711
C, T
LTK


chr15
41799847
41799848
A, G
LTK


chr15
41803795
41803796
G, T
LTK


chr15
41803806
41803807
A, G
LTK


chr15
41803826
41803827
C, T
LTK


chr15
41805114
41805115
A, G
LTK


chr15
41805236
41805237
C, T
LTK


chr15
51502843
51502844
A, C
CYP19A1


chr15
51503880
51503881
A, T
CYP19A1


chr15
51503896
51503897
A, G
CYP19A1


chr15
51507873
51507874
A, G
CYP19A1


chr15
51507967
51507968
A, G
CYP19A1


chr15
51510867
51510868
A, C
CYP19A1


chr15
51514571
51514572
A, G
CYP19A1


chr15
51529111
51529112
C, T
CYP19A1


chr15
51529165
51529166
A, G
CYP19A1


chr15
51529232
51529233
A, G
CYP19A1


chr15
51529264
51529265
C, T
CYP19A1


chr15
51534994
51534995
A, G
CYP19A1


chr15
66679797
66679798
C, G
MAP2K1


chr15
66679818
66679819
C, G
MAP2K1


chr15
66727596
66727597
C, G
MAP2K1


chr15
66729249
66729250
C, T
MAP2K1


chr15
66735550
66735551
C, T
MAP2K1


chr15
66779596
66779597
A, T
MAP2K1


chr15
67430336
67430337
A, G
SMAD3


chr15
67457334
67457335
A, G
SMAD3


chr15
67457697
67457698
A, G
SMAD3


chr15
67482695
67482696
A, G
SMAD3


chr15
67482696
67482697
C, T
SMAD3


chr15
80259963
80259964
C, T
BCL2A1


chr15
80260013
80260014
C, T
BCL2A1


chr15
80263110
80263111
A, C
BCL2A1


chr15
80263216
80263217
C, T
BCL2A1


chr15
80263344
80263345
A, C
BCL2A1


chr15
80263405
80263406
C, T
BCL2A1


chr15
88476364
88476365
A, G
NTRK3


chr15
88522551
88522552
A, C
NTRK3


chr15
88576184
88576185
C, G
NTRK3


chr15
88576214
88576215
A, G
NTRK3


chr15
88669444
88669445
C, T
NTRK3


chr15
88670347
88670348
C, G
NTRK3


chr15
88726764
88726765
A, G
NTRK3


chr15
90627615
90627616
C, T
IDH2


chr15
90628536
90628537
A, G
IDH2


chr15
90628590
90628591
A, G
IDH2


chr15
90628593
90628594
C, T
IDH2


chr15
90630629
90630630
A, G
IDH2


chr15
90645664
90645665
C, T
IDH2


chr15
91292916
91292917
A, G
BLM


chr15
91295109
91295110
C, T
BLM


chr15
91308511
91308512
T
BLM


chr15
91308513
91308514
G, T
BLM


chr15
91312312
91312313
A, G
BLM


chr15
91326098
91326099
C, T
BLM


chr15
91337478
91337479
A, G
BLM


chr15
91341598
91341599
G, T
BLM


chr15
91346922
91346923
A, C
BLM


chr15
91354504
91354505
C, T
BLM


chr15
91354519
91354520
C, T
BLM


chr15
91354520
91354521
A, G
BLM


chr15
99251097
99251098
A, G
IGF1R


chr15
99434776
99434777
C, T
IGF1R


chr15
99434797
99434798
A, G
IGF1R


chr15
99434815
99434816
A, C
IGF1R


chr15
99454538
99454539
A, C
IGF1R


chr15
99456248
99456249
C, T
IGF1R


chr15
99456252
99456253
C, T
IGF1R


chr15
99465472
99465473
C, T
IGF1R


chr15
99467933
99467934
A, C
IGF1R


chr15
99473407
99473408
A, T
IGF1R


chr15
99500604
99500605
C, T
IGF1R


chr16
1128894
1128895
A, G
SSTR5


chr16
1129009
1129010
A, C
SSTR5


chr16
1129022
1129023
C, T
SSTR5


chr16
1129192
1129193
C, T
SSTR5


chr16
1129224
1129225
C, T
SSTR5


chr16
1129269
1129270
C, T
SSTR5


chr16
1129350
1129351
C, T
SSTR5


chr16
1129383
1129384
A, G
SSTR5


chr16
1129524
1129525
A, G
SSTR5


chr16
1129619
1129620
C, T
SSTR5


chr16
1129865
1129866
C, T
SSTR5


chr16
1129871
1129872
C, T
SSTR5


chr16
1129911
1129912
A, G
SSTR5


chr16
1131062
1131063
C, T
SSTR5


chr16
1131174
1131175
A, C
SSTR5


chr16
1131180
1131181
C, T
SSTR5


chr16
2103485
2103486
G, T
TSC2


chr16
2105562
2105563
C, T
TSC2


chr16
2107185
2107186
A, G
TSC2


chr16
2108846
2108847
G
TSC2


chr16
2113071
2113072
C
TSC2


chr16
2114371
2114372
C, T
TSC2


chr16
2115463
2115464
C, G
TSC2


chr16
2115480
2115481
C, T
TSC2


chr16
2115505
2115506
C, T
TSC2


chr16
2125787
2125788
C, T
TSC2


chr16
2125833
2125834
C, T
TSC2


chr16
2129191
2129192
C, G
TSC2


chr16
2130189
2130190
C
TSC2


chr16
2132378
2132379
C, T
TSC2


chr16
2132512
2132513
C, G
TSC2


chr16
2133639
2133640
C, G
TSC2


chr16
2133725
2133726
C, T
TSC2


chr16
2133726
2133727
A, G
TSC2


chr16
2133797
2133798
A, G
TSC2


chr16
2134437
2134438
C, T
TSC2


chr16
2135070
2135071
C, T
TSC2


chr16
2136865
2136866
C, T
TSC2


chr16
2137856
2137857
C, T
TSC2


chr16
2138217
2138218
A, C
TSC2


chr16
2138218
2138219
C, T
TSC2


chr16
2138268
2138269
C, T
TSC2


chr16
2138397
2138398
C, T
TSC2


chr16
2138421
2138422
C, G
TSC2


chr16
2138507
2138508
C, G
TSC2


chr16
2138583
2138584
C, G
TSC2


chr16
2138636
2138637
A, G
TSC2


chr16
2692463
2692464
A, G
PDPK1


chr16
3293887
3293888
C, T
MEFV


chr16
3293895
3293896
C, T
MEFV


chr16
3293921
3293922
A, T
MEFV


chr16
3294245
3294246
A, G
MEFV


chr16
3296615
3296616
C, T
MEFV


chr16
3297072
3297073
A, G
MEFV


chr16
3297099
3297100
A, G
MEFV


chr16
3297174
3297175
C, T
MEFV


chr16
3297180
3297181
C, T
MEFV


chr16
3298946
3298947
C, G
MEFV


chr16
3299031
3299032
C, T
MEFV


chr16
3299467
3299468
C, T
MEFV


chr16
3299585
3299586
A, G
MEFV


chr16
3299748
3299749
A, G
MEFV


chr16
3301896
3301897
A, G
MEFV


chr16
3304128
3304129
C, G
MEFV


chr16
3304157
3304158
C, T
MEFV


chr16
3304462
3304463
C, T
MEFV


chr16
3304572
3304573
G, T
MEFV


chr16
3304625
3304626
C, G
MEFV


chr16
3304653
3304654
C, T
MEFV


chr16
3304734
3304735
C, T
MEFV


chr16
3304738
3304739
A, G
MEFV


chr16
3304761
3304762
A, G
MEFV


chr16
3778336
3778337
A, G
CREBBP


chr16
3779059
3779060
A, G
CREBBP


chr16
3779377
3779378
A, G
CREBBP


chr16
3781249
3781250
A, G
CREBBP


chr16
3781312
3781313
A, G
CREBBP


chr16
3794790
3794791
A, G
CREBBP


chr16
3795291
3795292
G, T
CREBBP


chr16
3795362
3795363
A, G
CREBBP


chr16
3817842
3817843
A, G
CREBBP


chr16
3819260
3819261
C, T
CREBBP


chr16
3820666
3820667
C, T
CREBBP


chr16
3824731
3824732
C, T
CREBBP


chr16
3827552
3827553
A, G
CREBBP


chr16
3831186
3831187
A, T
CREBBP


chr16
3832958
3832959
A, C
CREBBP


chr16
3860639
3860640
A, G
CREBBP


chr16
3929940
3929941
C, T
CREBBP


chr16
9916203
9916204
C, G
GRIN2A


chr16
9943665
9943666
C, T
GRIN2A


chr16
9984972
9984973
C, G
GRIN2A


chr16
15797842
15797843
C, G
MYH11


chr16
15809116
15809117
C, T
MYH11


chr16
15811022
15811023
C, T
MYH11


chr16
15811061
15811062
C, T
MYH11


chr16
15811130
15811131
A, G
MYH11


chr16
15812095
15812096
A, G
MYH11


chr16
15812308
15812309
A, G
MYH11


chr16
15812990
15812991
A, C
MYH11


chr16
15814920
15814921
C, T
MYH11


chr16
15814936
15814937
A, G
MYH11


chr16
15815350
15815351
A, G
MYH11


chr16
15818140
15818141
A, C
MYH11


chr16
15818652
15818653
A, G
MYH11


chr16
15818841
15818842
A, G
MYH11


chr16
15820862
15820863
C, T
MYH11


chr16
15826383
15826384
C, T
MYH11


chr16
15829418
15829419
C, T
MYH11


chr16
15838939
15838940
C, G
MYH11


chr16
15838970
15838971
C, G
MYH11


chr16
15839033
15839034
A, G
MYH11


chr16
15839102
15839103
G, T
MYH11


chr16
15841772
15841773
A, G
MYH11


chr16
15841829
15841830
A, G
MYH11


chr16
15841838
15841839
A, G
MYH11


chr16
15841861
15841862
C, T
MYH11


chr16
15842004
15842005
A, G
MYH11


chr16
15843957
15843958
C, T
MYH11


chr16
15843964
15843965
A, G
MYH11


chr16
15851654
15851655
A, G
MYH11


chr16
15865471
15865472
A, G
MYH11


chr16
15872747
15872748
G, T
MYH11


chr16
15917226
15917227
C, T
MYH11


chr16
15917320
15917321
C, T
MYH11


chr16
15931974
15931975
A, G
MYH11


chr16
16130356
16130357
C, T
ABCC1


chr16
16130513
16130514
A, C
ABCC1


chr16
16139713
16139714
C, T
ABCC1


chr16
16139719
16139720
A, G
ABCC1


chr16
16139877
16139878
A, G
ABCC1


chr16
16146575
16146576
C, G
ABCC1


chr16
16161975
16161976
A, G
ABCC1


chr16
16162018
16162019
C, T
ABCC1


chr16
16162038
16162039
C, T
ABCC1


chr16
16173226
16173227
C, T
ABCC1


chr16
16177201
16177202
A, C
ABCC1


chr16
16177274
16177275
A, G
ABCC1


chr16
16196493
16196494
C, T
ABCC1


chr16
16200755
16200756
C, T
ABCC1


chr16
16208682
16208683
C, G
ABCC1


chr16
16208947
16208948
C, G
ABCC1


