Biomarkers for diagnosing rheumatoid arthritis

Information

  • Patent Application
  • 20050048574
  • Publication Number
    20050048574
  • Date Filed
    March 15, 2004
    20 years ago
  • Date Published
    March 03, 2005
    19 years ago
Abstract
Biological markers for rheumatoid arthritis (RA) are disclosed. Also disclosed are the uses of such markers to diagnose and treat RA, monitor progression of the disease, evaluate therapeutic interventions, and screen candidate drugs in a clinical or preclinical trial.
Description
FIELD OF THE INVENTION

The present invention relates to biological markers for rheumatoid arthritis (RA). More specifically, the present invention relates to the use of such markers to diagnose and treat RA, monitor progression of the disease, evaluate therapeutic interventions, and screen candidate drugs in a clinical or preclinical trial.


BACKGROUND OF INVENTION

Rheumatoid arthritis (RA) is a chronic inflammatory disorder of the small joints that also has pronounced and potential disabling systemic consequences, including fatigue, malaise and fever. It is estimated that about 2.1 million people in the United States have RA. The disease typically begins in middle age and occurs with increased frequency in older people. For reasons that are not fully understood, about two to three times as many women as men have the disease.


Although the etiology of the disease is unknown, its pathology evolves with common characteristics over time. The inflamed joint is characterized by synovial fibroblast hyperplasia, infiltration of activated lymphocytes and macrophages, and high levels of neutrophils. Early events are believed to include an inflammatory response initiated by unknown mediators. Activated CD4 T-cells appear to amplify and perpetuate the inflammation. The presence of activated T-cells can induce polyclonal B-cell activation.


Tissue damage inevitably progresses, releasing autoantigens, and the extent of the T-cell response broadens. Eventually, the constant inflammatory environment may lead to transformation of the synovial fibroblasts, yielding destructive potential that is independent of T-cells and macrophages. The pro-inflammatory cytokines such as TNF-α, produced mainly by macrophages in the joint, and the cytokines they induce such as IL-6 are systemically active, present in the serum and augment hepatic synthesis of acute-phase proteins. These cytokines are potent stimulators of mesenchymal cells, such as synovial fibroblasts, osteoclasts and chondrocytes, which release tissue-destroying matrix metalloproteinases which ultimately lead to the erosion of bone and cartilage.


The diagnosis of RA is typically made based on medical history, physical examination and X-ray imaging of the affected joint(s). Antibodies directed to the crystallizable fragment of IgG molecules (rheumatoid factor) are often found in high levels in RA. However, not everyone who has RA tests positive for rheumatoid factor and some who test positive never develop the disease. Neutrophils, for example, are generally elevated in RA, while CD8 T-cells are generally reduced. Also, the CD4:CD8 T-cell ratio is higher in RA subjects. Cush & Lipsky, Arthritis Rheum., 31:1230-8 (1988); Dale, Neutropenia and Neutophilia, in WILLIAMS HEMATOLOGY, Beutler et al., eds., McGraw Hill: New York. p. 823-834 (2001). Other factors associated with RA include, for example, C-reactive protein and antibodies to citrulline-containing peptides. However, there is no consensus panel of RA-specific markers. Early diagnosis and knowledge of disease progression would allow early initiation of treatment when it is most appropriate and potentially would be of the greatest benefit to the patient.


A number of approaches are used to treat RA. Nonsterioidal anti-inflammatory drugs (NSAIDS) are typically used to reduce pain, swelling and inflammation. Disease-modifying anti-rheumatic drugs (DMARDS) are used to slow progression of the disease and to prevent further joint injury (e.g., gold salts, antimalarials, methotrexate, Penicillamine, Sulfazalazine). The mechanism of action for these drugs is not fully understood. Biologic response modifiers differ from traditional DMARDS in that they target specific constituents of the immune system that contribute to the disease, while leaving other constituents of the immune system intact. This includes anti-TNF alpha inhibitors. While some patients respond well to a particular DMARD or combination of DMARDs, others show only modest benefit or no significant improvement. Furthermore, these drugs are associated with a number of serious side effects. The search for better therapeutics with fewer side effects is a subject of active research.


Therefore, there is a need to identify biochemical markers for RA. There is also a need for improved compositions and methods for diagnosing RA, and improved compositions and methods for treating RA.


SUMMARY OF THE INVENTION

One aspect of the invention provides polypeptides that have been identified as differentially expressed in biological samples obtained from RA subjects as compared to samples obtained from non-RA subjects (“polypeptide markers”). The invention also provides polypeptides that have substantial homology with polypeptide markers, modified polypeptide markers, and fragments of polypeptide markers. The invention also includes precursors and successors of the polypeptide markers in biological pathways. The invention also provides molecules that comprise a polypeptide marker, a polypeptide that has substantial homology with a polypeptide marker, a modified polypeptide marker, a fragment of a polypeptide marker, or a precursor or successor of a polypeptide marker (e.g., a fusion protein). As used herein, the term “polypeptides of the invention” shall be understood to refer to any or all of the foregoing polypeptides.


Another aspect of the invention provides polynucleotides encoding polypeptides of the invention (“polynucleotide markers”). The invention also provides polynucleotides that have substantial homology with polynucleotide markers, modified polynucleotide markers, and fragments of polynucleotide markers. The invention also provides molecules that comprise a polynucleotide marker, a polynucleotide that has substantial homology with a polynucleotide marker, a modified polynucleotide marker or a fragment of a polynucleotide marker (e.g., a vector). Because of the redundancy (degeneracy) of the genetic code, a number of polynucleotides markers are capable of encoding a single polypeptide of the invention. As used herein, the term “polynucleotides of the invention” shall be understood to refer to any or all of the foregoing polynucleotides.


Another aspect of the invention provides cell populations that have been identified as differentially expressed in biological samples obtained from RA subjects as compared to samples obtained from non-RA subjects. As used herein, the terms “cell populations of the invention” or “cell population markers” shall be understood to refer to any or all of such cell populations.


Another aspect of the invention provides antibodies that selectively bind to a polypeptide of the invention, polynucleotide of the invention, or a cell population of the invention (e.g., a molecule associated with a cell that is a member of a cell population). The invention also provides methods for producing an antibody that selectively binds to a polypeptide of the invention, polynucleotide of the invention, or cell population of the invention.


Another aspect of the invention provides compositions comprising (i) a polypeptide of the invention, (ii) a polynucleotide of the invention, (iii) an antibody against a polypeptide of the invention, polynucleotide of the invention or cell population of the invention, (iv) an inhibitor of the activity of a polypeptide of the invention, a polynucleotide of the invention or a cell population of the invention, or (v) a molecule that can increase or decrease the level or activity of a polypeptide of the invention, a polynucleotide of the invention or a cell population of the invention. Such compositions may be pharmaceutical compositions formulated for use as therapeutics.


Another aspect of the invention provides a method for detecting the level or activity of a polypeptide of the invention, a polynucleotide of the invention or a cell population of the invention. In one embodiment, for example, the method comprises contacting an antibody that selectively binds to a polypeptide of the invention with a biological sample suspected of containing such polypeptide under conditions that would permit the formation of a stable complex and detecting any stable complexes that are formed. In another embodiment, the method comprises determining the activity of a polypeptide of the invention that functions as an enzyme. In another embodiment, the method comprises determining the level of a polynucleotide of the invention in a cell obtained from the subject.


Another aspect of the invention provides a method for diagnosing RA in a subject by detecting the level or activity of a polypeptide of the invention, a polynucleotide of the invention, or a cell population of the invention in a biological sample obtained from the subject. For example, in one embodiment, the method comprises obtaining a biological sample from a subject suspected of having RA, or at risk for developing RA, and comparing the level of a polypeptide of the invention in the biological sample with the level or activity in a biological sample obtained from a non-RA subject or with a standard value or reference range. In some embodiments, the method is used for staging or stratifying subjects with RA, monitoring progression of the disease, response to therapy, or susceptibility to RA. In some embodiments, a plurality of polypeptides of the invention, polynucleotides of the invention, or cell populations of the invention are detected. In some embodiments, such plurality of polypeptides of the invention, polynucleotides of the invention, or cell populations, are detected in a pattern (e.g., two specific polypeptide markers are elevated and one specific cell population is decreased). In some embodiments, the method comprises detecting known markers of RA or considering other clinical indicia of RA in addition to detecting one or more polypeptides of the invention, polynucleotides of the invention or cell populations of the invention. Another aspect of the invention provides methods for monitoring therapeutic treatment of RA.


Another aspect of the invention provides methods for treating RA by administering to a subject a therapeutic agent that results in an increase or decrease in the level or activity of a polypeptide of the invention, a polynucleotide of the invention or a cell population of the invention (e.g., the level of a certain polypeptide marker in a sample obtained from the subject). In one embodiment, the therapeutic agent administered to the subject is one or more markers of the invention. For polypeptides of the invention, polynucleotides of the invention, or cell populations of the invention that are increased in biological samples obtained from RA subjects, the method comprises administering a therapeutic agent that decreases the level or activity of the polypeptide, polynucleotide or cell population. For polypeptides of the invention, polynucleotides of the invention, or cell populations of the invention that are decreased in biological samples obtained from RA subjects, the method comprises administering a therapeutic agent that increases the level or activity of the polypeptide, polynucleotide, or cell population.


Another aspect of the invention provides a method for screening a candidate compound for use as a therapeutic agent for treating RA. In one embodiment, the method comprises administering the candidate compound to an RA subject and screening for the ability to increase or decrease the level or activity of a polypeptide of the invention, a polynucleotide of the invention, or a cell population of the invention in a biological sample obtained from the subject.


Another aspect of the invention provides a kit for performing one or more of the methods described above. In another embodiment, the kit is for detecting the level or activity of a polypeptide of the invention, a polynucleotide of the invention, or a cell population of the invention and includes an antibody that selectively binds to the polypeptide, polynucleotide or cell population.


Other features and advantages of the invention will become apparent to one of skill in the art from the following description and claims.







DETAILED DESCRIPTION OF THE INVENTION

The present inventors have discovered polypeptides, polynucleotides, and cell populations that are differentially expressed in biological samples obtained from RA subjects compared to samples obtained from non-RA subjects. The levels and activities of these polypeptides, polynucleotides, and cell populations can be used as biological markers indicative of rheumatoid arthritis (RA).


According to one definition, a biological marker is “a characteristic that is objectively measured and evaluated as an indicator of normal biologic processes, pathogenic processes, or pharmacological responses to therapeutic interventions.” NIH Biomarker Definitions Working Group (1998). Biological markers can also include patterns or ensembles of characteristics indicative of particular biological processes (“panel of markers”). The marker measurement can be increased or decreased to indicate a particular biological event or process. In addition, if a marker measurement typically changes in the absence of a particular biological process, a constant measurement can indicate occurrence of that process.


Marker measurements may be of the absolute values (e.g., the molar concentration of a molecule in a biological sample) or relative values (e.g., the relative concentration of two molecules in a biological sample). The quotient or product of two or more measurements also may be used as a marker. For example, some physicians use the total blood cholesterol as a marker of the risk of developing coronary artery disease, while others use the ratio of total cholesterol to HDL cholesterol. See discussion of marker measurement and discovery in Ringold et al., “Phenotype and Biological Marker Identification System” WO 00/65472 (published Nov. 2, 2000), incorporated herein by reference in its entirety.


In the invention, the markers are primarily used for diagnostic purposes. However they may also be used for therapeutic, drug screening and patient stratification purposes (e.g., to group patients into a number of “subsets” for evaluation), as well as other purposes described herein, including evaluation the effectiveness of an RA therapeutic.


The practice of the invention employs, unless otherwise indicated, conventional methods of analytical biochemistry, microbiology, molecular biology and recombinant DNA generally known techniques within the skill of the art. Such techniques are explained fully in the literature. (See, e.g., Sambrook et al. Molecular Cloning: A Laboratory Manual. 3rd, ed., Cold Spring Harbor Laboratory, Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 2000; DNA Cloning: A Practical Approach, Vol. I & II (Glover, ed.); Oligonucleotide Synthesis (Gait, ed., Current Edition); Nucleic Acid Hybridization (Hames & Higgins, eds., Current Edition); Transcription and Translation (Hames & Higgins, eds., Current Edition); CRC Handbook of Parvoviruses, Vol. I & II (Tijessen, ed.); Fundamental Virology, 2nd Edition, Vol. I & II (Fields and Knipe, eds.)).


The terminology used herein is for describing particular embodiments and is not intended to be limiting. As used herein, the singular forms “a,” “and” and “the” include plural referents unless the content and context clearly dictate otherwise. Thus, for example, a reference to “a marker” includes a combination of two or more such markers.


Unless defined otherwise, all scientific and technical terms are to be understood as having the same meaning as commonly used in the art to which they pertain. For the purposes of the invention, the following terms are defined below.