chr16
16219728
16219729
C, T
ABCC1


chr16
16225804
16225805
C
ABCC1


chr16
16228241
16228242
A, G
ABCC1


chr16
16232379
16232380
C, T
ABCC1


chr16
16244128
16244129
C, T
ABCC6


chr16
16244662
16244663
C, T
ABCC6


chr16
16248679
16248680
C, T
ABCC6


chr16
16248680
16248681
A, G
ABCC6


chr16
16251530
16251531
C, T
ABCC6


chr16
16251598
16251599
C, T
ABCC6


chr16
16253291
16253292
C, G
ABCC6


chr16
16255436
16255437
A, G
ABCC6


chr16
16259595
16259596
A, G
ABCC6


chr16
16263662
16263663
A, G
ABCC6


chr16
16267220
16267221
C, G
ABCC6


chr16
16271356
16271357
C, T
ABCC6


chr16
16271408
16271409
A, G
ABCC6


chr16
16272669
16272670
C, T
ABCC6


chr16
16276291
16276292
C, T
ABCC6


chr16
16276340
16276341
A, T
ABCC6


chr16
16278862
16278863
G, T
ABCC6


chr16
16278868
16278869
C, G
ABCC6


chr16
16281006
16281007
A, G
ABCC6


chr16
16281153
16281154
A, C
ABCC6


chr16
16284264
16284265
C, T
ABCC6


chr16
16284271
16284272
C, T
ABCC6


chr16
16291857
16291858
C, G
ABCC6


chr16
16291870
16291871
C, G
ABCC6


chr16
16291970
16291971
C, T
ABCC6


chr16
16295956
16295957
C, T
ABCC6


chr16
16306058
16306059
C, T
ABCC6


chr16
23646941
23646942
C, T
PALB2


chr16
23647237
23647238
A, G
PALB2


chr16
23690252
23690253
C, T
PLK1


chr16
23691415
23691416
A, G
PLK1


chr16
23691589
23691590
A, G
PLK1


chr16
23692203
23692204
T
PLK1


chr16
23699916
23699917
C, G
PLK1


chr16
23700058
23700059
C, T
PLK1


chr16
23701254
23701255
A, G
PLK1


chr16
23701457
23701458
A, G
PLK1


chr16
23701537
23701538
A, G
PLK1


chr16
23847574
23847575
A, C
PRKCB


chr16
23848761
23848762
A, G
PRKCB


chr16
23999927
23999928
G, T
PRKCB


chr16
24104187
24104188
C, T
PRKCB


chr16
24105668
24105669
A, G
PRKCB


chr16
24166129
24166130
C, T
PRKCB


chr16
24192106
24192107
A, G
PRKCB


chr16
24202457
24202458
C, T
PRKCB


chr16
27352591
27352592
A, G
IL4R


chr16
27353588
27353589
C, G
IL4R


chr16
27356223
27356224
A, G
IL4R


chr16
27356270
27356271
C, T
IL4R


chr16
27357926
27357927
C, T
IL4R


chr16
27363900
27363901
A, G
IL4R


chr16
27367225
27367226
C, G
IL4R


chr16
27367259
27367260
C, T
IL4R


chr16
27367278
27367279
A, G
IL4R


chr16
27370164
27370165
A, G
IL4R


chr16
27373557
27373558
A, C
IL4R


chr16
27373611
27373612
C, T
IL4R


chr16
27373871
27373872
A, C
IL4R


chr16
27373914
27373915
G, T
IL4R


chr16
27373965
27373966
C, T
IL4R


chr16
27373971
27373972
C, T
IL4R


chr16
27374146
27374147
A, G
IL4R


chr16
27374179
27374180
C, T
IL4R


chr16
27374399
27374400
A, G
IL4R


chr16
27374407
27374408
A, G
IL4R


chr16
27374926
27374927
G, T
IL4R


chr16
27375024
27375025
C, T
IL4R


chr16
27375069
27375070
C, T
IL4R


chr16
27414440
27414441
C, T
IL21R


chr16
27414523
27414524
C, T
IL21R


chr16
27414535
27414536
C, T
IL21R


chr16
27441282
27441283
A, G
IL21R


chr16
27455885
27455886
A, G
IL21R


chr16
27457264
27457265
C, T
IL21R


chr16
27460436
27460437
A, G
IL21R


chr16
28944281
28944282
C, T
CD19


chr16
28944395
28944396
C, G
CD19


chr16
28944699
28944700
G, T
CD19


chr16
28950050
28950051
A, G
CD19


chr16
30128433
30128434
A, G
MAPK3


chr16
31102588
31102589
A, G
VKORC1


chr16
31105553
31105554
A, C
VKORC1


chr16
31106014
31106015
C, T
VKORC1


chr16
31273128
31273129
C, T
ITGAM


chr16
31283163
31283164
A, G
ITGAM


chr16
31289395
31289396
C, T
ITGAM


chr16
31308990
31308991
A, C
ITGAM


chr16
31332654
31332655
C, T
ITGAM


chr16
31332889
31332890
C, T
ITGAM


chr16
31335905
31335906
C, T
ITGAM


chr16
31336718
31336719
A, G
ITGAM


chr16
31336887
31336888
C, T
ITGAM


chr16
31340509
31340510
C, T
ITGAM


chr16
31340519
31340520
C, T
ITGAM


chr16
31343004
31343005
C, T
ITGAM


chr16
50733742
50733743
A, G
NOD2


chr16
50733858
50733859
C, G
NOD2


chr16
50741762
50741763
C, T
NOD2


chr16
50744623
50744624
C, T
NOD2


chr16
50745198
50745199
C, T
NOD2


chr16
50745274
50745275
C, T
NOD2


chr16
50745582
50745583
G, T
NOD2


chr16
50745925
50745926
C, T
NOD2


chr16
50745944
50745945
A, G
NOD2


chr16
50745995
50745996
C, G
NOD2


chr16
50746190
50746191
A, G
NOD2


chr16
50750759
50750760
C, T
NOD2


chr16
50750790
50750791
G
NOD2


chr16
50757275
50757276
A, G
NOD2


chr16
55515759
55515760
A, G
MMP2


chr16
55515825
55515826
A, C
MMP2


chr16
55517898
55517899
A, G
MMP2


chr16
55519534
55519535
C, G
MMP2


chr16
55519606
55519607
C, T
MMP2


chr16
55522415
55522416
C, T
MMP2


chr16
55523621
55523622
C, T
MMP2


chr16
55523653
55523654
C, T
MMP2


chr16
55523704
55523705
C, T
MMP2


chr16
55525758
55525759
A, G
MMP2


chr16
55527112
55527113
A, G
MMP2


chr16
55530999
55531000
C, T
MMP2


chr16
55536686
55536687
A, G
MMP2


chr16
55536726
55536727
C, T
MMP2


chr16
55536762
55536763
C, G
MMP2


chr16
55536781
55536782
C, G
MMP2


chr16
55539190
55539191
C, G
MMP2


chr16
55725893
55725894
C, G
SLC6A2


chr16
55725974
55725975
A, G
SLC6A2


chr16
55728080
55728081
G, T
SLC6A2


chr16
55729189
55729190
A, G
SLC6A2


chr16
55730095
55730096
A, G
SLC6A2


chr16
55730123
55730124
A, C
SLC6A2


chr16
55731834
55731835
A, G
SLC6A2


chr16
55731945
55731946
A, G
SLC6A2


chr16
55733588
55733589
C, T
SLC6A2


chr16
55734105
55734106
C, T
SLC6A2


chr16
55735911
55735912
C, T
SLC6A2


chr16
55739091
55739092
A, T
SLC6A2


chr16
55739233
55739234
C, T
SLC6A2


chr16
56792438
56792439
A, T
NUP93


chr16
56852643
56852644
A, G
NUP93


chr16
56863026
56863027
A, G
NUP93


chr16
56864397
56864398
C, T
NUP93


chr16
56864398
56864399
C, T
NUP93


chr16
56865704
56865705
G, T
NUP93


chr16
56868308
56868309
C, T
NUP93


chr16
56868699
56868700
A, G
NUP93


chr16
56868732
56868733
G
NUP93


chr16
56873494
56873495
C, T
NUP93


chr16
56878548
56878549
A, G
NUP93


chr16
57467935
57467936
A, T
CIAPIN1


chr16
57467980
57467981
A, G
CIAPIN1


chr16
57468109
57468110
A, G
CIAPIN1


chr16
57470563
57470564
C, G
CIAPIN1


chr16
57474667
57474668
A, G
CIAPIN1


chr16
57474686
57474687
C, G
CIAPIN1


chr16
66420884
66420885
C, T
CDH5


chr16
66422317
66422318
A, G
CDH5


chr16
66430136
66430137
G, T
CDH5


chr16
66432380
66432381
C, T
CDH5


chr16
66432422
66432423
C, T
CDH5


chr16
66432423
66432424
C, T
CDH5


chr16
66847574
66847575
C, T
NAE1


chr16
66847657
66847658
A, T
NAE1


chr16
66850763
66850764
C, G
NAE1


chr16
66851223
66851224
C, T
NAE1


chr16
66857572
66857573
C, G
NAE1


chr16
66861965
66861966
A, G
NAE1


chr16
66864713
66864714
G, T
NAE1


chr16
67063611
67063612
G, T
CBFB


chr16
67116168
67116169
C, T
CBFB


chr16
67663290
67663291
C, T
CTCF


chr16
68771370
68771371
C, G
CDH1


chr16
68771371
68771372
C, T
CDH1


chr16
68842479
68842480
C, G
CDH1


chr16
68847442
68847443
C, G
CDH1


chr16
68856040
68856041
A, G
CDH1


chr16
68856087
68856088
C, T
CDH1


chr16
68857440
68857441
C, T
CDH1


chr16
69745144
69745145
A, G
NQO1


chr16
69748927
69748928
C, G
NQO1


chr16
69752372
69752373
C, T
NQO1


chr16
69760260
69760261
G, T
NQO1


chr16
69760285
69760286
C, G
NQO1


chr16
69760340
69760341
A, G
NQO1


chr16
71674881
71674882
C, G
PHLPP2


chr16
71674954
71674955
C, T
PHLPP2


chr16
71678662
71678663
C, T
PHLPP2


chr16
71678761
71678762
C, G
PHLPP2


chr16
71682920
71682921
C, T
PHLPP2


chr16
71683717
71683718
A, G
PHLPP2


chr16
71692546
71692547
A, C
PHLPP2


chr16
71703251
71703252
A, G
PHLPP2


chr16
71710427
71710428
A, G
PHLPP2


chr16
71712785
71712786
A, G
PHLPP2


chr16
71718365
71718366
C, T
PHLPP2


chr16
71718423
71718424
A, G
PHLPP2


chr16
88709711
88709712
A, G
CYBA


chr16
88709827
88709828
A, G
CYBA


chr16
88713212
88713213
C, G
CYBA


chr16
88713235
88713236
A, G
CYBA


chr16
88713500
88713501
A, G
CYBA


chr16
89574833
89574834
G, T
SPG7


chr16
89577045
89577046
C, T
SPG7


chr16
89590242
89590243
A, G
SPG7


chr16
89597056
89597057
G, T
SPG7


chr16
89597109
89597110
A, G
SPG7


chr16
89603355
89603356
G, T
SPG7


chr16
89613122
89613123
A, G
SPG7


chr16
89615465
89615466
C, T
SPG7


chr16
89615541
89615542
G
SPG7


chr16
89615764
89615765
G, T
SPG7


chr16
89616886
89616887
A, C
SPG7


chr16
89619554
89619555
C, T
SPG7


chr16
89620147
89620148
A, G
SPG7


chr16
89620157
89620158
A, G
SPG7


chr16
89620185
89620186
C, G
SPG7


chr16
89620301
89620302
A, G
SPG7


chr16
89623300
89623301
A, G
SPG7


chr16
89623407
89623408
C, T
SPG7


chr16
89805260
89805261
A, G
FANCA


chr16
89805671
89805672
C, T
FANCA


chr16
89805913
89805914
C, T
FANCA


chr16
89805969
89805970
C, T
FANCA


chr16
89805976
89805977
A, G
FANCA


chr16
89806062
89806063
C, G
FANCA


chr16
89806342
89806343
A, C
FANCA


chr16
89806346
89806347
A, T
FANCA


chr16
89806476
89806477
C, T
FANCA


chr16
89807232
89807233
C, G
FANCA


chr16
89809170
89809171
C, T
FANCA


chr16
89809318
89809319
C, T
FANCA


chr16
89813193
89813194
C, T
FANCA


chr16
89813205
89813206
A, G
FANCA


chr16
89815048
89815049
C, T
FANCA


chr16
89815151
89815152
A, G
FANCA


chr16
89816313
89816314
A, G
FANCA


chr16
89816332
89816333
C, T
FANCA


chr16
89825064
89825065
A, G
FANCA


chr16
89828436
89828437
A, G
FANCA


chr16
89831492
89831493
C, G
FANCA


chr16
89831509
89831510
A, C
FANCA


chr16
89831519
89831520
A, T
FANCA


chr16
89836322
89836323
C, T
FANCA


chr16
89836508
89836509
C, G
FANCA


chr16
89836550
89836551
A, G
FANCA


chr16
89837137
89837138
G, T
FANCA


chr16
89838077
89838078
A, G
FANCA


chr16
89838085
89838086
A, C
FANCA


chr16
89839751
89839752
C, T
FANCA


chr16
89839765
89839766
C, G
FANCA


chr16
89839853
89839854
C, T
FANCA


chr16
89845193
89845194
A, G
FANCA


chr16
89845286
89845287
A, G
FANCA


chr16
89846396
89846397
A, G
FANCA


chr16
89849479
89849480
C, T
FANCA


chr16
89857879
89857880
C, T
FANCA


chr16
89858416
89858417
A, C
FANCA


chr16
89858504
89858505
C, T
FANCA


chr16
89858524
89858525
C, G
FANCA


chr16
89862416
89862417
C
FANCA


chr16
89862433
89862434
C, T
FANCA


chr16
89866042
89866043
C, T
FANCA


chr16
89869703
89869704
C, T
FANCA


chr16
89869760
89869761
C, T
FANCA


chr16
89874755
89874756
A, G
FANCA


chr16
89877234
89877235
A, T
FANCA


chr16
89877268
89877269
C, T
FANCA


chr16
89882358
89882359
G, T
FANCA


chr16
89882999
89883000
C, G
FANCA


chr16
89883006
89883007
A, T
FANCA


chr17
6902178
6902179
A, G
ALOX12


chr17
6902294
6902295
A, G
ALOX12


chr17
6902742
6902743
A, G
ALOX12


chr17
6902759
6902760
A, G
ALOX12


chr17
6909837
6909838
A, G
ALOX12


chr17
6913651
6913652
A, G
ALOX12


chr17
7462554
7462555
A, G
TNFSF13


chr17
7462580
7462581
C, G
TNFSF13


chr17
7462968
7462969
A, G
TNFSF13


chr17
7464218
7464219
C, T
TNFSF13


chr17
7579471
7579472
C, G
TP53


chr17
7579547
7579548
A, G
TP53


chr17
7579595
7579596
A, G
TP53


chr17
7579800
7579801
C, G
TP53


chr17
7976916
7976917
A, T
ALOX12B


chr17
7979451
7979452
G, T
ALOX12B


chr17
7979462
7979463
A, G
ALOX12B


chr17
7983680
7983681
A, G
ALOX12B


chr17
7984156
7984157
A, C
ALOX12B


chr17
7989405
7989406
C, T
ALOX12B


chr17
7990718
7990719
A, G
ALOX12B


chr17
8108330
8108331
A, G
AURKB


chr17
8108338
8108339
A, G
AURKB


chr17
8109964
8109965
A, G
AURKB


chr17
8109992
8109993
A, G
AURKB


chr17
8110939
8110940
A, G
AURKB


chr17
9729444
9729445
A, T
GLP2R


chr17
9739700
9739701
C, T
GLP2R


chr17
9745902
9745903
A, G
GLP2R


chr17
9760715
9760716
G, T
GLP2R


chr17
9763474
9763475
C, T
GLP2R


chr17
9764530
9764531
A, G
GLP2R


chr17
9764546
9764547
C, G, T
GLP2R


chr17
9769059
9769060
A, T
GLP2R


chr17
9769061
9769062
A, T
GLP2R


chr17
9769198
9769199
C, T
GLP2R


chr17
9773983
9773984
C, G
GLP2R


chr17
9774056
9774057
G, T
GLP2R


chr17
9791158
9791159
A, G
GLP2R


chr17
9792767
9792768
A, G
GLP2R


chr17
9792773
9792774
C, T
GLP2R


chr17
9792871
9792872
C, T
GLP2R


chr17
9792927
9792928
A, G
GLP2R


chr17
9793416
9793417
A, T
GLP2R


chr17
12043293
12043294
C, T
MAP2K4


chr17
15134320
15134321
A, G
PMP22


chr17
15142754
15142755
A, G
PMP22


chr17
16285929
16285930
C, T
UBB


chr17
29486151
29486152
A, G
NF1


chr17
29508774
29508775
A, G
NF1


chr17
29508882
29508883
A
NF1


chr17
29528561
29528562
A, G
NF1


chr17
29546174
29546175
C, T
NF1


chr17
29550597
29550598
A, T
NF1


chr17
29552199
29552200
A, G
NF1


chr17
29553472
29553473
C, T
NF1


chr17
29553484
29553485
A, G
NF1


chr17
29554201
29554202
C, T
NF1


chr17
29559917
29559918
T
NF1


chr17
29559931
29559932
A, C
NF1


chr17
29559941
29559942
A, C
NF1


chr17
29562904
29562905
A, G
NF1


chr17
29592392
29592393
C, T
NF1


chr17
29652883
29652884
C, T
NF1


chr17
29652930
29652931
A, G
NF1


chr17
29653036
29653037
A, G
NF1


chr17
29653292
29653293
C, T
NF1


chr17
29677183
29677184
C, T
NF1


chr17
29679245
29679246
A, G
NF1


chr17
29683993
29683994
C, T
NF1


chr17
29685688
29685689
C, T
NF1


chr17
29694380
29694381
C, T
NF1


chr17
29705946
29705947
C, T
NF1


chr17
33433202
33433203
C, T
RAD51L3


chr17
33445548
33445549
A, G
RAD51L3


chr17
33446669
33446670
A, C
RAD51L3


chr17
34416150
34416151
A, C
CCL3


chr17
34416664
34416665
A, G
CCL3


chr17
34417291
34417292
A, G
CCL3


chr17
34417308
34417309
C, G
CCL3


chr17
37561612
37561613
A, G
MED1


chr17
37580083
37580084
A, G
MED1


chr17
37581029
37581030
C, T
MED1


chr17
37603994
37603995
G, T
MED1


chr17
37618594
37618595
C, T
CDK12


chr17
37619037
37619038
A, G
CDK12


chr17
37682090
37682091
A, G
CDK12


chr17
37682199
37682200
A, G
CDK12


chr17
37682291
37682292
A, G
CDK12


chr17
37682374
37682375
A, T
CDK12


chr17
37855833
37855834
A, C
ERBB2


chr17
37856588
37856589
A, G
ERBB2


chr17
37863267
37863268
A, G
ERBB2


chr17
37864728
37864729
C, G
ERBB2


chr17
37866004
37866005
C, T
ERBB2


chr17
37866740
37866741
G, T
ERBB2


chr17
37868347
37868348
C, T
ERBB2


chr17
37872004
37872005
G, T
ERBB2


chr17
37872034
37872035
G, T
ERBB2


chr17
37872049
37872050
A, G
ERBB2


chr17
37879587
37879588
A, G
ERBB2


chr17
37884036
37884037
C, G
ERBB2


chr17
38512822
38512823
G
RARA


chr17
38545823
38545824
A, C
TOP2A


chr17
38547867
38547868
C, T
TOP2A


chr17
38547908
38547909
A, G
TOP2A


chr17
38555205
38555206
A, G
TOP2A


chr17
38556532
38556533
C, T
TOP2A


chr17
38556769
38556770
C, T
TOP2A


chr17
38560394
38560395
C, T
TOP2A


chr17
40469125
40469126
A, G
STAT3


chr17
40469179
40469180
A, G
STAT3


chr17
40475055
40475056
A, G
STAT3


chr17
40475382
40475383
C, G
STAT3


chr17
40476945
40476946
A, T
STAT3


chr17
40477063
40477064
C, G
STAT3


chr17
40481528
40481529
C, G
STAT3


chr17
40483465
40483466
A, C
STAT3


chr17
41197828
41197829
G, T
BRCA1


chr17
41222974
41222975
C, T
BRCA1


chr17
41223093
41223094
C, T
BRCA1


chr17
41234469
41234470
A, G
BRCA1


chr17
41243999
41244000
C, T
BRCA1


chr17
41244129
41244130
C, T
BRCA1


chr17
41244428
41244429
C, T
BRCA1


chr17
41244434
41244435
C, T
BRCA1


chr17
41244935
41244936
A, G
BRCA1


chr17
41244981
41244982
A, G
BRCA1


chr17
41245089
41245090
C, T
BRCA1


chr17
41245236
41245237
A, G
BRCA1


chr17
41245465
41245466
A, G
BRCA1


chr17
41245470
41245471
C, T
BRCA1


chr17
41245576
41245577
C, T
BRCA1


chr17
41246480
41246481
C, T
BRCA1


chr17
41251930
41251931
A, G
BRCA1


chr17
41258449
41258450
A, T
BRCA1


chr17
41267762
41267763
C, T
BRCA1


chr17
41607596
41607597
C, T
ETV4


chr17
41611331
41611332
C, G
ETV4


chr17
41622397
41622398
A, G
ETV4


chr17
42635964
42635965
C, T
FZD2


chr17
42636441
42636442
A, C
FZD2


chr17
45331266
45331267
A, G
ITGB3


chr17
45331283
45331284
G, T
ITGB3


chr17