I. Definitions


As used herein, the term “antibody” refers to any molecule that reversibly binds to another with the required selectivity. Thus, the term includes any molecule that is capable of selectively binding to a marker of the invention. The term includes an immunoglobulin molecule capable of binding an epitope present on an antigen. The term is intended to encompasses not only intact immunoglobulin molecules such as monoclonal and polyclonal antibodies, but also bi-specific antibodies, humanized antibodies, chimeric antibodies, anti-idiopathic (anti-ID) antibodies, single-chain antibodies, Fab fragments, F(ab′) fragments, fusion proteins and any modifications of the foregoing that comprise an antigen recognition site of the required selectivity (see “selectively binding” defined, infra). The term also includes non-immunoglobin species. Thus, for example, a binding molecule may be a member of a binding pair such as enzyme with respect to a substrate, substrate with respect to an enzyme, lectin with respect to a carbohydrate, carbohydrate with respect to a lectin, receptor with respect to a hormone, hormone with respect to a receptor, ligand with respect to a counterligand, counterligand with respect to a ligand, aptamer with respect to its target, target with respect to its aptamer, and so on. Consistent with the foregoing, an “antibody” described as selectively binding to a polypeptide of the invention should be understood as including any molecule that reversibly binds to the polypeptide with the required selectivity.


As used herein, the term “biological sample” means any biological substance, including but not limited to blood (including whole blood, leukocytes prepared by lysis of red blood cells, peripheral blood mononuclear cells, plasma and serum), sputum, urine, semen, cerebrospinal fluid, bronchial aspirate, sweat, feces, synovial fluid, cells, and whole or manipulated tissue.


As used herein, the term “cell population” means a set of cells having characteristics in common. The characteristics include without limitation the presence and level of one, two, three or more cell-associated molecules (e.g., cell-surface antigens). One, two, three or more cell-associated molecules can thus define a cell population.


As used herein, the term “cell-associated molecule” means any molecule associated with a cell. This includes without limitation (i) intrinsic cell surface molecules such as proteins, glycoproteins, lipids, and glycolipids; (ii) extrinsic cell surface molecules such as cytokines bound to their receptors, immunoglobulin bound to Fc receptors, foreign antigen bound to B-cell or T-cell receptors and auto-antibodies bound to self antigens; (iii) intrinsic internal molecules such as cytoplasmic proteins, carbohydrates, lipids and mRNA, and nuclear protein and DNA (e.g., genomic and somatic nucleic acids); and (iv) extrinsic internal molecules such as viral proteins and nucleic acid. As an example, there are hundreds of leukocyte cell surface proteins or antigens, including leukocyte differentiation antigens (e.g., CD antigens), antigen receptors (e.g., B-cell receptor and T-cell receptor) and major histocompatibility complexes. Each of these classes encompasses a vast number of proteins.


As used herein, the term “differentially expressed” refers to the level or activity of a constituent in a first sample (or set of samples) as compared to the level or activity of the constituent in a second sample (or set of samples), where the method used for detecting the constituent provides a different level or activity when applied to the two samples (or sets of samples). Thus, for example, a polypeptide of the invention that is measured at one concentration in a first sample, and at a different concentration in a second sample is differentially expressed in the first sample as compared with the second sample. A marker would be referred to as “increased” in the first sample if the method for detecting the marker indicates that the level or activity of the marker is higher or greater in the first sample than in the second sample (or if the marker is detectable in the first sample but not in the second sample). Conversely, the marker would be referred to as “decreased” in the first sample if the method for detecting the marker indicates that the level or activity of the marker is lower in the first sample than in the second sample (or if the marker is detectable in the second sample but not in the first sample). In particular, a marker is referred to as “increased” or “decreased” in a sample (or set of samples) obtained from a subject (e.g., an RA subject, a subject suspected of having RA, a subject at risk of developing RA) if the level or activity of the marker is higher or lower, respectively, compared to the level of the marker in a sample (or set of samples) obtained from another subject (e.g., a non-RA subject) or subjects or a reference value or range.


As used herein, the terms “fold increase” and “fold decrease” refer to the relative increase or decrease in the level or activity of a marker in one sample (or set of samples) compared to another sample (or set of samples). A positive fold change indicates an increase in the level of a marker while a negative fold change indicates a decrease in the level of a marker. The increase or decrease may be measured by any method or technique known to those of skill in the art. As will be appreciated by one of skill in the art, the observed increase or decrease may vary depending on the particular method or technique that is used to make the measurement.


As used herein, the term “fragment” as applied to a polypeptide (e.g., “a fragment of a polypeptide”) refers to a single amino acid of a full-length polypeptide from which it has been derived or to a polymer of amino acid residues comprising an amino acid sequence that has at least 5 contiguous amino acid residues, at least 10 contiguous amino acid residues, at least 20 contiguous amino acid residues or at least 30 contiguous amino acid residues of a sequence of the full-length polypeptide from which it has been derived. As used herein, the term “fragment” as applied to a polynucleotide (e.g., “a fragment of a polynucleotide”) refers to a single nucleic acid of a full-length polynucleotide or to a polymer of nucleic acid residues comprising a nucleic acid sequence that has at least 15 contiguous nucleic acid residues, at least 30 contiguous nucleic acid residues, at least 60 contiguous nucleic acid residues of a sequence of a full-length polynucleotide from which it has been derived.


As used herein, the term “isolated” as applied to a molecule or cell refers to a molecule or cell that has been removed from its natural environment. For example, a polypeptide can be considered isolated if it is separated from one or more metabolites, polynucleotides and other polypeptides with which it is naturally associated. Isolated molecules can be either prepared synthetically or purified from their natural environment (e.g., biological sample obtained from a subject). Standard methodologies known in the art can be employed to obtain and isolate the polynucleotides, polypeptides, antibodies, other molecules, and cells of the invention. The term “isolated” does not necessarily reflect the extent to which the molecule or cell has been purified.


As used herein, the term “marker” includes polypeptide markers, polynucleotide markers, and cell population markers. For clarity of disclosure, aspects of the invention will be described with respect to “polypeptide markers,” “polynucleotide markers” and “cell population markers.” However, statements made herein with respect to “polypeptide markers” are intended to apply to other polypeptides of the invention. Likewise, statements made herein with respect to “polynucleotide markers” are intended to apply to other polynucleotides of the invention. Thus, for example, a polynucleotide described as encoding a “polypeptide marker” is intended to encompass a polynucleotide that encodes a polypeptide marker, a polypeptide that has substantial homology to a polypeptide marker, a modified polypeptide marker, a fragment, precursor or successor of a polypeptide marker, and molecules that comprise a polypeptide marker, homologous polypeptide, a modified polypeptide marker or a fragment, precursor or successor of a polypeptide marker. Furthermore, consistent with their definition, supra, as sets of cells having characteristics in common, statements made herein with respect to “cell population markers (or “cell populations of the invention”) are intended also to apply to one or more cells that are members of the cell populations. Thus, for example, an antibody described as selectively binding to a “cell population of the invention” should be understood as including an antibody that selectively binds to a cell that is a member of the cell population.


As used herein, the phrase “capable of performing the function of that polypeptide in a functional assay” means that the polypeptide has at least 50% of the activity, at least 60% of the activity, at least 70% of the activity, at least 80% of the activity, at least 90% of the activity, or at least 95% of the activity of the polypeptide in the functional assay.


As used herein, the term “polypeptide” refers to a single amino acid or a polymer of amino acid residues of any length. A polypeptide includes without limitation an amino acid, an oligopeptide, a peptide and a protein. A polypeptide may be composed of a single polypeptide chain or two or more polypeptide chains. A polypeptide can be linear or branched. A polypeptide can comprise modified amino acid residues, amino acid analogs or non-naturally occurring amino acid residues and can be interrupted by non-amino acid residues. Included within the definition are amino acid polymers that have been modified, whether naturally or by intervention (e.g., formation of a disulfide bond, glycosylation, lipidation, methylation, acetylation, phosphorylation, conjugation with a labeling molecule).


As used herein, the term “polynucleotide” refers to a single nucleotide or a polymer of nucleic acid residues of any length. The polynucleotide may contain deoxyribonucleotides, ribonucleotides, and/or their analogs and may be double-stranded or single stranded. A polynucleotide can comprise modified nucleic acids (e.g., methylated), nucleic acid analogs or non-naturally occurring nucleic acids and can be interrupted by non-nucleic acid residues. Analogs of both the purine and pyrimidine base can differ from a corresponding naturally occurring moiety by having new substituent groups attached thereto, for example, 2,6-diaminopurine or didehydroribose, by having naturally occurring substituent groups deleted therefrom, or by having atoms normally present replaced by others, for example, 8-azaguanine. Polynucleotides can also comprise modified backbones, including, but not limited to, methyl phosponates, phosphorothioates, phosphordithioates, and PNA backbones. For example a polynucleotide includes a gene, a gene fragment, cDNA, isolated DNA, mRNA, tRNA, rRNA, isolated RNA of any sequence, recombinant polynucleotides, primers, probes, plasmids, and vectors. Included within the definition are nucleic acid polymers that have been modified, whether naturally or by intervention, including by in vitro manipulation). For every single-stranded polynucleotide of the invention, the invention also includes the complementary polynucleotide.


In some embodiments, a polypeptide marker or a polynucleotide marker is part of one or more biological pathways (e.g., amino acid metabolism, the urea cycle, the citric acid cycle, pentose phosphate pathway, glycogen synthesis and degradation pathways, fatty acid synthesis and breakdown pathways, prostaglandin and steroid biosynthesis, purine and pyrimidine synthesis, deoxyribonucleotide synthesis). The identification of such biological pathways and their members is within the skill of one in the art. Once a polypeptide of the invention or polynucleotide of the invention is identified as part of one or more biological pathways, the invention includes additional members of the pathway that precede or follow the polypeptide or polynucleotide by one step, two steps, three steps, or more steps. As used herein, the term “precursor” or “metabolic precursor” refers to a molecule (or reactant) that precedes the marker in the pathway while the term “successor” or “metabolic successor” refers to a molecule (or product) that follows the marker in the pathway.


As used herein, the terms “RA subject” and “a subject who has RA” refer to a subject who has been diagnosed with RA. The terms “non-RA subject” and “a subject who does not have RA” are refer to a subject who has not been diagnosed as having RA. Non-RA subjects may be healthy and have no other disease, or they may have a disease other than RA. While human subjects are described herein, it is to be understood that in some embodiments, subject refers to a laboratory animal.


As used herein, the term “selectively binding,” refers to the ability of antibodies to preferentially bind to an antigen (i.e., to be able to distinguish that antigen from unrelated constituents in a mixture). The antigen may be free of other constituents or part of a complex, such as associated with a cell. Binding affinities, commonly expressed as equilibrium association constants, typically range from about 103 M−1 to about 1012 M−1. Binding can be measured using a variety of methods known to those skilled in the art including immunoblot assays, immunoprecipitation assays, radioimmunoassays, enzyme immunoassays (e.g., ELISA), immunofluorescent antibody assays and immunoelectron microscopy. See, e.g., Sambrook et al., supra.


As used herein, the term “stringent hybridization conditions” refers to standard hybridization conditions under which polynucleotides are used to identify molecules having similar nucleic acid sequences. Such standard conditions are disclosed, for, example, in Sambrook et al., supra. Stringent hybridization conditions typically permit isolation of polynucleotides having at least 70% nucleic acid sequence identity, at least 80% nucleic acid sequence identity, at least 90% nucleic acid sequence identity, at least 95% nucleic acid sequence identity or at least 99% nucleic acid sequence identity with the polynucleotide being used to probe in the hybridization reaction. Formulae to calculate the appropriate hybridization and wash conditions to achieve hybridization permitting 30% or fewer mismatches of nucleotides are disclosed, for example, in Meinkoth et al., Anal. Biochem. 138:267-284 (1984), incorporated herein by reference in its entirety.


As used herein, the term “substantially homologous” (or “substantial homology” or a “homolog”) as applied to two or more polypeptides means (i) that there is at least 70% homology, at least 80% homology, at least 90% homology, at least 95% homology or at least 99% homology between their amino acid sequences, or (ii) that a polynucleotide encoding one of the polypeptides is capable of forming a stable duplex with the complementary sequence of a polynucleotide encoding the other polypeptide. As used herein, the term “substantially homologous” (or “substantial homology” or a “homolog”) as applied to two or more polynucleotides means (i) that there is at least 70% homology, at least 80% homology, at least 90% homology, at least 95% homology or at least 99% homology between their amino acid sequences, or (ii) that one or more strands of one of the polynucleotides are capable of forming a stable duplex with one or more strands of the other.


II. Polypeptide and Metabolite Markers


One embodiment of the invention is based, in part, on the discovery that certain polypeptide markers are differentially expressed in biological samples obtained from RA subjects compared to biological samples obtained from non-RA subjects and, in particular, that such differences are statistically significant.


A high molecular weight fraction, containing proteins with molecular weights greater than about 5-kDa, was separated from serum samples, individually, obtained from RA subjects and serum samples obtained from non-RA subjects. After removal of high abundance proteins, the high molecular weight fraction was digested with trypsin. The high molecular weight fraction was then separated by chromatographic means and analyzed by mass spectrometry. The resulting spectra were compared to identify peaks that were associated with markers differentially expressed in subjects with RA. In some cases, peaks associated with markers differentially expressed in subjects with RA were further investigated to identify the polypeptide markers represented by the peak. Wang et al., Anal. Chem., 75:4818-4826 (2003).