45331284
45331285
C, T
ITGB3


chr17
45331357
45331358
C, G
ITGB3


chr17
45331396
45331397
A, G
ITGB3


chr17
45360679
45360680
C, T
ITGB3


chr17
45360729
45360730
C, T
ITGB3


chr17
45361778
45361779
A, G
ITGB3


chr17
45364539
45364540
C, T
ITGB3


chr17
45366990
45366991
A, G
ITGB3


chr17
45367510
45367511
C, T
ITGB3


chr17
45368336
45368337
A, C
ITGB3


chr17
45384909
45384910
C, T
ITGB3


chr17
45385011
45385012
C, T
ITGB3


chr17
47685199
47685200
C, G
SPOP


chr17
47698019
47698020
G, T
SPOP


chr17
56432375
56432376
A, G
RNF43


chr17
56434875
56434876
C
RNF43


chr17
56435079
56435080
C, G
RNF43


chr17
56435166
56435167
C, G
RNF43


chr17
56435551
56435552
A, G
RNF43


chr17
56436108
56436109
C, T
RNF43


chr17
56439929
56439930
C, T
RNF43


chr17
56440605
56440606
A, G
RNF43


chr17
56448296
56448297
C, T
RNF43


chr17
56492799
56492800
C, T
RNF43


chr17
61557199
61557200
C, T
ACE


chr17
61557772
61557773
A, G
ACE


chr17
61557821
61557822
C, T
ACE


chr17
61557822
61557823
G, T
ACE


chr17
61557938
61557939
C, T
ACE


chr17
61558397
61558398
A, G
ACE


chr17
61558950
61558951
C, T
ACE


chr17
61559818
61559819
C, T
ACE


chr17
61559922
61559923
C, T
ACE


chr17
61560048
61560049
C, G
ACE


chr17
61560762
61560763
C, T
ACE


chr17
61561755
61561756
A, G
ACE


chr17
61562308
61562309
C, T
ACE


chr17
61562321
61562322
C, T
ACE


chr17
61562372
61562373
A, G
ACE


chr17
61562773
61562774
C, T
ACE


chr17
61564051
61564052
A, G
ACE


chr17
61564280
61564281
C, T
ACE


chr17
61565989
61565990
C, G
ACE


chr17
61565997
61565998
A, C
ACE


chr17
61566030
61566031
A, G
ACE


chr17
61566084
61566085
A, G
ACE


chr17
61568616
61568617
C, T
ACE


chr17
61568620
61568621
C, T
ACE


chr17
61571835
61571836
C, T
ACE


chr17
61573760
61573761
C, T
ACE


chr17
61574661
61574662
A, C
ACE


chr17
61574674
61574675
A, G
ACE


chr17
62007497
62007498
A, G
CD79B


chr17
62007776
62007777
A, G
CD79B


chr17
62496669
62496670
A, C
DDX5


chr17
62499700
62499701
C, G
DDX5


chr17
62500752
62500753
C, T
DDX5


chr17
63049708
63049709
C, T
GNA13


chr17
63049823
63049824
A, C
GNA13


chr17
64685077
64685078
A, G
PRKCA


chr17
64737716
64737717
A, T
PRKCA


chr17
64737762
64737763
A, G
PRKCA


chr17
64784938
64784939
C, T
PRKCA


chr17
64785021
64785022
A, G
PRKCA


chr17
66511626
66511627
A, G
PRKAR1A


chr17
66519971
66519972
C, T
PRKAR1A


chr17
66520243
66520244
C, T
PRKAR1A


chr17
66521876
66521877
A, G
PRKAR1A


chr17
66524986
66524987
A, G
PRKAR1A


chr17
66526026
66526027
G, T
PRKAR1A


chr17
71166700
71166701
A, G
SSTR2


chr17
76210366
76210367
C, G
BIRC5


chr17
76218868
76218869
A, G
BIRC5


chr17
76219522
76219523
A, G
BIRC5


chr17
76219590
76219591
A, G
BIRC5


chr17
76219610
76219611
C, T
BIRC5


chr17
78519518
78519519
C, T
RPTOR


chr17
78599468
78599469
G, T
RPTOR


chr17
78599561
78599562
C, G
RPTOR


chr17
78617438
78617439
C, T
RPTOR


chr17
78681589
78681590
A, G
RPTOR


chr17
78727791
78727792
A, G
RPTOR


chr17
78811769
78811770
A, G
RPTOR


chr17
78820328
78820329
C, T
RPTOR


chr17
78820373
78820374
A, G
RPTOR


chr17
78829174
78829175
A, G
RPTOR


chr17
78854222
78854223
A, G
RPTOR


chr17
78858815
78858816
C, T
RPTOR


chr17
78865545
78865546
C, T
RPTOR


chr17
78865629
78865630
A, G
RPTOR


chr17
78896528
78896529
C, T
RPTOR


chr17
78921107
78921108
A, G
RPTOR


chr17
78921116
78921117
C, T
RPTOR


chr17
78923177
78923178
C, T
RPTOR


chr17
78931413
78931414
A, G
RPTOR


chr17
78934033
78934034
C, G
RPTOR


chr17
78935196
78935197
C, T
RPTOR


chr17
78936702
78936703
C, G
RPTOR


chr17
78936704
78936705
C, T
RPTOR


chr18
658000
658001
A, G
TYMS


chr18
662134
662135
A, G
TYMS


chr18
662246
662247
A, G
TYMS


chr18
662369
662370
C, T
TYMS


chr18
669186
669187
C, T
TYMS


chr18
671519
671520
C, T
TYMS


chr18
673015
673016
C, T
TYMS


chr18
724611
724612
A, G
YES1


chr18
732811
732812
C, G
YES1


chr18
742890
742891
A, T
YES1


chr18
743435
743436
C, T
YES1


chr18
745883
745884
A, C
YES1


chr18
745932
745933
C, T
YES1


chr18
25532303
25532304
C, T
CDH2


chr18
25543386
25543387
A, G
CDH2


chr18
25565081
25565082
A, G
CDH2


chr18
25572836
25572837
A, G
CDH2


chr18
25572848
25572849
C, T
CDH2


chr18
25583095
25583096
A, G
CDH2


chr18
25589674
25589675
A, T
CDH2


chr18
25589686
25589687
C
CDH2


chr18
25616450
25616451
A, T
CDH2


chr18
25727747
25727748
C, T
CDH2


chr18
45371685
45371686
C, T
SMAD2


chr18
45371694
45371695
A, G
SMAD2


chr18
45375014
45375015
C, T
SMAD2


chr18
48577781
48577782
C, G
SMAD4


chr18
48586183
48586184
A, G
SMAD4


chr18
48586343
48586344
C, T
SMAD4


chr18
59157763
59157764
C, T
CDH20


chr18
59157902
59157903
A, G
CDH20


chr18
59166387
59166388
A, G
CDH20


chr18
59166522
59166523
C, T
CDH20


chr18
59166540
59166541
C, T
CDH20


chr18
59167580
59167581
G, T
CDH20


chr18
59174601
59174602
A, G
CDH20


chr18
59174758
59174759
A, C
CDH20


chr18
59195352
59195353
C
CDH20


chr18
59195353
59195354
C, T
CDH20


chr18
59203706
59203707
A, G
CDH20


chr18
59212413
59212414
A, T
CDH20


chr18
59217171
59217172
C, T
CDH20


chr18
59221549
59221550
A, G
CDH20


chr18
60985603
60985604
C, T
BCL2


chr18
60985609
60985610
A, G
BCL2


chr18
60985618
60985619
G, T
BCL2


chr18
60985621
60985622
A, G
BCL2


chr18
60985772
60985773
C, T
BCL2


chr18
60985878
60985879
C, T
BCL2


chr18
61066462
61066463
A, G
VPS4B


chr18
61067817
61067818
A, G
VPS4B


chr18
61067958
61067959
C, T
VPS4B


chr18
61077632
61077633
A, G
VPS4B


chr19
1000419
1000420
A, G
GRIN3B


chr19
1000716
1000717
A, C
GRIN3B


chr19
1000784
1000785
C, T
GRIN3B


chr19
1000798
1000799
C, G
GRIN3B


chr19
1003136
1003137
C, T
GRIN3B


chr19
1003157
1003158
C, T
GRIN3B


chr19
1003161
1003162
C, T
GRIN3B


chr19
1003171
1003172
C, T
GRIN3B


chr19
1003220
1003221
A, C
GRIN3B


chr19
1003373
1003374
A, G
GRIN3B


chr19
1003438
1003439
A, G
GRIN3B


chr19
1003656
1003657
A, G
GRIN3B


chr19
1004686
1004687
C, T
GRIN3B


chr19
1004708
1004709
A, G
GRIN3B


chr19
1004709
1004710
C, T
GRIN3B


chr19
1004723
1004724
A, G
GRIN3B


chr19
1004739
1004740
C, T
GRIN3B


chr19
1004807
1004808
C, T
GRIN3B


chr19
1004822
1004823
A, G
GRIN3B


chr19
1004843
1004844
C, T
GRIN3B


chr19
1004871
1004872
A, G
GRIN3B


chr19
1004882
1004883
C, T
GRIN3B


chr19
1005065
1005066
C
GRIN3B


chr19
1005185
1005186
A, G
GRIN3B


chr19
1005223
1005224
A, G
GRIN3B


chr19
1005229
1005230
C, T
GRIN3B


chr19
1005333
1005334
A, G
GRIN3B


chr19
1005426
1005427
C, T
GRIN3B


chr19
1005530
1005531
C, G
GRIN3B


chr19
1008215
1008216
A, G
GRIN3B


chr19
1008703
1008704
A, G
GRIN3B


chr19
1008744
1008745
A, G
GRIN3B


chr19
1008878
1008879
C, G
GRIN3B


chr19
1009188
1009189
A, G
GRIN3B


chr19
1009364
1009365
A, T
GRIN3B


chr19
1009484
1009485
C, G
GRIN3B


chr19
1009526
1009527
C, T
GRIN3B


chr19
1207175
1207176
A, C
STK11


chr19
1218383
1218384
C, T
STK11


chr19
1219273
1219274
A, G
STK11


chr19
1221160
1221161
C, T
STK11


chr19
1221292
1221293
C, T
STK11


chr19
1222011
1222012
C, G
STK11


chr19
1223124
1223125
C, G
STK11


chr19
2164350
2164351
A, T
DOT1L


chr19
2199813
2199814
C, T
DOT1L


chr19
2202789
2202790
A, T
DOT1L


chr19
2208858
2208859
C, T
DOT1L


chr19
2211220
2211221
C, T
DOT1L


chr19
2213523
2213524
C, T
DOT1L


chr19
2213894
2213895
A, G
DOT1L


chr19
2216918
2216919
C, T
DOT1L


chr19
2222470
2222471
A, T
DOT1L


chr19
2223274
2223275
C, T
DOT1L


chr19
2223326
2223327
A, G
DOT1L


chr19
2226675
2226676
A, G
DOT1L


chr19
2226771
2226772
C, G
DOT1L


chr19
2226854
2226855
C, T
DOT1L


chr19
2226876
2226877
A, G
DOT1L


chr19
2227129
2227130
C, G
DOT1L


chr19
2227140
2227141
C, T
DOT1L


chr19
2229692
2229693
A, G
DOT1L


chr19
3110348
3110349
G, T
GNA11


chr19
3110360
3110361
C, T
GNA11


chr19
3119238
3119239
C, T
GNA11


chr19
3119364
3119365
C, G
GNA11


chr19
3119404
3119405
G, T
GNA11


chr19
3119405
3119406
G, T
GNA11


chr19
3976704
3976705
C, T
EEF2


chr19
3976759
3976760
A, G
EEF2


chr19
3977470
3977471
A, G
EEF2


chr19
3977485
3977486
A, G
EEF2


chr19
3977500
3977501
C, T
EEF2


chr19
3978193
3978194
C, T
EEF2


chr19
3979407
3979408
A, G
EEF2


chr19
3979469
3979470
C, T
EEF2


chr19
3979841
3979842
C, T
EEF2


chr19
3980823
3980824
A, G
EEF2


chr19
3981441
3981442
A, G
EEF2


chr19
3982080
3982081
T
EEF2


chr19
3982323
3982324
A, G
EEF2


chr19
3982784
3982785
C, T
EEF2


chr19
3982791
3982792
C, G
EEF2


chr19
3982849
3982850
A, G
EEF2


chr19
3982930
3982931
A, G
EEF2


chr19
3982966
3982967
A, G
EEF2


chr19
3983081
3983082
A, G
EEF2


chr19
3983183
3983184
A, G
EEF2


chr19
3983301
3983302
A, G
EEF2


chr19
4101195
4101196
A, G
MAP2K2


chr19
4102353
4102354
C, T
MAP2K2


chr19
4102448
4102449
A, G
MAP2K2


chr19
4110551
4110552
C, G
MAP2K2


chr19
4117527
4117528
A, G
MAP2K2


chr19
6586267
6586268
A, G
CD70


chr19
7125518
7125519
A, G
INSR


chr19
7128822
7128823
C, T
INSR


chr19
7132135
7132136
C, T
INSR


chr19
7141726
7141727
A, G
INSR


chr19
7141774
7141775
A, G
INSR


chr19
7141870
7141871
C, G
INSR


chr19
7142920
7142921
C, T
INSR


chr19
7142998
7142999
C, T
INSR


chr19
7150490
7150491
A, G
INSR


chr19
7163082
7163083
C, T
INSR


chr19
7163139
7163140
G, T
INSR


chr19
7163153
7163154
A, G
INSR


chr19
7163213
7163214
C, T
INSR


chr19
7163229
7163230
C, T
INSR


chr19
7166137
7166138
A, G
INSR


chr19
7166387
7166388
A, G
INSR


chr19
7184391
7184392
C, T
INSR


chr19
7184430
7184431
G
INSR


chr19
7184517
7184518
A, G
INSR


chr19
7267745
7267746
A, G
INSR


chr19
10599964
10599965
A, G
KEAP1


chr19
10600441
10600442
C, G
KEAP1


chr19
10600538
10600539
C, T
KEAP1


chr19
10610235
10610236
A, G
KEAP1


chr19
10679239
10679240
C, G
CDKN2D


chr19
11097708
11097709
C, T
SMARCA4


chr19
11098396
11098397
A, G
SMARCA4


chr19
11098411
11098412
A, C
SMARCA4


chr19
11105607
11105608
C, T
SMARCA4


chr19
11105864
11105865
C, G
SMARCA4


chr19
11106599
11106600
C, T
SMARCA4


chr19
11107084
11107085
A, G
SMARCA4


chr19
11107132
11107133
C, T
SMARCA4


chr19
11107133
11107134
A, G
SMARCA4


chr19
11118558
11118559
T
SMARCA4


chr19
11123737
11123738
C, T
SMARCA4


chr19
11129599
11129600
C, T
SMARCA4


chr19
11136214
11136215
C, G
SMARCA4


chr19
11145690
11145691
C, T
SMARCA4


chr19
11152083
11152084
G
SMARCA4


chr19
11169068
11169069
A, G
SMARCA4


chr19
11169513
11169514
C, T
SMARCA4


chr19
11169576
11169577
A, G
SMARCA4


chr19
11170695
11170696
A, G
SMARCA4


chr19
11170838
11170839
C, T
SMARCA4


chr19
15271449
15271450
A, T
NOTCH3


chr19
15271468
15271469
C
NOTCH3


chr19
15271625
15271626
A, G
NOTCH3


chr19
15271685
15271686
A, G
NOTCH3


chr19
15271770
15271771
A, G
NOTCH3


chr19
15272000
15272001
C, T
NOTCH3


chr19
15272336
15272337
A, G
NOTCH3


chr19
15273380
15273381
A, G
NOTCH3


chr19
15273423
15273424
C, T
NOTCH3


chr19
15276142
15276143
C, T
NOTCH3


chr19
15276738
15276739
A, G
NOTCH3


chr19
15276918
15276919
A, G
NOTCH3


chr19
15278056
15278057
A, G
NOTCH3


chr19
15281385
15281386
A, C
NOTCH3


chr19
15281458
15281459
C, G
NOTCH3


chr19
15285051
15285052
C, T
NOTCH3


chr19
15288694
15288695
A, G
NOTCH3


chr19
15289822
15289823
A, C
NOTCH3


chr19
15290006
15290007
C, T
NOTCH3


chr19
15290124
15290125
A, G
NOTCH3


chr19
15291095
15291096
A, G
NOTCH3


chr19
15291575
15291576
C, G
NOTCH3


chr19
15291698
15291699
C, T
NOTCH3


chr19
15291714
15291715
C, T
NOTCH3


chr19
15292436
15292437
C, T
NOTCH3


chr19
15295133
15295134
A, G
NOTCH3


chr19
15296402
15296403
C, T
NOTCH3


chr19
15297973
15297974
A, G
NOTCH3


chr19
15298135
15298136
A, C
NOTCH3


chr19
15300068
15300069
C, T
NOTCH3


chr19
15302843
15302844
C, T
NOTCH3


chr19
15303224
15303225
A, G
NOTCH3


chr19
15311544
15311545
C, G
NOTCH3


chr19
17937515
17937516
C, T
JAK3


chr19
17940815
17940816
C, G
JAK3


chr19
17940841
17940842
A, G
JAK3


chr19
17946803
17946804
A, G
JAK3


chr19
17948731
17948732
C, T
JAK3


chr19
17951018
17951019
C, T
JAK3


chr19
17952184
17952185
G, T
JAK3


chr19
17952404
17952405
C, T
JAK3


chr19
17954214
17954215
G, T
JAK3


chr19
17954596
17954597
C, G
JAK3


chr19
17983502
17983503
G, T
SLC5A5


chr19
17985290
17985291
A, C
SLC5A5


chr19
17988793
17988794
C, T
SLC5A5


chr19
17994572
17994573
A, C
SLC5A5


chr19
17994593
17994594
A, G
SLC5A5


chr19
17994604
17994605
A, C
SLC5A5


chr19
17994634
17994635
C, T
SLC5A5


chr19
17994643
17994644
C, T
SLC5A5


chr19
17994835
17994836
A, G
SLC5A5


chr19
18001838
18001839
A, G
SLC5A5


chr19
18266698
18266699
C, T
PIK3R2


chr19
18271763
18271764
C, T
PIK3R2


chr19
18272189
18272190
A, C
PIK3R2


chr19
18278127
18278128
C, T
PIK3R2


chr19
18279637
18279638
C, T
PIK3R2


chr19
18279996
18279997
C, T
PIK3R2


chr19
18684562
18684563
C, T
UBA52


chr19
18685822
18685823
A, G
UBA52


chr19
18685963
18685964
G, T
UBA52


chr19
30312873
30312874
C, T
CCNE1


chr19
30313343
30313344
C, T
CCNE1


chr19
30314537
30314538
G, T
CCNE1


chr19
35823434
35823435
G, T
CD22


chr19
35823603
35823604
A, G
CD22


chr19
35828772
35828773
C, T
CD22


chr19
35828902
35828903
A, G
CD22


chr19
35829255
35829256
A, G
CD22


chr19
35829380
35829381
A, G
CD22


chr19
35831985
35831986
C, T
CD22


chr19
35832388
35832389
A, G
CD22


chr19
35832822
35832823
A, G
CD22


chr19
35835939
35835940
C, T
CD22


chr19
35836529
35836530
A, G
CD22


chr19
35836599
35836600
A, C
CD22


chr19
35837095
35837096
C, T
CD22


chr19
35837149
35837150
C, T
CD22


chr19
39787142
39787143
A, G
IL29


chr19
39789114
39789115
A, G
IL29


chr19
40739512
40739513
A, G
AKT2


chr19
40739720
40739721
G, T
AKT2


chr19
40747819
40747820
C, G
AKT2


chr19
40748638
40748639
C, T
AKT2


chr19
41725270
41725271
A, G
AXL


chr19
41725409
41725410
A, G
AXL


chr19
41737016
41737017
A, G
AXL


chr19
41745008
41745009
A, G
AXL


chr19
41748752
41748753
C, T
AXL


chr19
41758879
41758880
C, G
AXL


chr19
41759473
41759474
C, T
AXL


chr19
41765574
41765575
C, T
AXL


chr19
41765616
41765617
C, T
AXL


chr19
41854384
41854385
A, C
TGFB1


chr19
41858589
41858590
C, T
TGFB1


chr19
42212796
42212797
A, G
CEACAM5


chr19
42213669
42213670
A, G
CEACAM5


chr19
42213743
42213744
C, T
CEACAM5


chr19
42213771
42213772
A, G
CEACAM5


chr19
42213781
42213782
C, T
CEACAM5


chr19
42213832
42213833
C, T
CEACAM5


chr19
42213840
42213841
C, T
CEACAM5


chr19
42213867
42213868
A, G
CEACAM5


chr19
42213871
42213872
C, T
CEACAM5


chr19
42213943
42213944
A, C
CEACAM5


chr19
42221354
42221355
C, T
CEACAM5


chr19
42221417
42221418
A, G
CEACAM5


chr19
42221433
42221434
A, C
CEACAM5


chr19
42221606
42221607
A, G
CEACAM5


chr19
42222258
42222259
A, G
CEACAM5


chr19
42222340
42222341
C, T
CEACAM5


chr19
42224907
42224908
C, T
CEACAM5


chr19
42224909
42224910
C, T
CEACAM5


chr19
42224938
42224939
A, G
CEACAM5


chr19
42225059
42225060
A, C
CEACAM5


chr19
42470841
42470842
A, G
ATP1A3


chr19
42470982
42470983
A, G
ATP1A3


chr19
42471049
42471050
C, G
ATP1A3


chr19
42474638
42474639
A, G
ATP1A3


chr19
42489434
42489435
A, T
ATP1A3


chr19
42489515
42489516
A, C
ATP1A3


chr19
42492237
42492238
A, T
ATP1A3


chr19
42492549
42492550
A, G
ATP1A3


chr19
42791461
42791462
C, T
CIC


chr19
42793944
42793945
C, T
CIC


chr19
42795553
42795554
C, T
CIC


chr19
42796697
42796698
G, T
CIC


chr19
42798899
42798900
C, T
CIC


chr19
42798917
42798918
C, T
CIC


chr19
42798959