Table 1 lists the full-length proteins for which a plurality of fragments were identified as differentially expressed (significantly increased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


Table 2 lists the full-length proteins for which a plurality of fragments were identified as differentially expressed (significantly decreased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


Table 3 lists polypeptides that were identified as differentially expressed (significantly increased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


Table 4 lists polypeptides that were identified as differentially expressed (significantly decreased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


Table 5 lists additional polypeptides that were identified as differentially expressed (significantly increased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


Table 6 lists additional polypeptides that were identified as differentially expressed (significantly decreased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


The polypeptide markers of the invention that are set forth in Table 1, Table 2, Table 3, Table 4, Table 5 and Table 6 are each described by (i) the mass to charge ratio (m/z), (ii) the chromatographic retention time (R.T.), (iii) the charge state of a molecular ion (z), (iv) the protonated parent mass (M+H), (v) the expression ratio (exp. ratio), which is a ratio of mean group intensities indicating the relative normalized signal for RA subject group compared to non-RA subject group, (vi) fold change, and (v) the applicable p-value range. The polypeptide markers set forth in Table 1, Table 2, Table 5 and Table 6 are also described by their corresponding identification number from NCBI's reference sequence database (Accession # and gi #) and additional identifying information (e.g., the name or sequence of the peptide marker as contained in the NCBI queried database and database searching using the TurboSEQUEST and Mascot software programs). As one of skill in the art will appreciate, the physical and chemical properties presented in the Tables is sufficient to distinguish the polypeptides from other materials; in particular, the polypeptides are uniquely identified by M+H value, as well as the m/z value and R.T. values within the given experimental platform (see Examples).


Some variation is inherent in the measurements of physical and chemical characteristics of the markers. The magnitude of the variation depends to some extent on the reproducibility of the separation means and the specificity and sensitivity of the detection means used to make the measurement. Preferably, the method and technique used to measure the markers is sensitive and reproducible. The m/z and R.T. values may vary to some extent depending on a number of factors relating to the protocol used for the chromatography and the mass spectrometry parameters (e.g., solvent composition, flow rate). As one of skill in the art will appreciate, the data set forth in the Tables (e.g., M+H values) reflects to some extent the equipment and conditions used to make the measurements. The values stated in the Tables were obtained using the equipment and conditions described in the Examples. When a sample is processed and analyzed in this manner, the retention time of a marker is about the value stated for the marker and the marker has a mass-to-charge ratio of about the value stated for the marker.


The polypeptide markers of the invention are useful in methods for diagnosing RA, determining the extent and/or severity of the disease, monitoring the progression of the disease and/or response to therapy. The markers are also useful in methods for treating RA and for evaluating the efficacy of treatment. The markers may be targets for treatment. The markers may also be used as pharmaceutical compositions or in kits. The markers may also be used to screen candidate compounds that modulate the level or activity of the markers. The markers may also be used to screen candidate drugs for their ability to treat RA.


In one embodiment, the invention provides a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6. In another embodiment, the invention provides a molecule that comprises such a polypeptide marker.


In another embodiment, the invention provides a polypeptide that is substantially homologous to a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6. In another embodiment, the invention provides a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polypeptide having an M+H value of about the value stated for a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6. In another embodiment, the invention provides a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polypeptide having an M+H value within 1.0% (more particularly within 0.5%, more particularly within 0.1%, more particularly, within 0.05%, more particularly within 0.01%) of the M+H value stated for a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6. In another embodiment, the invention provides a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polypeptide that is a fragment, precursor, successor or modified version of a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6. In another embodiment, the invention provides a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polypeptide that is structurally different from a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6 but is capable of performing the function of that polypeptide marker in a functional assay. For example, such a polypeptide may have amino acid sequence that is changed only in nonessential amino acid residues from a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6. In another embodiment, the invention provides a molecule that comprises such a polypeptide.


Polypeptides of the invention may be isolated by any suitable method known in the art. Native polypeptide markers can be purified from natural sources by standard methods known in the art (e.g., chromatography, centrifugation, differential solubility, immunoassay). In one embodiment, polypeptide markers may be isolated from a serum sample using the chromatographic methods disclosed herein. In another embodiment, polypeptide markers may be isolated from a sample by contacting the sample with substrate-bound antibodies that selectively bind to the polypeptide marker. Alternatively, an isolated polypeptide marker can be produced using recombinant DNA technology or chemical synthesis.


An isolated polypeptide of the present invention can be produced in a variety of ways. Given the amino acid sequence or the corresponding DNA, cDNA, or mRNA that encodes them, polypeptides markers may be synthesized using recombinant or chemical methods. For example, polypeptide markers can be produced by transforming a host cell with a nucleotide sequence encoding the polypeptide marker and cultured under conditions suitable for expression and recovery of the encoded protein from the cell culture. See, e.g., Hunkapiller et al., Nature 310:105-111 (1984). Polypeptides of the present invention can be purified using a variety of standard protein purification techniques.


III. Polynucleotides Encoding Polypeptide Markers


In one aspect, the invention provides a polynucleotide that encodes the polypeptides of the invention. Such polynucleotides include without limitation genomic DNA, cDNA and mRNA transcripts.


In one embodiment, the invention provides a polynucleotide that encodes a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that encodes a molecule that comprises such a polypeptide marker.


In another embodiment, the invention provides a polynucleotide that encodes a polypeptide that is substantially homologous to a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that encodes a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polynucleotide that encodes a polypeptide having an M+H value of about the value stated for a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that encodes a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polynucleotide that encodes a polypeptide having an M+H value within 1% (more particularly within 0.5%, more particularly within 0.1%, more particularly, within 0.05%, more particularly within 0.01% of the M+H value stated for a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 and Table 6, or that encodes a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polynucleotide that encodes a polypeptide that is a fragment, precursor, successor or modified version of a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 and Table 6, or that encodes a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polynucleotide that encodes a polypeptide that is structurally different from a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 and Table 6 but is capable of performing the function of that polypeptide marker in a functional assay, or that encodes a molecule that comprises such a polypeptide.


In another embodiment, the invention provides a polynucleotide that is a fragment or modified version or is substantially homologous to any of the above-described polynucleotides.


Many of the polypeptides listed in Table 3, Table 4, Table 5 and Table 6 are fragments of full-length proteins, either because they were present as such in the serum sample or as a result of the trypsin digestion that was performed during the processing of the serum samples. In many cases, the sequence of the full-length protein can be ascertained from the amino acid sequence of the fragment by searching a protein sequence database. In any event, the full-length proteins comprising the fragments are included within the scope of the polypeptides of the invention.


Polynucleotides that encode polypeptides of the invention can be used to screen existing genomic, cDNA or expression libraries to find the gene that encodes the polynucleotide of the invention. A library is typically screened using a probe that is complementary either to (i) the polynucleotide that encodes a polypeptide of the invention or (ii) the complement of such polynucleotide. Hybridization is monitored by any suitable method known in the art. Once located, the gene that encodes a polynucleotide of the invention can be cloned. The protein product of such a gene is included within the scope of the polypeptides of the invention.


Alternatively, the sequence of the polynucleotide that encodes a polypeptide of the invention can be used to search public or private computer databases (e.g., SWISS-PROT, GenBank) that will provide the gene sequence (or gene sequences) comprising the polynucleotide sequence and/or the amino acid sequence of the gene product.


The polynucleotides of the invention can be used to synthesize the polypeptides of the invention. In addition, the polynucleotides of the invention may be measured instead of (or in addition to) the polypeptides of the invention in a method of the invention. Thus, for example, if the level of a polypeptide marker is increased in RA-subjects, an increase in the level of the mRNA that encodes the polypeptide marker may be used, rather than the level of the polypeptide marker (e.g., to diagnose RA in the subject). As one of skill in the art will recognize, however, the level of mRNA is typical not directly proproportional to the level of protein, even in a given cell. Furthermore, mRNA level will not indicate post-translational modifications of the protein.


Polynucleotide markers may be isolated by any suitable method known in the art. A native polynucleotide of the invention can be obtained from its natural source by standard methods known in the art (e.g., chromatography, centrifugation, differential solubility, immunoassay). In one embodiment, a polynucleotide marker may be isolated from a mixture by contacting the mixture with substrate bound probes that are complementary to the polynucleotide marker under hybridization conditions.


Alternatively, an isolated polynucleotide of the invention may be produced by any suitable chemical or recombinant method known in the art. In one embodiment, for example, a polypeptide marker can be produced using polymerase chain reaction (PCR) amplification. In another embodiment, a polynucleotide marker can be synthesized from appropriate reactants using the methods and techniques of organic chemistry.


IV. Cell Populations


One embodiment of the invention is based, in part, on the discovery that certain cell populations are differentially expressed in biological samples obtained from RA subjects compared to biological samples obtained from non-RA subjects and, in particular, that such differences are statistically significant.


A large number of cellular variables were analyzed, including cell counts, cell ratios, and the level of cell-associated molecules, using microvolume laser scanning cytometry (MLSC). Walton et al., Proc. SPIE-Int. Soc. Opt. Eng., 3926:192-201 (2000). Blood samples obtained from RA subjects and non-RA subjects were stained with fluorophore-labeled antibodies specific for cell surface antigens and loaded into optical-quality capillary arrays. Typically, three antibody reagents, each with a different fluorescent tag and each detected in a different channel, were used per assay. Each assay typically contained one or two antibodies to the major cell populations (neutrophils, eosinophils, monocytes, total T-cells, CD4 T-cells, B-cells and NK cells) and one or two antibodies to subsetting antigens that may indicate the functional state, activation state or adhesion characteristics of the population. The capillary was imaged and the fluorescent events were detected. Peaks corresponding to antibody-labeled cells were identified with image processing software. See, Norton et al. Prof. SPIE-Int. Soc. Opt. Eng., 3921:20-30 (2000), incorporated herein by reference in its entirety. Unlabeled cells (e.g., erythrocytes and leukocytes not expressing the target antibodies) were not identified. Compensation was made for spectral overlap of the dyes with respect to the intensity data, so result values were proportional to the amount of dye-antibody reagent on each cell. Because the volume of the scan is precisely defined, absolute cell counts (cells per μL of blood) were determined.


Table 7 lists the cell populations that were identified as differentially expressed (significantly increased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


Table 8 lists cell populations that were identified as differentially expressed (significantly decreased) in serum samples obtained from RA subjects compared with serum samples obtained from non-RA subjects.


The cell population markers set forth in Table 7 and Table 8 are each described by (i) general cell type, (ii) assay, (iii) cell population, (iv) property (i.e., count, ratio, or relative antigen intensity); (v) p-value (either adjusted or univariate, as appropriate depending on the normality of the data), and (vi) the effect size (difference of means between the two groups divided by the weighted standard deviation) which indicates how well the groups are separated.


Some variation is inherent in the measurement of the levels of the cell population markers. The magnitude of the variation depends to some extent on the reproducibility of the sample preparation procedures and on the specificity and sensitivity of the detection means used to make the measurement. Preferably, the method and technique used to measure the cell population makers is sensitive and reproducible. As one of skill in the art will appreciate, the data set forth in Tables 7 and 8 reflects to some extent the equipment and conditions used to make the measurements. The values stated in the Tables were obtained using the equipment and conditions described in the Examples. When a sample is processed and analyzed in this manner, the values are about those stated for the marker (within about 10%, within about 5%, within about 1% of the value stated).


The cell population markers of the invention are useful in methods for diagnosing RA, determining the extent and/or severity of the disease, monitoring the progression of the disease and/or response to therapy. The markers are also useful in methods for evaluating the efficacy of treatment for RA. The cell population markers can also be used in kits. The cell population markers may also be used to screen candidate compounds that modulate the expression of the markers. The cell population markers may also be used to screen candidate drugs for their ability to treat RA.


V. Antibodies


In one aspect, the invention provides antibodies that selectively bind to a polypeptide of the invention, a polynucleotide of the invention, or a cell population of the invention (e.g., to a cell-surface antigen).


In one aspect, the invention provides an antibody that selectively binds to a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that selectively binds to a molecule that comprises such a polypeptide marker.


In another embodiment, the invention provides an antibody that selectively binds to a polypeptide that is substantially homologous to a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that selectively binds to a molecule that comprises such a polypeptide.


In another embodiment, the invention provides an antibody that selectively binds to a polypeptide having an M+H value of about the value stated for a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that selectively binds to a molecule that comprises such a polypeptide.


In another embodiment, the invention provides an antibody that selectively binds to a polypeptide having an M+H value within 1% (more particularly within 0.5%, more particularly within 0.1%, more particularly, within 0.05%, more particularly within 0.01% of the M+H value stated for a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that selectively binds to a molecule that comprises such a polypeptide.


In another embodiment, the invention provides an antibody that selectively binds to a polypeptide that is a fragment, precursor, successor or modified version of a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or that selectively binds to a molecule that comprises such a polypeptide.