42798960
A, G
CIC


chr19
42799048
42799049
C, T
CIC


chr19
44047696
44047697
A, G
XRCC1


chr19
44050194
44050195
C, T
XRCC1


chr19
44050965
44050966
C, T
XRCC1


chr19
44050980
44050981
A, G
XRCC1


chr19
44055725
44055726
C, T
XRCC1


chr19
44056340
44056341
C, T
XRCC1


chr19
44056411
44056412
C, T
XRCC1


chr19
44057718
44057719
G
XRCC1


chr19
44065101
44065102
A, G
XRCC1


chr19
45854918
45854919
G, T
ERCC2


chr19
45855454
45855455
C, T
ERCC2


chr19
45855523
45855524
A, G
ERCC2


chr19
45856467
45856468
C, G
ERCC2


chr19
45862193
45862194
A, G
ERCC2


chr19
45867258
45867259
C, T
ERCC2


chr19
45867675
45867676
A, C
ERCC2


chr19
45868290
45868291
G, T
ERCC2


chr19
45868308
45868309
G, T
ERCC2


chr19
45871963
45871964
C, T
ERCC2


chr19
47104778
47104779
A, C
CALM3


chr19
47109150
47109151
C, G
CALM3


chr19
47111644
47111645
A, G
CALM3


chr19
47111662
47111663
C, T
CALM3


chr19
47112206
47112207
C, T
CALM3


chr19
47735874
47735875
C, T
BBC3


chr19
49838890
49838891
A, C
CD37


chr19
49838953
49838954
A, G
CD37


chr19
49839014
49839015
C, T
CD37


chr19
49839032
49839033
C, G
CD37


chr19
49841202
49841203
A, G
CD37


chr19
49842609
49842610
A, G
CD37


chr19
49977928
49977929
A, G
FLT3LG


chr19
49978014
49978015
A, G
FLT3LG


chr19
49979397
49979398
A, G
FLT3LG


chr19
49983672
49983673
C, T
FLT3LG


chr19
50902163
50902164
A, G
POLD1


chr19
50902330
50902331
C, T
POLD1


chr19
50902658
50902659
C, G
POLD1


chr19
50905073
50905074
A, G
POLD1


chr19
50905188
50905189
G, T
POLD1


chr19
50905189
50905190
C, T
POLD1


chr19
50905309
50905310
A, G
POLD1


chr19
50905411
50905412
A, G
POLD1


chr19
50905654
50905655
A, G
POLD1


chr19
50905761
50905762
C, T
POLD1


chr19
50905876
50905877
G, T
POLD1


chr19
50906274
50906275
C, T
POLD1


chr19
50906297
50906298
C, T
POLD1


chr19
50906784
50906785
C, T
POLD1


chr19
50909628
50909629
A, G
POLD1


chr19
50909764
50909765
C, T
POLD1


chr19
50910283
50910284
A, G
POLD1


chr19
50910292
50910293
C, T
POLD1


chr19
50910533
50910534
C, T
POLD1


chr19
50910537
50910538
C, T
POLD1


chr19
50910609
50910610
C, T
POLD1


chr19
50912125
50912126
A, G
POLD1


chr19
50912417
50912418
C, G
POLD1


chr19
50916771
50916772
C, T
POLD1


chr19
50916810
50916811
A, G
POLD1


chr19
50916975
50916976
A, G
POLD1


chr19
50918757
50918758
C, T
POLD1


chr19
50918968
50918969
A, G
POLD1


chr19
50919796
50919797
C, T
POLD1


chr19
50919827
50919828
A, G
POLD1


chr19
50919837
50919838
C, T
POLD1


chr19
50920409
50920410
C, T
POLD1


chr19
50920534
50920535
C, T
POLD1


chr19
50920535
50920536
A, G
POLD1


chr19
51359542
51359543
A, G
KLK3


chr19
51359565
51359566
A, G
KLK3


chr19
51359715
51359716
A, G
KLK3


chr19
51361381
51361382
A, G
KLK3


chr19
51361471
51361472
A, C
KLK3


chr19
51361756
51361757
C, T
KLK3


chr19
51362803
51362804
A, G
KLK3


chr19
51363397
51363398
C, T
KLK3


chr19
51376836
51376837
C, G
KLK2


chr19
51379892
51379893
C, T
KLK2


chr19
51380109
51380110
A, T
KLK2


chr19
51381776
51381777
C, T
KLK2


chr19
51381792
51381793
A, C
KLK2


chr19
52693456
52693457
A, C
PPP2R1A


chr19
52693508
52693509
G, T
PPP2R1A


chr19
52705298
52705299
A, G
PPP2R1A


chr19
52714578
52714579
A, C
PPP2R1A


chr19
52714718
52714719
C, T
PPP2R1A


chr19
52716142
52716143
A, G
PPP2R1A


chr19
52716411
52716412
C, T
PPP2R1A


chr19
52719189
52719190
A, G
PPP2R1A


chr19
52719961
52719962
C, T
PPP2R1A


chr19
52723366
52723367
A, G
PPP2R1A


chr19
52723435
52723436
C, T
PPP2R1A


chr19
52724215
52724216
C, G
PPP2R1A


chr19
52729029
52729030
C, T
PPP2R1A


chr19
52729081
52729082
A, C
PPP2R1A


chr19
55281314
55281315
G, T
KIR2DL1


chr19
55286843
55286844
A, G
KIR2DL1


chr19
55286863
55286864
A, C
KIR2DL1


chr19
55294361
55294362
A, C
KIR2DL1


chr19
55294926
55294927
A, G
KIR2DL1


chr19
55295021
55295022
C, G
KIR2DL1


chr19
55295035
55295036
C, G
KIR2DL1


chr19
57742488
57742489
C, T
AURKC


chr19
57744008
57744009
A, G
AURKC


chr19
57744818
57744819
C, T
AURKC


chr19
57746287
57746288
A, G
AURKC


chr19
57746602
57746603
C, T
AURKC


chr20
3193841
3193842
A, C
ITPA


chr20
3193892
3193893
A, C
ITPA


chr20
3193977
3193978
A, G
ITPA


chr20
3195914
3195915
G, T
ITPA


chr20
3195940
3195941
A, G
ITPA


chr20
3203949
3203950
A, T
ITPA


chr20
3204083
3204084
A, G
ITPA


chr20
23016083
23016084
A, C
SSTR4


chr20
23016147
23016148
G, T
SSTR4


chr20
23016170
23016171
C, G
SSTR4


chr20
23016969
23016970
G, T
SSTR4


chr20
23017016
23017017
C, T
SSTR4


chr20
23017043
23017044
C, T
SSTR4


chr20
23017081
23017082
C, T
SSTR4


chr20
30954294
30954295
A, G
ASXL1


chr20
31017118
31017119
C, T
ASXL1


chr20
31022468
31022469
A, G
ASXL1


chr20
31022479
31022480
C, T
ASXL1


chr20
31022764
31022765
C, T
ASXL1


chr20
31022765
31022766
A, G
ASXL1


chr20
31022909
31022910
G, T
ASXL1


chr20
31023027
31023028
A, G
ASXL1


chr20
31023499
31023500
C, T
ASXL1


chr20
31024012
31024013
C, G
ASXL1


chr20
31024033
31024034
A, G
ASXL1


chr20
31024206
31024207
C, T
ASXL1


chr20
31024273
31024274
C, T
ASXL1


chr20
31024487
31024488
C, T
ASXL1


chr20
31025162
31025163
A, G
ASXL1


chr20
32264847
32264848
C
E2F1


chr20
32264959
32264960
A, G
E2F1


chr20
32273959
32273960
A, G
E2F1


chr20
36022404
36022405
C, T
SRC


chr20
36024559
36024560
C, T
SRC


chr20
36030944
36030945
C, T
SRC


chr20
36760710
36760711
A, G
TGM2


chr20
36767849
36767850
A, G
TGM2


chr20
36769791
36769792
A, G
TGM2


chr20
36770482
36770483
A, G
TGM2


chr20
36770518
36770519
C, T
TGM2


chr20
36770587
36770588
C, T
TGM2


chr20
36775131
36775132
A, G
TGM2


chr20
36775134
36775135
A, G
TGM2


chr20
36775242
36775243
A, G
TGM2


chr20
36776392
36776393
C, G
TGM2


chr20
36793500
36793501
A, G
TGM2


chr20
36793528
36793529
A, G
TGM2


chr20
36793550
36793551
C, G
TGM2


chr20
39657624
39657625
A, C
TOP1


chr20
39728766
39728767
A, G
TOP1


chr20
39743904
39743905
A, G
TOP1


chr20
39743920
39743921
G, T
TOP1


chr20
39788685
39788686
C, T
PLCG1


chr20
39788815
39788816
A, G
PLCG1


chr20
39791993
39791994
C, T
PLCG1


chr20
39792001
39792002
C, T
PLCG1


chr20
39792062
39792063
A, G
PLCG1


chr20
39792537
39792538
C, T
PLCG1


chr20
39793746
39793747
C, G
PLCG1


chr20
39793846
39793847
A, C
PLCG1


chr20
39794488
39794489
A, G
PLCG1


chr20
39795462
39795463
C, T
PLCG1


chr20
39797464
39797465
C, T
PLCG1


chr20
39801011
39801012
C, T
PLCG1


chr20
39802501
39802502
G, T
PLCG1


chr20
39803077
39803078
C, T
PLCG1


chr20
43252914
43252915
C, T
ADA


chr20
43254297
43254298
C, T
ADA


chr20
43254375
43254376
A, C
ADA


chr20
43255219
43255220
C, T
ADA


chr20
43264926
43264927
C, T
ADA


chr20
43264993
43264994
A, G
ADA


chr20
43280226
43280227
C, T
ADA


chr20
44746981
44746982
C, T
CD40


chr20
44747085
44747086
A, G
CD40


chr20
44747103
44747104
C, T
CD40


chr20
44750423
44750424
C, T
CD40


chr20
44751362
44751363
C, T
CD40


chr20
44756822
44756823
C, T
CD40


chr20
44756889
44756890
G, T
CD40


chr20
44756890
44756891
A, G
CD40


chr20
44756907
44756908
A, C
CD40


chr20
44757017
44757018
C, T
CD40


chr20
44757212
44757213
A, G
CD40


chr20
44757288
44757289
G, T
CD40


chr20
44757406
44757407
A, G
CD40


chr20
44757523
44757524
C, G
CD40


chr20
52188375
52188376
A, T
ZNF217


chr20
52192307
52192308
A, C
ZNF217


chr20
52192407
52192408
C, T
ZNF217


chr20
52192452
52192453
A, G
ZNF217


chr20
52192594
52192595
C, T
ZNF217


chr20
52192636
52192637
C, T
ZNF217


chr20
52192647
52192648
C, G
ZNF217


chr20
52192689
52192690
G, T
ZNF217


chr20
52192697
52192698
A, G
ZNF217


chr20
52192788
52192789
C, T
ZNF217


chr20
52193087
52193088
C, T
ZNF217


chr20
52193213
52193214
A, G