In another embodiment, the invention provides an antibody that selectively binds to a polypeptide that is structurally different from a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6 but is capable of performing the function of that polypeptide marker in a functional assay, or that selectively binds to a molecule that comprises such a polypeptide.


In another embodiment, the invention provides an antibody that selectively binds to a polynucleotide that encodes a polypeptide of the invention, or that selectively binds to a molecule that comprises such a polynucleotide.


In another embodiment, the invention provides an antibody that selectively binds to a polynucleotide that is a fragment or modified version or is substantially homologous to a polynucleotide that encodes a polypeptide of the invention, or that selectively binds to a molecule that comprises such a polynucleotide.


In another embodiment, the invention provides an antibody that selectively binds to a cell population of the invention. In a preferred embodiment, the antibody selectively binds to a molecule associated with a cell that is a member of a cell population of the invention; in another preferred embodiment, the cell-associated molecule is a surface antigen.


Certain antibodies that selectively bind polypeptides of the invention, polynucleotides of the invention, or cell populations and cell-associated molecules of the invention already may be known and/or available for purchase from commercial sources. Antibodies of the invention also may be prepared by any suitable means known in the art. For example, antibodies may be prepared by immunizing an animal host with a marker or an immunogenic fragment thereof (conjugated to a carrier, if necessary). Adjuvants, such as Freund's adjuvant optionally may be used to increase the immunological response. Sera containing polyclonal antibodies with high affinity for the antigenic determinant can then be isolated from the immunized animal and purified.


Alternatively, antibody-producing tissue from the immunized host can be harvested and a cellular homogenate prepared from the organ can be fused to cultured cancer cells. Hybrid cells which produce monoclonal antibodies specific for a marker of the invention can be selected. Alternatively, the antibodies of the invention can be produced by chemical synthesis or by recombinant expression. For example, a polynucleotide that encodes the antibody can be used to construct an expression vector for the production of the antibody. The antibodies of the present invention can also be generated using various phage display methods known in the art. Examples of other methods used to identify antibodies include binding assays with random peptide libraries (e.g., phage display), systematic evolution of ligands by exponential enrichment (SELEX) and design methods based on an analysis of the structure of the targeted marker.


Antibodies that selectively bind markers of the invention can be used, for example, in methods to isolate or detect markers of the invention (e.g., a polypeptide described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, or a cell population described in Table 7 or Table 8) using methods and techniques well-known in the art. In some embodiments, for example, the antibodies are conjugated to a detection molecule or moiety (e.g., a dye, an enzyme) and can be used in ELISA or sandwich assays to detect markers of the invention.


In another embodiment, antibodies against a polypeptide of the invention, a polynucleotide of the invention, or a cell of a cell population of the invention can be used to assay a tissue sample for such marker. The antibodies can selectively bind any to marker present in the tissue sample sections and allow the localization of the marker in the tissue. Similarly, antibodies labeled with a radioisotope may be used for in vivo imaging or treatment applications. Techniques for conjugating antibodies to therapeutic or imaging agents are well known in the art.


VI. Methods of Diagnosing Rheumatoid Arthritis


The present invention includes all methods relying on correlations between the polypeptide markers, polynucleotide markers and cell population markers described herein and the presence of RA.


In one aspect, the invention provides methods for diagnosing RA in a subject. In one embodiment, the invention provides a method for determining whether a subject has RA. These methods comprise obtaining a biological sample from a subject suspected of having RA, or at risk for developing RA, detecting the level or activity of a marker of the invention in the sample, and comparing the result to the level or activity of the marker in a sample obtained from a non-RA subject, or to a standard level or reference range. Typically, the standard level or reference range is obtained by measuring the same marker or markers in a set of non-RA subjects. Measurement of the standard level or reference range need not be made contemporaneously; it may be a historical measurement. Preferably the non-RA subjects are matched to the subject with respect to some attribute(s) (e.g., age and/or sex). Depending upon the difference between the measured level and the standard level or reference range, the subject can be diagnosed as having RA or as not having RA.


In one embodiment, an increased level or activity of a marker of the invention in a sample obtained from a subject suspected of having RA, or at risk for developing RA, is indicative that the subject has or is at risk for developing RA. Markers appropriate for this embodiment include those that have been identified as increased in samples obtained from RA subjects compared with samples from non-RA subjects (e.g., the polypeptide markers described in Table 1, Table 3 or Table 5 or the cell population markers described in Table 7). Other appropriate markers for this embodiment will be apparent to one of skill in the art in light of the disclosure herein.


In another embodiment, a decreased level or activity of a marker of the invention in a sample obtained from a subject suspected of having RA, or at risk for developing RA, is indicative that the subject has or is at risk for developing RA. Markers appropriate for this embodiment include those that have been identified as decreased in samples obtained from RA subjects compared with samples from non-RA subjects (e.g., the polypeptide markers described in Table 2, Table 4 or Table 6 or the cell population markers described in Table 8). Other appropriate markers for this embodiment will be apparent to one of skill in the art in light of the disclosure herein.


As will be appreciated by one of skill in the art, the methods of the present invention may be used to evaluate fragments of a polypeptide marker listed in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6, as well as molecules that contain the entire polypeptide marker, or at least a significant portion thereof (e.g., measured unique epitope), and modifications of such markers. Accordingly, such fragments, larger molecules and modifications are included within the scope of the invention.


The methods of the invention may be used to make the diagnosis of RA, independent from other information such as the patient's symptoms, for example, as measured by the American College of Rheumatology (ACR) Criteria (Arnett et al., Arthritis Rheum. 31:315-324 (1988), or the results of other clinical or laboratory tests, such as X-rays of affected joints or previously known markers for RA reported in the literature (e.g., rheumatoid factor). However, the methods of the invention are preferably used in conjunction with such other data points. Similarly, more than one of the markers of the invention may be measured in combination. Measurement of the markers of the invention along with any other markers known in the art, including those not specifically listed herein, falls within the scope of the invention.


As will be apparent to those of ordinary skill in the art, the method described above is not limited to making an initial diagnosis of RA, but also is applicable to confirming a provisional diagnosis of RA or “ruling out” such a diagnosis.


What is presently referred to as RA may turn out to be a number of related but distinguishable conditions. For example, RA subjects can be divided into groups based on response to anti-TNF-α therapy. Additional classifications may be made, and these types may be further distinguished into subtypes. Any and all of the various forms of RA are intended to be within the scope of the invention. Indeed, by providing a method for subsetting patients based on marker measurement level, the compositions and methods of the invention may be used to reveal and define various forms of the disease.


Because a diagnosis is rarely based exclusively on the results of a single test, the methods of the invention may be used to determine whether a subject is more likely than not to have RA, or is more likely to have RA than to have another disease, based on the difference between the measured and standard level or reference range of the marker. Such ranges may be based on other factors such as age and gender. Thus, for example, a patient with a putative diagnosis of RA may be diagnosed as being “more likely” or “less likely” to have RA in light of the information provided by a method of the invention. If a plurality of markers are measured, at least one and up to all of the measured markers must differ, in the appropriate direction, for the subject to be diagnosed as having (or being more likely to have) RA.


Although markers of the invention were identified in serum and blood, any biological sample may be analyzed for the markers of the invention. Blood, including its constituents such as serum and plasma, and urine represent preferred biological samples for analysis because they are easy samples to obtain. Molecules present in serum are often also present in more easily obtainable fluids such as urine or sputum. Serum and urine also represent preferred biological samples as they are expected to be reflective of the systemic manifestations of the disease. In some embodiments, the level of a marker may be compared to the level of the same or another marker or some other constituent in a different tissue, fluid or biological compartment. Thus, a differential comparison may be made of a marker in synovial fluid and serum, for example. It is also within the scope of the invention to compare the level of a marker with the level of another marker or some other constituent within the same compartment. The marker may be detected in any biological sample obtained from the subject by any suitable method known in the art, see infra.


As stated above, some of the marker measurement values are higher in samples from RA patients, while others are lower. A significant difference in the appropriate direction in the measured value of one or more of the markers indicates that the patient has (or is more likely to have) RA. If only one marker is measured, then that value must increase or decrease to indicate RA. If more than one marker is measured, then a diagnosis of RA can be indicated by a change in only one marker, all markers, or any number in between. In some preferred embodiments, multiple markers are measured, and a diagnosis of RA is indicated by changes in multiple markers. Measurements can be of (i) a marker of the invention, (ii) a marker of the invention and another factor known to be associated with RA (e.g., joint tenderness); (iii) a plurality of markers comprising at least one marker of the invention and at least one previously known marker reported in the literature, or (iv) any combination of the foregoing. Furthermore, the amount of change in a marker level may be an indication of the relative likelihood of the presence of the disease.


The invention also provides methods for determining a subject's risk of developing RA. The method comprises obtaining a biological sample from a subject, detecting the level or activity of a marker of the invention in the sample, and comparing the result to the level or activity of the marker in a sample obtained from a non-RA subject, or to a standard level or reference range, wherein, an increase or decrease of the marker is correlated with the risk of developing RA.


The invention also provides methods for determining the stage or severity of RA. The method comprises obtaining a biological sample from a subject, detecting the level or activity of a marker in the sample, and comparing the result to the level or activity of the marker of the invention in a sample obtained from a non-RA subject, or to a standard level or reference range, wherein an increase or decrease of the activity or level of the marker is correlated with the age or severity of the disease.


In an alternative embodiment of the invention, a method is provided for monitoring an RA patient over time to determine whether the disease is progressing. The specific techniques used in implementing this embodiment are similar to those used in the embodiments described above. The method is performed by obtaining a biological sample, such as serum from the subject at a certain time (t1); measuring the level of at least one of the markers of the invention in the biological sample; and comparing the measured level with the level measured with respect to a biological sample obtained from the subject at an earlier time (t0). Depending upon the difference between the measured levels, it can be seen whether the marker level has increased, decreased, or remained constant over the interval (t1−t0). A further deviation of a marker in the direction indicating RA, or the measurement of additional increased or decreased RA markers, would suggest a progression of the disease during the interval. Subsequent sample acquisitions and measurements can be performed as many times as desired over a range of times t2 to tn.


The ability to monitor a patient by making serial marker level determinations would represent a valuable clinical tool. Rather than the limited “snapshot” provided by a single evaluation, such monitoring would reveal trends in marker levels over time. In addition to indicating a progression of the disease, tracking the marker levels in a patient could be used to predict exacerbations or indicate the clinical course of the disease. For example, as will be apparent to one of skill in the art, the markers of the invention could be further investigated to distinguish between any or all of the known forms of RA (for example, responders and non-responders to anti-TNF-α therapy) or any later described types or subtypes of the disease. In addition, the sensitivity and specificity of the methods of the invention could be further investigated with respect to distinguishing RA from other autoimmune diseases, other diseases associated with arthritis or to predict relapse and remission.


Analogously, as described, infra, the markers of the invention can be used to assess the efficacy of a therapeutic intervention in a subject. The same approach described above would be used, except a suitable treatment would be started, or an ongoing treatment would be changed, before the second measurement (i.e., after t0 and before t1). The treatment can be any therapeutic intervention, such as drug administration, dietary restriction or surgery, and can follow any suitable schedule over any time period. The measurements before and after could then be compared to determine whether or not the treatment had an effect effective. As will be appreciated by one of skill in the art, the determination may be confounded by other superimposed processes (e.g., an exacerbation of the disease during the same period).


It is to be understood that any correlations between biological sample measurements of the markers of the invention and RA, as used for diagnosis of the disease or evaluating drug effect, are within the scope of the invention.


VII. Methods for Measuring


In the methods of the invention, levels and activity of polypeptides of the invention, polynucleotides of the invention, or cell populations of the invention are measured (or detected) using conventional techniques. The measurement may be quantitative or qualitative. The measurement may be absolute or relative. It should be noted that while one technique may be used to identify the marker, in practice, a different technique may be used to measure the level or activity of the marker. A wide variety of techniques are available, including without limitation mass spectrometry, chromatographic separations, 2-D gel separations, binding assays (e.g., immunoassays), hybridization assays, enzyme assays and competitive inhibition assays, immunofluorescence and cytometry. Any effective method in the art for measuring the level or activity of a polypeptide, polynucleotide or cell population marker of the invention is included in the invention. It is within the ability of one of ordinary skill in the art to determine which method would be most appropriate for measuring a specific marker. Thus, for example, a robust ELISA assay may be best suited for use in a physician's office while a measurement requiring more sophisticated instrumentation may be best suited for use in a clinical laboratory. Regardless of the method selected, it is important that the measurements be reproducible.


Mass spectrometry, which allows direct measurement of analytes with high sensitivity and reproducibility, advantageously can be used to measure polypeptide markers of the invention. A number of mass spectrometric methods are available and could be used to accomplish the measurement. Electrospray ionization (ESI), for example, allows quantification of differences in relative concentration of various species in one sample against another; absolute quantification is possible by normalization techniques (e.g., using an internal standard). Matrix-assisted laser desorption ionization (MALDI) or the related SELDI® technology (Ciphergen, Inc.) also could be used to make a determination of whether a marker was present, and the relative or absolute level of the marker. Moreover, mass spectrometers that allow time-of-flight (TOF) measurements have high accuracy and resolution and are able to measure low abundant species, even in complex matrices like serum or synovial fluid.


For polypeptide markers, quantification can be based on derivatization in combination with isotopic labeling, referred to as isotope coded affinity tags (“ICAT”). In this and other related methods, a specific amino acid in two samples is differentially and isotopically labeled and subsequently separated from peptide background by solid phase capture, wash and release. The intensities of the molecules from the two sources with different isotopic labels can then be accurately quantified with respect to one another.


In addition, one- and two-dimensional gels have been used to separate polypeptides and quantify gel spots by silver staining, fluorescence or radioactive labeling. These differently stained spots have been detected using mass spectrometry, and identified by tandem mass spectrometry techniques.


In preferred embodiments, the polypeptide markers are measured using mass spectrometry in connection with a separation technology, such as liquid chromatography-mass spectrometry or gas chromatography-mass spectrometry. It is particularly preferable to couple reverse-phase liquid chromatography to high resolution, high mass accuracy ESI time-of-flight (TOF) mass spectroscopy. This allows spectral intensity measurement of a large number of biomolecules from a relatively small amount of any complex biological material without sacrificing sensitivity or throughput. Analyzing a sample by this method allows the marker (characterized by, for example, the M+H value, or the retention time and mass-to-charge ratio within the given experimental platform) to be determined and quantified.


As will be appreciated by one of skill in the art, many other separation technologies may be used in connection with mass spectrometry. For example, a vast array of separation columns are commercially available. In addition, separations may be performed using custom chromatographic surfaces (e.g., a bead on which a marker specific reagent has been immobilized). Molecules retained on the media subsequently may be eluted for analysis by mass spectrometry.


Analysis by liquid chromatography-mass spectrometry produces a mass intensity spectrum, the peaks of which represent various components of the sample, each component having a characteristic mass-to-charge ratio (m/z) and retention time (R.T.) within the given experimental platform. Each polypeptide will have a characteristic M+H value. As one of skill in the art will recognize, there may not be a one-to-one correspondence between components (each with a characteristic m/z and R.T. within the given experimental platform) and the polypeptides having a characteristic M+H value (i.e., the former typically will outnumber the latter). The presence of a peak with the m/z and RT of a marker indicates that the marker is present. The peak representing a marker may be compared to a corresponding peak from another spectrum (e.g., from a control sample) to obtain a relative measurement. Any normalization technique in the art (e.g., an internal standard) may be used when a quantitative measurement is desired. In addition, deconvoluting software is available to separate overlapping peaks. The retention time depends to some degree on the conditions employed in performing the liquid chromatography separation. The preferred conditions, and the conditions used to obtain the retention times that appear in the Tables, are set forth in Example 2. The various polypeptides of the invention have a characteristic M+H value.


The better the mass assignment, the more accurate is the detection and measurement of the marker level in the sample. Thus, the mass spectrometer selected for this purpose preferably provides high mass accuracy and high mass resolution. The mass accuracy of a well-calibrated Micromass TOF instrument, for example, is reported to be approximately 2 mDa, with resolution m/Δm exceeding 5000.


In other preferred embodiments, the level of the polypeptide markers may be determined using a standard immunoassay, such as a sandwich ELISA using matched antibody pairs and chemiluminescent detection. Commercially available or custom monoclonal or polyclonal antibodies are typically used. However, the assay can be adapted for use with other reagents that selectively bind to the marker. Standard protocols and data analysis are used to determine the marker concentrations from the assay data.


A number of the assays discussed above employ an antibody that selectively binds to the marker. An antibody may be identified and produced by any method accepted in the art, as discussed, supra.


The polypeptide markers of the invention also may be measured using a number of chemical derivatization or reaction techniques known in the art. Reagents for use in such techniques are known in the art, and are commercially available for certain classes of target molecules.


Finally, the chromatographic separation techniques described above also may be coupled to an analytical technique other than mass spectrometry such as fluorescence detection of tagged molecules, NMR, capillary UV, evaporative light scattering or electrochemical detection.


The intracellular levels of polypeptide markers can also be measured. Typical methodologies include protein extraction from a cell or tissue sample, followed by hybridization of a labeled probe (e.g., an antibody) specific for the target protein to the protein sample, and detection of the probe. The label group can be a radioisotope, a fluorescent compound, an enzyme, or an enzyme co-factor. Detection of specific polypeptides may also be assessed by gel electrophoresis or column chromatography, among many other techniques well known to those skilled in the art.


Measurement of the level of a polynucleotide marker may be made by any method known in the art. See, e.g., Sambrook et al., supra; Ausubel et al. (eds.), Current Protocols in Molecular Biology, John Wiley & Sons (1992).


Typical methodologies for RNA detection include RNA extraction from a cell or tissue sample, followed by hybridization of a labeled probe (e.g., a complementary polynucleotide) specific for the target RNA to the extracted RNA, and detection of the probe (e.g., Northern blotting). Detection of specific polynucleotides may also be assessed by gel electrophoresis, column chromatography, direct sequencing, or quantitative PCR, among many other techniques well known to those skilled in the art.


Detection of the presence or number of copies of all or a part of a polypeptide marker gene or polynucleotide of the invention may be performed using any method known in the art. Typically, it is convenient to assess the presence and/or quantity of a DNA or cDNA by Southern analysis, in which total DNA from a cell or tissue sample is extracted, is hybridized with a labeled probe (e.g., a complementary DNA molecule), and the probe is detected. The label group can be a radioisotope, a fluorescent compound, an enzyme, or an enzyme co-factor. Other useful methods of DNA detection and/or quantification include direct sequencing, gel electrophoresis, column chromatography, and quantitative PCR, as is known by one skilled in the art.


Polynucleotide similarity can be evaluated by hybridization between single stranded nucleic acids with complementary or partially complementary sequences. Such experiments are well known in the art.


Cell populations of the invention may be measured and characterized by any method or technique accepted in the art. Flow cytometry, for example, is a widely used means for analyzing the physical and chemical properties of cell populations. Monoclonal antibodies against specific cell-surface or intracellular antigens, conjugated to fluorescent dyes, can be used as probes to detect expression of cellular antigens. After staining a sample with one or more fluorescent probes (either singly or in combination) the cells are conducted by the rapidly flowing stream, one at a time, though a focused laser beam. Information about the cell (e.g., its type, structure, size) can be determined from the fluorescent signal, and the manner in which the cell interacts with and scatters the light from the laser beam. The resulting data is typically compiled in a computer file for subsequent analysis. Flow cytometry also can be used to physically separate cells with particular characteristics (“cell sorting”).


Alternatively, cell populations of the invention may be analyzed using microvolume laser scanning cytometry (MLSC). In MLSC, as with flow cytometry, fluorophore-labeled antibodies specific for cell surface antigens are used to identify, characterize, and enumerate specific leukocyte populations. In a preferred embodiment, the SurroScan™ MLSC is used to classify and quantify cell populations. See Dietz et al., U.S. Pat. No. 6,603,537 (issued Aug. 5, 2003); Dietz et al., U.S. Pat. No. 6,687,395 (issued Feb. 3, 2004), Walton et al., supra. The staining reaction can be done with essentially any cell suspension, including whole blood, and assays can be executed in homogeneous mode. Typically, quantitative dilution of the blood-antibody mixture is usually sufficient sample preparation eliminating the need to wash away the reagent, significantly reducing the time needed for sample preparation.


After staining, the cell-antibody mixtures are loaded into optical-quality capillary arrays. The leukocytes of interest distribute throughout the capillary and, in whole blood assays, float to the top of the red cell hematocrit. In order to operate with whole blood, fluorophores that can be excited in the red region (>600 nm) of the spectrum with a HeNe laser, such as Cy5, Cy5.5 and Cy7-APC, are preferred. White blood cells isolated following ficoll or erythrocyte-lysis can also be routinely analyzed.


Each capillary in the array is analyzed with the laser-based fluorescence-imaging instrument. In contrast to flow cytometry, the laser scans over stationary cells rather than cells flowing past the laser. A small cylindrical laser spot is scanned across the capillary in one direction while the capillary is translated relative to the optical system in a second direction. Typically three antibody reagents, each with a different fluorescent tag and each detected in a different channel, are used per assay. The capillary is imaged and fluorescent events detected. This is in contrast to flow cytometry where light scatter rather than fluorescence is usually the trigger parameter.


Peaks corresponding to antibody-labeled cells are identified with image processing software that produces a list-mode data file with parameters for every detected cell event. Norton et al., supra. Unlabeled cells i.e., erythrocytes and leukocytes not expressing the target antibodies, are not identified. Intensity data is compensated for spectral overlap, so the resultant values are proportional to the amount of dye-antibody reagent on each cell. The volume of the scan is precisely defined enabling absolute cell counts (cells per μL of blood) to be determined.


Assay panels may be devised to identify and enumerate hundreds of different cell types and cell-associated molecules that are relevant to immune, inflammatory and metabolic processes. In a preferred embodiment, each reagent cocktail typically contains one or two antibodies to the major cell populations—neutrophils, eosinophils, monocytes T-cells, B-cells, NK-cells, and platelets—and one or two antibodies to subsetting antigens which may indicate the functional state, activation state or adhesion characteristics of the population.


VIII. Method of Treatment


This invention also provides method for treating RA, as well as other diseases or conditions, by providing a therapeutic agent to a subject that increases or decreases the level or activity of at least one polypeptide of the invention, polynucleotide of the invention, or cell population of the invention.


In one embodiment, the method comprises administering a therapeutic agent to a subject that increases the level or activity of at least one polypeptide of the invention, polynucleotide of the invention or cell population of the invention that is decreased in samples obtained from RA subjects compared to samples obtained from non-RA subjects or to a standard level or reference range.


In another embodiment, the method comprises administering a therapeutic agent to a subject that decreases the level of at least one polypeptide of the invention, polynucleotide of the invention or cell population of the invention that is increased in samples obtained from RA subjects compared to samples obtained from non-RA subjects or to a standard level or reference range.


In another embodiment, the method further comprises first obtaining a sample from an RA subject, determining the presence, level or activity of at least one marker of the invention in the sample compared to samples obtained from a non-RA subject or to a standard value or a reference range. If the marker is increased in the sample obtained from the RA subject, a therapeutic agent that decreases the level of the marker is administered to the patient. If the marker is decreased in the sample obtained from the RA subject, a therapeutic agent that increases the level of the marker is administered to the subject.


Therapeutic agents include but are not limited to polypeptide markers, polynucleotide markers, molecules comprising polypeptide markers or polynucleotide markers, antibodies specific for polypeptides of the invention, polynucleotides of the invention, or cell populations of the invention, modulators of the level or activity of a polypeptide of the invention, polynucleotide of the invention or cell population marker of the invention or compositions comprising one or more of the foregoing.


Generally, the therapeutic agents used in the invention are administered to the subject in an effective amount. An “effective amount” is typically the amount that is sufficient to obtain beneficial or desired clinical results. The effective amount is generally determined by a physician with respect to a specific patient and is within the skill of one in the art. Factors that may be taken into account in determining an effective amount include those relating to the condition being treated (e.g., type, stage, severity) as well as those relating to the subject (e.g., age, sex, weight).


The level or activity of a polypeptide marker may be increased or decreased by any suitable technique or method known in the art. The level of a polypeptide marker may be increased by providing the polypeptide marker to a subject. Alternatively, the level of a polypeptide marker may be increased by providing a polynucleotide that encodes the polypeptide marker (e.g., gene therapy). For those polypeptide markers with enzymatic activity, compounds or molecules known to increase that activity may be provided to the subject.


The level of a polypeptide marker may be decreased by providing antibodies specific for the polypeptide marker to the subject. Alternatively, the level of a polypeptide marker may be decreased by providing a polynucleotide that is “anti-sense” to the polynucleotide that encodes the polypeptide marker, or that encodes dysfunctional proteins. For those polypeptide markers with enzymatic activity, compounds or molecules known to decrease that activity (e.g., inhibitor or antagonist).


Polynucleotides of the invention may also be used to specifically suppress gene expression by methods such as RNA interference (RNAi), which may also include cosuppression and quelling. This and other techniques of gene suppression are well known in the art. A review of this technique is found in Marx, Science 288:1370-1372 (2000). Specifically, polynucleotides of the invention are useful for generating gene constructs for silencing specific genes. Polynucleotides of the invention may be used to generate genetic constructs that encode a single self-complementary RNA sequence specific for one or more genes of interest. Genetic constructs and/or gene-specific self-complementary RNA sequences may be delivered by any conventional method known in the art. Within genetic constructs, sense and antisense sequences flank an intron sequence arranged in proper splicing orientation making use of donor and acceptor splicing sites. Alternative methods may employ spacer sequences of various lengths rather than discrete intron sequences to create an operable and efficient construct. During post-transcriptional processing of the gene construct product, intron sequences are spliced-out, allowing sense and antisense sequences, as well as splice junction sequences, to bind forming double-stranded RNA. Select ribonucleases bind to and cleave the double-stranded RNA, thereby initiating the cascade of events leading to degradation of specific mRNA gene sequences, and silencing specific genes. Alternatively, rather than using a gene construct to express the self-complementary RNA sequences, the gene-specific double-stranded RNA segments are delivered to one or more targeted areas to be internalized into the cell cytoplasm to exert a gene silencing effect. Using this cellular pathway of gene suppression, gene function may be studied and high-throughput screening of sequences may be employed to discover sequences affecting gene expression.