ZNF217


chr20
52193367
52193368
C, T
ZNF217


chr20
52193659
52193660
A, G
ZNF217


chr20
52193697
52193698
A, G
ZNF217


chr20
52193721
52193722
A, G
ZNF217


chr20
52198137
52198138
C, T
ZNF217


chr20
52198339
52198340
A, T
ZNF217


chr20
52198618
52198619
A, C
ZNF217


chr20
52198966
52198967
A, G
ZNF217


chr20
54959295
54959296
C, G
AURKA


chr20
54961540
54961541
A, T
AURKA


chr20
54963302
54963303
C, T
AURKA


chr20
54963319
54963320
C, T
AURKA


chr20
57415454
57415455
C, T
GNAS


chr20
57415875
57415876
A, C
GNAS


chr20
57428299
57428300
C, T
GNAS


chr20
57428819
57428820
A, G
GNAS


chr20
57428844
57428845
C, T
GNAS


chr20
57428946
57428947
A, G
GNAS


chr20
57429446
57429447
C, T
GNAS


chr20
57430556
57430557
A, T
GNAS


chr20
57430567
57430568
A, T
GNAS


chr20
57478680
57478681
C, T
GNAS


chr20
57478779
57478780
C, T
GNAS


chr20
57478797
57478798
A, G
GNAS


chr20
57478806
57478807
C, T
GNAS


chr20
57480366
57480367
G, T
GNAS


chr20
57480419
57480420
C, T
GNAS


chr20
57484240
57484241
C, T
GNAS


chr20
57484325
57484326
C, G
GNAS


chr20
57485116
57485117
C, T
GNAS


chr20
57485811
57485812
C, T
GNAS


chr20
62331932
62331933
A, G
ARFRP1


chr20
62331988
62331989
G, T
ARFRP1


chr20
62332024
62332025
C, T
ARFRP1


chr20
62332536
62332537
C, T
ARFRP1


chr20
62332640
62332641
C, T
ARFRP1


chr20
62338144
62338145
A, G
ARFRP1


chr21
36164343
36164344
A, C
RUNX1


chr21
36164361
36164362
A, G
RUNX1


chr21
36164485
36164486
C, G
RUNX1


chr21
36171637
36171638
A, G
RUNX1


chr21
36259307
36259308
C, T
RUNX1


chr21
36262008
36262009
A, G
RUNX1


chr21
37507500
37507501
A, G
CBR3


chr21
37507739
37507740
C, G
CBR3


chr21
37507768
37507769
C, T
CBR3


chr21
37510223
37510224
C, T
CBR3


chr21
37518581
37518582
A, G
CBR3


chr21
37518678
37518679
A, T
CBR3


chr21
37518705
37518706
A, G
CBR3


chr21
37518797
37518798
A, G
CBR3


chr21
37518812
37518813
A, G
CBR3


chr21
37518849
37518850
A, G
CBR3


chr21
39755606
39755607
A, G
ERG


chr21
39762882
39762883
C, T
ERG


chr21
39763535
39763536
C, G
ERG


chr21
39764210
39764211
A, T
ERG


chr21
39764260
39764261
C, G
ERG


chr21
39870309
39870310
A, G
ERG


chr21
39947521
39947522
C, T
ERG


chr21
39947696
39947697
A, G
ERG


chr21
42838103
42838104
C, G
TMPRSS2


chr21
42842542
42842543
C, T
TMPRSS2


chr21
42845382
42845383
A, G
TMPRSS2


chr21
42852496
42852497
C, T
TMPRSS2


chr21
42860306
42860307
C, T
TMPRSS2


chr21
42860484
42860485
C, G
TMPRSS2


chr21
42860493
42860494
C, G
TMPRSS2


chr21
42861544
42861545
A, G
TMPRSS2


chr21
42866295
42866296
C, T
TMPRSS2


chr21
42879908
42879909
A, C
TMPRSS2


chr21
46308794
46308795
A, G
ITGB2


chr21
46311812
46311813
A, G
ITGB2


chr21
46313441
46313442
G, T
ITGB2


chr21
46318939
46318940
A, G
ITGB2


chr21
46319068
46319069
C, T
ITGB2


chr21
46326814
46326815
C, T
ITGB2


chr21
46330182
46330183
C, T
ITGB2


chr21
46330301
46330302
C, T
ITGB2


chr21
46330486
46330487
A, G
ITGB2


chr21
46330608
46330609
T
ITGB2


chr21
46330627
46330628
C, T
ITGB2


chr21
46918385
46918386
C, T
SLC19A1


chr21
46918573
46918574
C, T
SLC19A1


chr21
46935941
46935942
A, G
SLC19A1


chr21
46951555
46951556
A, G
SLC19A1


chr21
46952093
46952094
C, T
SLC19A1


chr21
46954446
46954447
C, T
SLC19A1


chr21
46957793
46957794
C, T
SLC19A1


chr22
21288415
21288416
A, G
CRKL


chr22
22127316
22127317
A, G
MAPK1


chr22
22221679
22221680
C, T
MAPK1


chr22
22890491
22890492
A, G
PRAME


chr22
22890751
22890752
A, G
PRAME


chr22
22890755
22890756
A, G
PRAME


chr22
22890791
22890792
C, T
PRAME


chr22
22890868
22890869
C, T
PRAME


chr22
22890932
22890933
G
PRAME


chr22
22892334
22892335
A, G
PRAME


chr22
22892489
22892490
C, T
PRAME


chr22
22893391
22893392
C, G
PRAME


chr22
22895351
22895352
A, G
PRAME


chr22
22895391
22895392
A, G
PRAME


chr22
22895402
22895403
C, T
PRAME


chr22
22899233
22899234
A, G
PRAME


chr22
22899323
22899324
G, T
PRAME


chr22
23523308
23523309
C, T
BCR


chr22
23523629
23523630
A, C
BCR


chr22
23523752
23523753
C
BCR


chr22
23523968
23523969
A, G
BCR


chr22
23524465
23524466
G, T
BCR


chr22
23540509
23540510
A, G
BCR


chr22
23540608
23540609
A, G
BCR


chr22
23541424
23541425
A
BCR


chr22
23541487
23541488
C, T
BCR


chr22
23595923
23595924
T
BCR


chr22
23595995
23595996
C
BCR


chr22
23627237
23627238
A, C
BCR


chr22
23627368
23627369
A, G
BCR


chr22
23631800
23631801
C, T
BCR


chr22
23631822
23631823
C, T
BCR


chr22
23632512
23632513
A, G
BCR


chr22
23632546
23632547
A, G
BCR


chr22
23632620
23632621
A, C, G
BCR


chr22
23632635
23632636
A, C
BCR


chr22
23632664
23632665
A, C
BCR


chr22
23657612
23657613
C, T
BCR


chr22
24129325
24129326
C, T
SMARCB1


chr22
24135881
24135882
C, T
SMARCB1


chr22
24143205
24143206
A, G
SMARCB1


chr22
24143383
24143384
C, T
SMARCB1


chr22
24167512
24167513
A, G
SMARCB1


chr22
29130457
29130458
C, T
CHEK2


chr22
29664407
29664408
A, G
EWSR1


chr22
29664422
29664423
A, G
EWSR1


chr22
29668198
29668199
C, T
EWSR1


chr22
29678560
29678561
C, T
EWSR1


chr22
29688218
29688219
A, C
EWSR1


chr22
29688631
29688632
G, T
EWSR1


chr22
29693989
29693990
A, G
EWSR1


chr22
29694916
29694917
A, G
EWSR1


chr22
29695870
29695871
C, T
EWSR1


chr22
29695998
29695999
C, T
EWSR1


chr22
29696017
29696018
C, T
EWSR1


chr22
29696068
29696069
C, T
EWSR1


chr22
30038151
30038152
A, C
NF2


chr22
30054301
30054302
C, T
NF2


chr22
31532959
31532960
C, T
PLA2G3


chr22
31533795
31533796
C, G
PLA2G3


chr22
31533842
31533843
A, G
PLA2G3


chr22
31533951
31533952
A, G
PLA2G3


chr22
31533966
31533967
A, G
PLA2G3


chr22
31535871
31535872
C, G
PLA2G3


chr22
31535994
31535995
C, G
PLA2G3


chr22
31536132
31536133
A, C
PLA2G3


chr22
37602601
37602602
C, T
SSTR3


chr22
37602610
37602611
C, G
SSTR3


chr22
37603020
37603021
A, G
SSTR3


chr22
37603050
37603051
C, T
SSTR3


chr22
37603389
37603390
C, T
SSTR3


chr22
37603743
37603744
C, T
SSTR3


chr22
37603744
37603745
A, G
SSTR3


chr22
38071706
38071707
A, G
LGALS1


chr22
38074433
38074434
A, G
LGALS1


chr22
38369975
38369976
A, G
SOX10


chr22
38379542
38379543
A, G
SOX10


chr22
38508467
38508468
C, T
PLA2G6


chr22
38512243
38512244
A, G
PLA2G6


chr22
38512401
38512402
A, G
PLA2G6


chr22
38522548
38522549
A, G
PLA2G6


chr22
38525560
38525561
A, G
PLA2G6


chr22
38528957
38528958
C, T
PLA2G6


chr22
38539083
38539084
A, C
PLA2G6


chr22
38543409
38543410
A, G
PLA2G6


chr22
38543452
38543453
C, T
PLA2G6


chr22
38544456
38544457
C, T
PLA2G6


chr22
38544571
38544572
C, T
PLA2G6


chr22
38564040
38564041
C, G
PLA2G6


chr22
38565208
38565209
A, G
PLA2G6


chr22
38565261
38565262
C, T
PLA2G6


chr22
38565346
38565347
C, T
PLA2G6


chr22
39621796
39621797
G, T
PDGFB


chr22
39621892
39621893
C, T
PDGFB


chr22
39629417
39629418
C, T
PDGFB


chr22
39631712
39631713
C, T
PDGFB


chr22
39631746
39631747
C, G
PDGFB


chr22
39631767
39631768
G, T
PDGFB


chr22
39636828
39636829
A, T
PDGFB


chr22
39639852
39639853
G, T
PDGFB


chr22
41513174
41513175
C, T
EP300


chr22
41523525
41523526
C, T
EP300


chr22
41537191
41537192
C, T
EP300


chr22
41537233
41537234
G, T
EP300


chr22
41543982
41543983
C, G
EP300


chr22
41545883
41545884
A, G
EP300


chr22
41548007
41548008
A, G
EP300


chr22
41551038
41551039
A, T
EP300


chr22
41553258
41553259
A, G
EP300


chr22
41553336
41553337
C, T
EP300


chr22
41558837
41558838
C, G
EP300


chr22
41559962
41559963
C, T
EP300


chr22
41564707
41564708
A, C
EP300


chr22
41568552
41568553
A, G
EP300


chr22
41572540
41572541
C, T
EP300


chr22
41574086
41574087
C, T
EP300


chr22
42522612
42522613
C, G
CYP2D6


chr22
42523942
42523943
A, G
CYP2D6


chr22
42524946