The level of a cell population may be increased or decreased by any suitable technique or method known in the art. The level of a cell population may be increased in a sample, for example, by providing an appropriate chemoattractant. Chemokines, for example, have been shown to control the migratory behavior of several cell types, including lymphocytes. Conversely, the level of a cell population may be decreased by providing to the subject antibodies specific for the cell population.


The therapeutic agents described herein may be administered alone or in combination with another therapeutic compound, or other form of treatment. The compounds may be administered to the subjects in any suitable manner known in the art (e.g., orally, topically, subcutaneously, intradermally, intramuscularly, intravenously, intra-arterially, intrathecally). Therapeutic agents of the invention may be combined with an excipient and formulated as tablets or capsules for oral administration. Polypeptides may be formulated for parenteral administeration to avoid denaturation by stomach acids. For polynucleotides, vectors may be constructed for administration to the subject by a virus or other carrier. In a typical embodiment, cDNA is delivered to target cells (e.g., bone marrow cells) that are later reintroduced into the subject for expression of the encoded protein.


The therapeutic agents of the invention can be administered by any suitable means, including, for example, parenteral, intravenous, topical, oral or local administration, such as intradermally, by aerosol, or by injection. A therapeutic composition can be administered in a variety of unit dosage forms depending upon the method of administration. For example, unit dosage forms suitable for oral administration of subject include powder, tablets, pills and capsules. For particular modes of delivery, a therapeutic composition of the invention can be formulated in an excipient of the invention. A therapeutic reagent of the invention can be administered to any subject, including a human, a non-human mammal or other non-human animal.


As one of skill in the art will appreciate, the particular mode of administration will depend on the condition to be treated. It is contemplated that administration of the agents of the invention may be via any suitable method known in the art.


Antibodies targeting cell populations of the invention advantageously may be administered by intravenous, interperitoneal, or subcutaneous injection, including administration to veins or the lymphatic system, or directly into the joint space.


In a further embodiment, the therapeutic agents of the invention are useful for gene therapy or gene delivery. As used herein, the phrases “gene therapy” or “gene delivery” refer to the transfer of genetic material (e.g., DNA or RNA) of interest into a host to treat or prevent a genetic or acquired disease or condition. The genetic material of interest encodes a product (e.g., a protein polypeptide, peptide or functional RNA) whose production in vivo is desired. For example, the genetic material of interest can encode a hormone, receptor, enzyme or polypeptide of therapeutic value. In a specific embodiment, the subject invention utilizes a class of lipid compounds for use in non-viral gene therapy which can complex with nucleic acids as described in Hughes, et al., U.S. Pat. No. 6,169,078 (issued Jan. 2, 2001), incorporated by reference herein in its entirety. These therapeutic compounds effectively complex with DNA and facilitate the transfer of DNA through a cell membrane into the intracellular space of a cell to be transformed with heterologous DNA. Furthermore, these lipid molecules facilitate the release of heterologous DNA in the cell cytoplasm thereby increasing gene transfection during gene therapy in a human or animal.


IX. Therapeutic Compositions


Another aspect of the invention provides compositions comprising a polypeptide of the invention, a polynucleotide of the invention, an antibody against a polypeptide of the invention, polynucleotide of the invention, or cell population of the invention, an inhibitor of a polypeptide of the invention, polynucleotide of the invention, or cell population of the invention, or other molecule that can increase or decrease the level or activity of a polypeptide of the invention, polynucleotide of the invention or cell population of the invention. Such compositions may be pharmaceutical compositions formulated for use as a therapeutic.


In one embodiment, the invention provides a composition that comprises a polypeptide of the invention, including without limitation a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5 or Table 6 or any of the other polypeptide markers of the invention described herein.


In one embodiment, the invention provides a composition that comprises a polynucleotide of the invention of the invention, including without limitation a polynucleotide that encodes a polypeptide marker described in Table 1, Table 2, Table 3, Table 4, Table 5, or Table 6 or any of the other nucleotides of the invention described herein.


In another embodiment, the invention provides a composition that comprises an antibody that selectively binds to a polypeptide of the invention, a polynucleotide of the invention or a cell population of the invention, or a molecule that comprises such an antibody.


In another embodiment, the invention provides a composition that comprises a modulator of the level or activity of a polypeptide of the invention, a polynucleotide of the invention, or cell population of the invention, or a molecule that comprises such a modulator. In one embodiment, the modulator is an inhibitor of a polypeptide of the invention. In another embodiment, the modulator is an antisense polynucleotide that is complementary to a polynucleotide that encodes a polypeptide of the invention.


Such compositions may be pharmaceutical compositions. Typically, a pharmaceutical composition comprises a therapeutically effective amount of an active agent and is formulated with a suitable excipient or carrier.


Generally, the therapeutic agents used in the invention are administered to the subject in an effective amount. Generally, an effective amount is an amount effective to either (1) reduce the symptoms of the disease sought to be treated or (2) induce a pharmacological change relevant to treating the disease sought to be treated. For RA, an effective amount includes an amount effective to: improve the DAS28 score, improve the American College of Rheumatology (ACR) functional scores, decrease tender and swollen joint counts, decrease duration of morning stiffness, and reduce any other objective or subjective indicia of the disease. Therapeutically effective amounts of the therapeutic agents will depend, in part, on the condition, type and location of the disease, the size and condition of the patient, as well as other factors readily known to those skilled in the art. The dosages can be given as a single dose, or as several doses, for example, divided over the course of several weeks.


The pharmaceutical compositions of the invention can be prepared in any suitable manner known in the pharmaceutical art. The carrier or excipient may be a solid, semisolid, or liquid material that can serve as a vehicle or medium for the active ingredient. Suitable carriers or excipients are well known in the art and include, but are not limited to saline, buffered saline, dextrose, water, glycerol, ethanol, and combinations thereof. The pharmaceutical compositions may be adapted for oral, inhalation, parenteral, or topical use and may be administered to the patient in the form of tablets, capsules, aerosols, inhalants, suppositories, solutions, suspensions, powders, syrups, and the like. As used herein, the term “pharmaceutical carrier” may encompass one or more excipients. Suitable pharmaceutical carriers and formulation techniques are found in standard texts, such as Remington's Pharmaceutical Sciences, Mack Publishing Co., Easton, Pa.


One embodiment of the invention is a controlled release formulation that is capable of slowly releasing a composition of the invention into an animal. As used herein, a controlled release formulation comprises a composition of the invention in a controlled release vehicle. Suitable controlled release vehicles include, but are not limited to, biocompatible polymers, other polymeric matrices, capsules, microcapsules, microparticles, bolus preparations, osmotic pumps, diffusion devices, liposomes, lipospheres, and transdermal delivery systems. Other controlled release formulations of the invention include liquids that, upon administration to an animal, form a solid or a gel in situ. Preferred controlled release formulations are biodegradable (i.e., bioerodible).


X. Methods for Screening Candidate Compounds


In another aspect, the invention provides methods for screening candidate compounds for use as therapeutic agents. In one embodiment, the method comprises screening candidate compounds for those that bind to a polypeptide of the invention, a polynucleotide of the invention, or a cell population of the invention. Candidate compounds that bind to markers can be identified using any suitable method or technique known in the art.


In one embodiment, a candidate compound or a control is contacted with a marker of the invention and the ability of the candidate compound to form stable complexes with the marker is determined (e.g., flow cytometry, immunoprecipitation). The candidate compound, the marker, or an antibody that selectively binds either may be labeled to facilitate detection. The candidate molecule or marker may be immobilized on a solid support (e.g., a bead).


In another embodiment, cells expressing a polypeptide marker are contacted with a candidate compound or a control and the ability of the candidate compound to form stable complexes with the cells is determined. The candidate compound or the marker may be labeled to facilitate detection.


In another embodiment, the method comprises screening candidate compounds for those that have a stimulatory or inhibitory effect on the activity of a marker of the invention comprising comparing the activity of the marker in the presence of the candidate molecule with the activity of the marker in the absence of the candidate molecule (e.g., in the presence of a control).


In another embodiment, the method comprises screening candidate drugs in a clinical trial to determine whether a candidate drug is effective in treating RA. At time t0, a biological sample is obtained from each subject in population of subjects diagnosed with RA. Next, assays are performed on each subject's sample to measure levels of a marker. In some embodiments, only a single marker is monitored, while in other embodiments, a combination of markers, up to the total number of factors, is monitored. Next, a predetermined dose of a candidate drug is administered to a portion or sub-population of the same subject population. Drug administration can follow any suitable schedule over any time period. In some cases, varying doses are administered to different subjects within the sub-population, or the drug is administered by different routes. At time t1, after drug administration, a biological sample is acquired from the sub-population and the same assays are performed on the biological samples as were previously performed to obtain measurement values. As before, subsequent sample acquisitions and measurements can be performed as many times as desired over a range of times t2 to tn. In such a study, a different sub-population of the subject population serves as a control group, to which a placebo is administered. The same procedure is then followed for the control group: obtaining the biological sample, processing the sample, and measuring the markers to obtain a measurement chart.


Specific doses and delivery routes can also be examined. The method is performed by administering the candidate drug at specified dose or delivery routes to subjects with RA; obtaining biological samples, such as serum, from the subjects; measuring the level of at least one of the markers in each of the biological samples; and, comparing the measured level for each sample with other samples and/or a standard level or reference range. Typically, the standard level or reference range is obtained by measuring the same marker or markers in the subject before drug administration. Depending upon the difference between the measured and standard levels, the drug can be considered to have an effect on RA. If multiple markers are measured, at least one and up to all of the markers must change, in the expected direction, for the drug to be considered effective. Preferably, multiple markers must change for the drug to be considered effective, and preferably, such change is statistically significant.


As will be apparent to those of ordinary skill in the art, the above description is not limited to a candidate drug, but is applicable to determining whether any therapeutic intervention is effective in treating RA.


In a typical embodiment, a subject population having RA is selected for the study. The population is typically selected using standard protocols for selecting clinical trial subjects. For example, the subjects are generally healthy, are not taking other medication, and are evenly distributed in age and sex. The subject population can also be divided into multiple groups; for example, different sub-populations may be suffering from different types or different degrees of the disorder to which the candidate drug is addressed.


In general, a number of statistical considerations must be made in designing the trial to ensure that statistically significant changes in marker measurements can be detected following drug administration. The amount of change in a marker depends upon a number of factors, including strength of the drug, dose of the drug, and treatment schedule. It will be apparent to one skilled in statistics how to determine appropriate subject population sizes. Preferably, the study is designed to detect relatively small effect sizes.


The subjects optionally may be “washed out” from any previous drug use for a suitable period of time. Washout removes effects of any previous medications so that an accurate baseline measurement can be taken. At time t0, a biological sample is obtained from each subject in the population. Preferably, the sample is blood, but other biological fluids may be used (e.g., urine). Next, an assay or variety of assays are performed on each subject's sample to measure levels of particular markers of the invention. The assays can use conventional methods and reagents, as described above. If the sample is blood, then the assays typically are performed on either serum or plasma. For other fluids, additional sample preparation steps are included as necessary before the assays are performed. The assays measure values of at least one of the markers of the invention. In some embodiments, only a single marker is monitored, while in other embodiments, a combination of factors, up to the total number of markers, is monitored. The markers may also be monitored in conjunction with other measurements and factors associated with RA (e.g., joint tenderness). The number of markers whose values are measured depends upon, for example, the availability of assay reagents, biological fluid, and other resources.


Next, a predetermined dose of a candidate drug is administered to a portion or sub-population of the same subject population. Drug administration can follow any suitable schedule over any time period, and the sub-population can include some or all of the subjects in the population. In some cases, varying doses are administered to different subjects within the sub-population, or the drug is administered by different routes. Suitable doses and administration routes depend upon specific characteristics of the drug. At time t1, after drug administration, another biological sample (the “t1 sample”) is acquired from the sub-population. Typically, the sample is the same type of sample and processed in the same manner (for example, blood) as the sample acquired from the subject population before drug administration (the “t0 sample”). The same assays are performed on the t1 sample as on the to sample t0 obtain measurement values. Subsequent sample acquisitions and measurements can be performed as many times as desired over a range of times t2 to tn.


Typically, a different sub-population of the subject population is used as a control group, to which a placebo is administered. The same procedure is then followed for the control group: obtaining the biological sample, processing the sample, and measuring the markers to obtain measurement values. Additionally, different drugs can be administered to any number of different sub-populations to compare the effects of the multiple drugs. As will be apparent to those of ordinary skill in the art, the above description is a highly simplified description of a method involving a clinical trial. Clinical trials have many more procedural requirements, and it is to be understood that the method is typically implemented following all such requirements.