42524947
C, T
CYP2D6


chr22
42525131
42525132
C, G
CYP2D6


chr22
42525133
42525134
C, T
CYP2D6


chr22
42525727
42525728
A, C
CYP2D6


chr22
42525755
42525756
A, G
CYP2D6


chr22
42525771
42525772
A, G
CYP2D6


chr22
42525797
42525798
C, G
CYP2D6


chr22
42525810
42525811
C, T
CYP2D6


chr22
42525951
42525952
A, C
CYP2D6


chr22
42526570
42526571
C, G
CYP2D6


chr22
42526572
42526573
G, T
CYP2D6


chr22
42526579
42526580
C, G
CYP2D6


chr22
42526693
42526694
A, G
CYP2D6


chr22
42526762
42526763
C, T
CYP2D6


chr22
42540356
42540357
C, G
CYP2D6


chr22
46611262
46611263
A, G
PPARA


chr22
46614273
46614274
C, G
PPARA


chr22
46615879
46615880
C, T
PPARA


chr22
46615904
46615905
C, T
PPARA


chr22
46628118
46628119
C, G
PPARA




















APPENDIX 2









chr1
36768200
rs1573020



chr1
159174683
rs2814778



chr1
204790977
rs2065160



chr2
7149155
rs896788



chr2
109513601
rs3827760



chr2
136616754
rs182549



chr3
168645035
rs1498444



chr4
38803255
rs4540055



chr4
159181963
rs2026721



chr5
33951693
rs16891982



chr7
4457003
rs917118



chr10
17064992
rs7897550



chr10
34755348
rs1978806



chr11
32424389
rs5030240



chr12
29369871
rs10843344



chr12
56603834
rs773658



chr13
20901724
rs1335873



chr13
22374700
rs1886510



chr13
34864240
rs2065982



chr14
36170607
rs10141763



chr14
101142890
rs730570



chr15
28365618
rs12913832



chr15
48426484
rs1426654



chr16
31079371
rs881929



chr16
90105333
rs3785181



chr17
75551667
rs2304925



chr18
75432386
rs1024116



chr19
42410331
rs2303798



chr20
38849642
rs1321333



chr21
16685598
rs722098



chr21
17710424
rs239031



chr21
25672460
rs2572307



chr22
26350103
rs5997008



chr22
47836412
rs2040411









Claims
  • 1. A method for genomic and/or genetic analysis of a human nucleic acid sample comprising the following steps: a) providing a group of human reference genomes;b) testing of the human nucleic acid sample for sex and/or ancestry;c) selecting one or more population-specific human reference genomes, PHREGs, from the group of human reference genomes on the basis on the results of the sex and/or ancestry test in step b); andd) aligning the human nucleic acid sample to the selected PHREGs.
  • 2. The method of claim 1, wherein the alignment is performed on a majority allele level, or on a non-rare alleles level.
  • 3. The method of claim 1, comprising the additional step: e) performing variant calling of the aligned human nucleic acid sample with respect to the selected PHREGs.
  • 4. The method of claim 3, wherein the variant calling is performed on a majority allele level, or on a non-rare alleles level.
  • 5. The method of claim 1, wherein the human reference genomes provided in step a) are published human reference genomes or are derived from published human reference genomes.
  • 6. The method of claim 1, wherein step a) comprises adjusting the human reference genomes to an encoding level, the encoding level comprising either unique nucleotide codes or ambiguous nucleotide codes.
  • 7. The method of claim 1, wherein the human reference genomes provided in step a) are PHREGs.
  • 8. The method of claim 1, wherein the sex test comprises one or more of the following: testing at least one position in a sex-specific gene on chromosome X and/or on chromosome Y;leveraging alignment differences of human genome samples on chromosome X and/or chromosome Y; cytogenetic tests; FISH analysis; CGH analysis.
  • 9. The method of claim 1, wherein the ancestry test is based on a machine learning algorithm used on a human nucleic acid sample, or on another classification scheme that leverages ancestry-specific variants.
  • 10. The method of claim 1, wherein the ancestry test comprises using the genotype of at least one genomic position and/or testing of SNP arrays or SNP chips and/or testing of markers from Sanger sequencing or mass spectroscopy.
  • 11. The method of claim 1, wherein the ancestry test comprises testing at least one gene selected from the group of genes consisting of ABL2, ATP1A3, CIC, CYP2C8, CYP2C9, EPHA3, EPHA7, ERBB3, ERG, ETV1, F2, FAS, HFE, IL11RA, IL2RA, ITGB6, KIF11, KIT, KLK3, LRP6, MDM4, NAT2, NTRK2, PDGFB, PIK3R1, PLA2G3, PLAU, PRKCB, RICTOR, SLC7A11, STAT3, T, TSC1, VCAM1, VDR, VEGFB, ACVRL1, AXL, CA9, CALCR, CASP9, ENG, EPHB1, ERBB4, ESR1, FGFR2, HPSE, HSP90AA1, ITK, MRE11A, PLK1, PTPRC, SERPINE1, SMC4, TERT, TLR3, WISP3, WT1, XRCC1, ANGPT2, ARID2, BARD1, CBR3, CDH2, CYP1B1, DDR2, DNMT3A, EPCAM, ERCC2, FANCG, FANCL, GSTP1, IRS2, ITGB1, JAK3, LHCGR, MSH6, NCF2, RNF43, SLC5A5, TMPRSS2, TNFRSF8, AKT1, CD248, CD4, ESR2, EZH2, IGF1R, ITGAV, ITGB2, KLHL6, MAP3K1, MET, MLL, MTHFR, NFKB1, NUP93, PARP8, RB1, RPE65, TSHR, ABL1, BLM, CYP19A1, DPP4, EPHA6, ERBB2, EWSR1, FOXP4, ITGAM, KDM5A, LPA, LTK, MLH1, PBRM1, PHLPP2, SF3B1, TNFRSF10A, ABCG2, ACPP, ADAM15, DPYD, EPHA5, EPHB6, FOLH1, KDR, MSH3, MST1R, NTRK1, ROCK2, SLC6A2, TET2, TGM2, TH, ABCB1, CD22, CD40, CD44, CDH20, CYP11B2, ERCC5, GPR124, IL7R, ITGB3, ITGB5, NCL, NOD2, NR4A1, PGR, PLCG1, PPP2R1A, PRAME, PTCH2, RET, SETD2, XPC, ASXL1, EPHB4, PLA2G6, SYK, TET1, EP300, FLT1, ITGA1, LOXL2, PDGFRB, PIK3CD, SSTR5, TEC, APC, ATR, CLU, CREBBP, CYP2D6, EML4, MMP2, PARP2, PDGFRA, TRPM8, CSF1R, DOT1L, FGFR3, FGFR4, GLP2R, IKBKE, JAK1, NOTCH2, SPEN, SPG7, BRCA1, CYP11B1, GNAS, ITGA5, LTF, NRP2, PTK2B, TNKS, ABCC1, CEACAM5, CYP4B1, EGFR, FLT3, INSR, PTCH1, SMARCA4, ZNF217, BCR, EEF2, SELP, SLCO1B1, ABCC2, FLT4, MTR, IL4R, MTOR, RPTOR, TEK, ATM, CARD11, FANCD2, MEFV, NF1, TP73, BRCA2, CD109, PTPRD, ABCC6, IGF2R, P2RX7, ROS1, ACE, PARP1, PRKDC, CENPE, TSC2, ALK, NOTCH1, TNC, NOTCH3, POLE, MLL2, MYH11, POLD1, GRIN3B, F5, FANCA, LRP1B, LRP2, VWF.
  • 12. The method of claim 1, wherein the human nucleic acid sample comprises a set of reads issued from a next-generation sequencing procedure, NGS, and wherein the alignment comprises a step of mapping the reads to the selected PHREGs.
  • 13. A computer system for genomic and/or genetic analysis of a human nucleic acid sample, the computer system comprising: a) a first module comprising computer instructions for providing a group of human reference genomes;b) a second module for testing of a human nucleic acid sample for sex and/or ancestry;c) a third module comprising computer instructions for selecting one or more population-specific human reference genomes, PHREGs, from the group of human reference genomes on the basis of the results of the sex and/or ancestry test; andd) a fourth module comprising computer instructions for aligning the human nucleic acid sample to the determined PHREGs.
  • 14. Computer program comprising instructions which, when the program is executed by a computer, cause the computer to carry out the steps a), b), c) and d) of the method of claim 1.
  • 15. Computer-readable storage medium comprising instructions which, when executed by a computer, cause the computer to carry out the steps a), b), c) and d) of the method of claim 1.
  • 16. A method of treating a patient comprising Retrieving an identification of a disease indication of the patient, Obtaining a nucleic acid sample from the patientPerforming genomic and/or genetic analysis of the nucleic acid sample according to the method of claim 1,Retrieving possible treatments for the disease indication of the patientPerforming variant calling and interpretationClassification of the retrieved possible treatments based on the variant interpretation, wherein a treatment is classified as indicated for the patient or contraindicated for the patientSelecting one of the indicated treatmentsTreating of the patient according to the selected treatment.