Paired measurements of the various markers are thus determined for each subject. The different measurement values are compared and analyzed to determine whether the markers changed in the expected direction for the drug group but not for the placebo group, indicating that the candidate drug is effective in treating RA. In preferred embodiments, such change is statistically significant. The measurement values at time t1 for the group that received the candidate drug are compared with standard measurement values, preferably the measured values before the drug was given to the group, i.e., at time t0. Typically, the comparison takes the form of statistical analysis of the measured values of the entire population before and after administration of the drug or placebo. Any conventional statistical method can be used to determine whether the changes in marker values are statistically significant. For example, paired comparisons can be made for each marker using either a parametric paired t-test or a non-parametric sign or sign rank test, depending upon the distribution of the data.


In addition, tests should be performed to ensure that statistically significant changes found in the drug group are not also found in the placebo group. Without such tests, it cannot be determined whether the observed changes occur in all patients and are therefore not a result of candidate drug administration.


As discussed, supra, some of the marker measurement values are higher in samples from RA patients, while others are lower. The nonadjusted p-values shown were obtained by univariate analysis. A significant change in the appropriate direction in the measured value of one or more of the markers indicates that the drug is effective. If only one marker is measured, then that value must increase or decrease to indicate drug efficacy. If more than one marker is measured, then drug efficacy can be indicated by change in only one marker, all markers, or any number in between. In some embodiments, multiple markers are measured, and drug efficacy is indicated by changes in multiple markers. Measurements can be of both markers of the invention and other measurements and factors associated with RA (e.g., measurement of previously known markers reported in the literature). Furthermore, the amount of change in a marker level may be an indication of the relatively efficacy of the drug.


In addition to determining whether a particular drug is effective in treating RA, markers of the invention can also be used to examine dose effects of a candidate drug. There are a number of different ways that varying doses can be examined. For example, different doses of a drug can be administered to different subject populations, and measurements corresponding to each dose analyzed to determine if the differences in the markers before and after drug administration are significant. In this way, a minimal dose required to effect a change can be estimated. In addition, results from different doses can be compared with each other to determine how each marker behaves as a function of dose.


Analogously, administration routes of a particular drug can be examined. The drug can be administered differently to different subject populations, and measurements corresponding to each administration route analyzed to determined if the differences in the markers before and after drug administration are significant. Results from the different routes can also be compared with each other directly.


XI. Kits


In another aspect, the invention provides a kit for detecting a polypeptide of the invention, a polynucleotide of the invention or a cell population of the invention.


In another aspect, the invention provides a kit for diagnosing RA in a patient by detecting at least one polypeptide of the invention, polynucleotide of the invention or cell population of the invention in a biological sample from the subject. In one embodiment, the kit is for monitoring progression of the disease. In another embodiment, the kit is for assessing response to therapy.


In another aspect, the invention provides a kit for screening candidate compounds by detecting stable complexes between the candidate compound and a polynucleotide of the invention, polynucleotide of the invention or cell population of the invention.


The kits of the invention may comprise one or more of the following: an antibody, wherein the antibody selectively binds to a polypeptide of the invention, polynucleotide of the invention or cell population of the invention, a labeled binding partner to the antibody (e.g., a “secondary antibody”), a solid phase upon which is immobilized the antibody or its binding partner, a polynucleotide probe that can hybridize to a polynucleotide marker, pairs of primers that under appropriate reaction conditions can prime amplification of at least a portion of a polynucleotide marker or a polynucleotide encoding a polypeptide marker (e.g., by PCR), instructions on how to use the kit, a container for a collected sample, or a label or insert indicating regulatory approval for diagnostic or therapeutic use.


In developing such kits, it is within the competence of one of ordinary skill in the art to perform validation studies that would use an optimal analytical platform for each marker. For a given marker, this may be an immunoassay, flow cytometer assay or mass spectrometry assay. Kit development may require specific antibody development, evaluation of the influence (if any) of matrix constituent (“matrix effects”), and assay performance specifications.


EXAMPLES
Example 1
Clinical Study

The Institutional Review Board (IRB) approved protocol includes collection of samples from subjects with established RA (RA subjects) and non-RA subjects, matched for age gender and co-morbidities.


For the cell population analysis, RA subjects included individuals with a range of disease activity from remission to severe based on Disease Activity Scores. Specifically, the DAS28, a composite index of swollen and tender joints, erythrocyte sedimentation rate and general health, was used. van der Heijde et al., Ann. Rheum. Dis. 49:919-20 (1990); Prevoo et al., Arthritis Rheum. 38:44-8 (1995). Subject scores ranged from <2 to 7.7 (median 2.9) and ACR functional scores ranged from 1 to 4. Two cross sectional studies, with different panels of cellular assays compared 95 RA subjects and 30 non-RA subjects and 77 RA subjects and 48 non-RA subjects, respectivley.


For the mass spectrometry analysis, RA subjects included individuals with moderate to severe disease activity, with DAS28 scores ranging from 3.3 to 7.7 (median 5.2) and ACR functional scores of 3 or 4. The cross sectional study compared 20 RA subjects and 20 healthy subjects.


In both cases, serum samples were collected from RA and non-RA subjects in accordance with a clinical protocol and informed consent that were approved by an institutional review board (IRB) and with procedures that adhere to Good Clinical Practice.


Example 2
Mass Spectrometry Analysis

A high molecular weight fraction (“serum proteome”) was separated from the serum samples using a 5-kDa molecular weight cut-off spin filter (Millipore Corp., Bedford, Mass.). The serum proteome was diluted with PBS buffer (pH 6.0). To increase the effective dynamic range of the measurements, the two most abundant proteins (human serum albumin and IgG) were substantially depleted by an affinity resin (ProMetic Biosciences, Cambridge, UK). The remaining proteins were denatured using guanidine hydrochloride, disulfide bonds were reduced using dithioreitol, and sulfhydryl groups were carboxymethylated using iodoacetic acid/NaOH. The denaturant and reduction-alkylation reagents were removed by buffer exchange. After digestion of the proteins using modified Trypsin (Promega Corp., Madison, Wis.), the mixture was lyophilized to a powder, dissolved in formic acid, desalted, dried again, and redissolved in 0.1% formic acid for injection onto the liquid chromatography-mass spectrometer.


The tryptic peptides were profiled by liquid chromatography-electrospray ionization-mass spectrometry (LC-ESI-MS) on a high-resolution time-of-flight (TOF) instrument. For LC separation, an online column (PicoTip, New Objective) was packed with C18 reverse-phase (RP) material. Peptides retained on the RP column were eluted with increasing concentration of acetonitrile (ACN). A 100 minute gradient of H2O/AcN was the basis of elution, going to 40% acetonitrile. The eluate from the column flowed into the ESI-TOF MS (Micromass LCT™, Waters Corp., Milford, Mass.). Individual molecules were tracked across samples and their differential expression determined.


A binary HP 1100 series HPLC was directly coupled to a MicroMass (Manchester, UK) LCT™ EST-TOF mass spectrometer equipped with a nanospray source (New Objective, Woburn, Mass.) for serum profiling or a ThermoFinnigan (San Jose, Calif.) LCQ DECA™ ESI ion-trap mass spectrometer for peptide identification. Details of the system set-up are described elsewhere. Wang et al., supra. Mass peaks were analyzed with MassView™ software (SurroMed, Inc., Menlo Park, Calif.), which tracks peaks and performs normalization to enable quantitative comparisons across multiple samples. Wang et al., supra; Hastings et al. Rapid Commun. Mass Spectrom., 16:462-7 (2002).


Example 3
Cell Population Analysis

Cellular assays were conducted on the SurroScan™ microvolume laser scanning cytometer (MLSC) using Flex32™ capillary arrays (SurroMed Inc., Menlo Park, Calif.). Walton et al., supra. The SurroScan system is based in part on the Imagn2000™ MLSC (Becton Dickinson, San Jose, Calif.). Dietz et al., Cytometry, 23177-86 (1996). However, in the SurroScan system (i) four colors can be analyzed instead of two, (ii) capillary arrays are used to enable many more assays and (iii) software enables streamlined data processing and connection to the database.


Monoclonal antibodies and fluorescent tags were obtained from commercial vendors (BD Biosciences, San Jose, Calif., including BD PharMingen, San Jose, Calif.; Beckman Coulter, Miami, Fla.; Serrotec, Raleigh, N.C.; and eBiosciences, San Diego, Calif.). Three different fluorophores were used as direct conjugates to the antibodies: Cy5, Cy5.5, and Cy7-APC. Mujumdar et al. Bioconjug. Chem. 4:105-11 (1993); Beavis & Pennline, Cytometry 24:390-394 (1996); Roederer et al., Cytometry, 24:191-7 (1996). Antibody-dye reagents were titrated to determine the appropriate concentration and combined into pre-made cocktails.


Images were converted to flow cytometry standard format with in-house software and analyzed with FlowJo™ cytometry analysis software customized for SurroMed (Tree Star, Inc., San Carlos, Calif.). Norton et al., supra. Fluorescence intensities were compensated for spectral overlap of the dyes so values would be proportional to antigen density. For the clinical study, list mode data is uploaded into an Oracle database and analyzed with in-house software using standard gates developed with the FlowJo and uploaded into the database.


About 800 cellular variables were analyzed, including cell counts, cell ratios and intensities. Some of these unique combinations were not independent and may represent the same or overlapping biological cell populations. For the major cell populations (neutrophils, eosinophils, monocytes, total T-cells, CD4 T-cells, CD8 T-cells, B-cells and NK cells) that were measured by an identical two-antigen combination (each with a different third antigen) in multiple assays, appropriate averages were calculated and used as a single variable for comparative statistics. Many of the cell populations in Table 7 and Table 8 are designated by the antigens used to define them where p=positive, n=negative, pn=dull, t=total in the assay. Thus, “CD3p” indicates a CD3 positive cell).


Whole blood assays results for T cell subsets; cell events can be displayed in histograms or dot plots based on the level of antigen expression. CD4 and CD8 T cells can be divided into naïve and memory T cell subsets. Four subsets can be identified and related to specific functional states: naïve (CD45RA+, CD62L+), central memory (CD45RA, CD62L+), effector memory cells (CD45RA, CD62L) and terminal effector memory (CD45RA+, CD62L) according to one scheme for CD8 T cells. Hamann et al., Intl. Immunol., 11:1027-1033 (1999); Sallusto et al., Nature, 401:708-712 (1999).


Example 4
Statistical Methods

Samples from RA subjects and healthy subject were analyzed with the cell population and mass spectrometry platforms to look for significant differences between the two groups. Variables were compared with either an un-paired t-test or non-parametric test, as appropriate for each variable, using SAS™ software. The study includes multiple comparisons and caution is needed to consider potential false positive conclusions. The step-down Bonferroni p-value adjustment method of Holm was used maintain a study-wide p-value <0.05. Results are considered at both the adjusted and multiple-univariate statistical levels. Holm, S., A simple sequentially rejective multiple test procedure, in Scand J Stat. 1979. p. 65-70; Blair, et al., Control of familywise errors in multiple endpoint assessments via stepwise permutation tests. 1996. 15(11): p. 1107-1121.

TABLE 1Identified Full Length Proteins Increased in Subjects having RARAMarkerAccession##<ExpFold##gi #Protein DescriptionComponentsPeptidesRatio>Change<P><Score>109NP_056472.227881501ATP-binding cassette,111.041.043.55 × 10−25154sub-family A, mem-ber 12 isoform b;ATP-binding cassette A12[Homo sapiens]20LPHUB71789apolipoprotein531.081.081.63 × 10−26186B-100 precursor - human13NP_000055.14557385complement component 3761.111.112.28 × 10−27592precursor [Homosapiens]30NP_001176.14502337alpha-2-glycoprotein 1,421.121.122.21 × 10−25327zinc; Alpha-2-glycoprotein, zinc[Homo sapiens]32NP_006211.15453896serine (or cysteine)321.131.139.91 × 10−44696proteinase inhibitor,clade A (alpha-1antiproteinase, antitrypsin),member 2; Proteaseinhibitor 1-like; proteaseinhibitor 1 (alpha-1-antitrypsin)-like [Homosapiens]80NP_000574.19845255group-specific component111.161.161.12 × 10−211431(vitamin D bind-ing protein); hDBP[Homo sapiens]95NP_000286.221361198serine (or cysteine)211.171.172.99 × 10−24055proteinase inhibitor,clade A (alpha-1antiproteinase, antitrypsin),member 1; Protease inhibitor(alpha-1-antitrypsin); proteaseinhibitor 1 (anti-elastase),alpha-1-antitrypsin [Homo sapiens]46P04004139653Vitronectin precursor111.201.203.54 × 10−213378(Serum spreading fac-tor) (S-protein) (V75)[Contains: VitronectinV65 subunit35NP_005742.422538387A kinase anchor protein221.201.201.11 × 10−236779 isoform 2; yotiao;A-kinase anchoringprotein 450; AKAP120-like protein [87NP_056039.114150229retinoblastoma-associated111.201.204.07 × 10−35543protein RAP140[Homo sapiens]47S236502120082retrovirus-related111.241.244.82 × 10−25372hypothetical protein II -human retrotransposon LINE-177NP_054790.17661976nuclear receptor111.261.261.88 × 10−24810coactivator RAP250; perox-isome proliferator-act;nuclear receptor coac-tivator RAP233JE02427438711Ig kappa chain NIG26321.271.271.25 × 10−217201precursor - human23P02774139641Vitamin D-binding331.291.292.45 × 10−29854protein precursor (DBF)(Group-specificcomponent) (GC-globulin)(VDB)49C4HU2144577complement C4A precursor111.291.293.62 × 10−215496[validated] -human84NP_068774.111386179guanine nucleotide binding111.291.293.02 × 10−22686protein (G pro-tein), gamma transducingactivity polypeptide1 [Homo sapiens]93NP_624358.121264371nucleoporin 98kD isoform211.291.292.73 × 10−354214; nucleoporin98kD; Nup98-Nup96precursor; GLFG-repeat containingnucleoporin [Homosapiens]19NP_000629.218201911vitronectin precursor;741.301.301.35 × 10−28182serum spreading fac-tor; somatomedin B;complement S-protein[Homo sapiens]2P010091703025Alpha-1-antitrypsin61281.311.311.26 × 10−210798precursor (Alpha-1 pro-tease inhibitor)(Alpha-1-antiproteinase)(PRO0684/PRO22089NP_064620.218378731HMG-BOX transcription211.321.321.64 × 10−22886factor BBX; x 001protein [Homo sapiens]67NP_004658.14758520hect domain and RLD 2111.331.331.42 × 10−22964[Homo sapiens]107NP_000710.327597080calcium channel,111.341.341.78 × 10−25196voltage-dependent, L type,alpha 1C subunit[Homo sapiens]28P08697112907Alpha-2-antiplasmin421.341.347.75 × 10−37171precursor (Alpha-2-plasmin inhibitor)(Alpha-2-PI) (Alpha-2-AP)50Q997433914169Neuronal PAS domain111.341.342.28 × 10−22228protein 2 (NeuronalPAS2) (Member of PASprotein 4) (MOP4)45P22932133500Retinoic acid receptor111.351.353.35 × 10−25714gamma-2 (RAR-gamma-2)14OMHU1B69990alpha-1-B-glycoprotein - human751.361.361.55 × 10−21034829P05546123055Heparin cofactor II221.361.363.19 × 10−24519precursor (HC-II) (Prote-ase inhibitor leuserpin 2)(HLS2)11P01857121039Ig gamma-1 chain C region1381.371.372.57 × 10−21155069NP_005521.15031777isocitrate dehydrogenase 3111.371.371.53 × 10−33619(NAD+) alphaprecursor; H-IDH alpha;isocitric dehydro-genase; isocitratedehydrogenase [NAD] sub-unit alpha, mitochondrial;NAD+-specificICDH; NAD(H)-specificisocitrate dehydro-genase alpha subunitprecursor; isocitratedehydrogenase (NAD+)alpha chain precur-sor [Homo sapiens]4KUHU1070458ferroxidase (EC 1.16.3.1)33221.381.381.30 × 10−28872precursor [vali-dated] - human106XP_058831.327500444similar to zona111.381.382.09 × 10−22952pellucida binding protein[Homo sapiens]85NP_061819.212056473N-acetylneuraminic acid111.381.383.33 × 10−32985phosphate synthase;sialic acid synthase;sialic acid phosphatesynthase [Homo sapiens]73NP_009049.16005922triple functional domain111.391.393.76 × 10−33615(PTPRF interacting)[Homo sapiens]76NP_055433.17657009deleted in bladder111.401.401.04 × 10−22680cancer chromosome re-gion candidate 1 [Homosapiens]18NP_000087.14557485ceruloplasmin (ferroxidase);441.401.402.41 × 10−28960Ceruloplasmin[Homo sapiens]96NP_037533.221361440RAB3A interacting protein111.411.411.70 × 10−32501(rabin3)-like 1[Homo sapiens]97NP_055874.122035665talin 2 [Homo sapiens]211.411.411.32 × 10−2395237XP_209546.127481320similar to Ceruloplasmin321.421.428.20 × 10−37687precursor (Ferroxi-dase) [Homo sapiens]10NP_000598.19257232orosomucoid 1 precursor;20101.431.438.37 × 10−39788Orosomucoid-1(alpha-1-acid glycoprotein-1);alpha-1-acidglycoprotein 1 [27S0527087890Ig lambda chain221.441.442.17 × 10−24533precursor - human90NP_004886.219923284cold autoinflammatory211.441.443.41 × 10−34848syndrome 1; chromo-some 1 open readingframe 7; angio-tensin/vasopressin recept104XP_044347.327499033similar to KIAA0913111.441.441.05 × 10−23764protein [Homosapiens]65NP_000326.14506809sodium channel,111.451.452.65 × 10−22741voltage-gated, type V,alpha polypeptide[Homo sapiens]78NP_060549.18922392hypothetical protein111.451.454.68 × 10−23053FLJ10379 [Homosapiens]31NP_000599.14505529orosomucoid 2;421.461.462.14 × 10−213328alpha-1-acid glycoprotein,type 2 [Homo sapiens]21P01876113584Ig alpha-1 chain C region431.461.462.62 × 10−21525755NP_001747.14502595corticosteroid binding111.471.475.70 × 10−310918globulin precursor;corticosteroid bindingglobulin; alpha-1 anti-proteinase, antitrypsin[Homo sapiens]44P18136125819KV3M_HUMAN IG KAPPA111.471.472.26 × 10−23923CHAIN V-IIIREGION HIC PRECURSOR22P01871127514MUC_HUMAN Ig mu chain331.501.502.68 × 10−211044C region102XP_208769.127482513similar to Ig gamma-2111.511.514.40 × 10−26233chain C region [Homosapiens]51NP_001076.14501843alpha-1-antichymotrypsin,211.531.532.09 × 10−212502precursor; alpha-1-antichymotrypsin;antichymotrypsin[Homo sapiens]68NP_005112.14827044thyroid hormone111.551.557.07 × 10−42376receptor-associated protein,240 kDa subunit[Homo sapiens]38S15590106378Ig heavy chain - human111.551.552.58 × 10−2125587P01011112874Alpha-1-antichymotrypsin17111.571.577.69 × 10−39697precursor (ACT)98XP_173158.122052041hypothetical111.571.572.59 × 10−22573protein XP_173158 [Homosapiens]94NP_112494.221314742hypothetical protein111.601.604.65 × 10−32618DKFZp434G2226[Homo sapiens]3NP_005134.14826762haptoglobin [Homo sapiens]57281.601.601.42 × 10−21065743P05155124096Plasma protease C1111.611.613.69 × 10−37962inhibitor precursor (C1Inh) (C1Inh)42P00737123507Haptoglobin-1 precursor211.611.612.10 × 10−2241089NP_443204.116418467leucine-rich14111.621.621.21 × 10−29467alpha-2-glycoprotein [Homosapiens]64NP_000532.14506781S-arrestin; S-antigen111.661.661.48 × 10−23677[Homo sapiens]63NP_000895.14505417NAD(P)H dehydrogenase,111.701.701.41 × 10−23103quinone 2; NAD(P)Hmenadione oxidoreductase-1, di-oxin-inducible-2;NAD(P)H menadione oxi-doreductase 2,dioxin-inducible [Homosapiens]48ANHU2144576angiotensin precursor111.701.707.03 × 10−32128[validated] - human92XP_057927.220535708similar to KIAA1902111.751.754.58 × 10−35802protein [Homosapiens]101XP_043492.227477685similar to KIAA1728211.751.751.22 × 10−22702protein [Homosapiens]108NP_775111.127765076calpain 3 isoform d;111.771.771.74 × 10−23103calpain, large polypep-tide L3; calpain p94,large [catalytic] subunit;muscle-specificcalcium-activated neutralprotease 3 largesubunit [Homo sapiens]100NP_060606.224211029asp (abnormal spindle)-111.771.772.85 × 10−32838like, microcephalyassociated [Homo sapiens]36NP_066275.223821019haptoglobin-related521.831.831.43 × 10−213046protein; Haptoglobin-related locus [Homo sapiens]39P01877113585Ig alpha-2 chain C region111.881.881.39 × 10−21036083T4637211360168hypothetical protein312.072.071.00 × 10−26240DKFZp434P1818.1 -human (fragment)41P01860121045GC3_HUMAN Ig gamma-3112.342.346.35 × 10−43746chain C region(Heavy chain diseaseprotein) (HDC)









TABLE 2










Identified Full Length Proteins Decreased in Subjects having RA
















RA











Marker
Accession


#
#
<Exp
Fold


#
#
gi #
Protein Description
Components
Peptides
Ratio>
Change
<P>
<Score>



















16
NP_000362.1
4507725
transthyretin (prealbumin,
8
5
0.95
−1.05
1.65 × 10−2
11714





amyloidosis type





I); Transthyretin (prealbumin)





[Homosapiens]


24
NP_000497.1
4503635
coagulation factor II
3
3
0.93
−1.08
1.60 × 10−2
10328





precursor; prothrombin





[Homo sapiens]


86
NP_001398.1
13325066
cadherin EGF LAG seven-pass
1
1
0.85
−1.17
4.67 × 10−2
3976





G-type re-





ceptor 3; EGF-like-domain,





multiple 1; epi-





dermal growth factor


1
NP_001054.1
4557871
transferrin [Homo sapiens]
73
47
0.85
−1.18
1.63 × 10−2
12997


99
P57071
23503097
PRDF_HUMAN PR-domain zinc
1
1
0.84
−1.19
1.73 × 10−2
2646





finger pro-





tein 15 (Zinc finger





protein 298)


59
NP_002206.1
4504781
inter-alpha (globulin)
1
1
0.84
−1.19
2.50 × 10−2
5952





inhibitor, H1 polypep-





tide [Homo sapiens]


103
XP_210868.1
27498981
hypothetical protein
1
1
0.84
−1.20
2.03 × 10−2
2548





XP_210868 [Homo






sapiens]



75
T14760
7512615
hypothetical protein
1
1
0.83
−1.20
2.71 × 10−2
2794





DKFZp434I213.1 - hu-





man (fragment)


79
NP_060835.1
8922950
hypothetical protein
2
1
0.83
−1.20
2.17 × 10−2
2758





FLJ11222 [Homo






sapiens]



34
NP_009117.2
21735548
centrosomal protein 2;
3
2
0.83
−1.20
2.65 × 10−2
5099





centrosome associ-





ated protein; centrosomal





Nek2-associated





protein 1 [Homo s


60
NP_000884.1
4504893
kininogen [Homo sapiens]
1
1
0.82
−1.21
1.65 × 10−2
3783


6
NP_000468.1
4502027
albumin precursor; PRO0883
29
20
0.82
−1.22
1.67 × 10−2
13267





protein [Homo






sapiens]



105
XP_208509.1
27499046
hypothetical protein
1
1
0.82
−1.22
3.36 × 10−2
3549





XP_208509 [Homo






sapiens]



81
NP_000604.1
11321561
hemopexin [Homo sapiens]
1
1
0.81
−1.23
3.35 × 10−2
13690


5
NP_000005.1
4557225
alpha 2 macroglobulin
27
21
0.80
−1.26
1.92 × 10−2
9829





precursor [Homo






sapiens]



56
NP_001422.1
4503579
erythrocyte membrane
1
1
0.79
−1.26
1.93 × 10−2
3089





protein band 4.1-like





2 [Homo sapiens]


72
NP_009185.1
6005836
polynucleotide kinase
2
1
0.79
−1.26
2.72 × 10−2
4218





3′-phosphatase;





polynucleotide kinase





3-prime-phosphatase





[Homo sapiens]


17
NP_002207.1
4504783
inter-alpha (globulin)
4
4
0.79
−1.26
3.22 × 10−2
5550





inhibitor, H2 polypep-





tide [Homo sapiens]


74
JE0243
7438712
Ig kappa chain NIG93
1
1
0.79
−1.26
3.05 × 10−2
3177





precursor - human


88
NP_056986.2
15147337
progestin induced
1
1
0.79
−1.27
1.82 × 10−2
2705





protein; ubiquitin-protein





ligase [Homo sapiens]


61
NP_002334.1
4505043
lactotransferrin
1
1
0.78
−1.28
1.28 × 10−2
3510





[Homo sapiens]


52
NP_001613.1
4502005
alpha-2-HS-glycoprotein;
1
1
0.78
−1.28
3.60 × 10−3
10104





Alpha-2HS-





glycoprotein [Homo sapiens]


70
NP_006613.1
5730055
serum-inducible kinase
1
1
0.76
−1.31
1.32 × 10−3
3578





[Homo sapiens]


15
NP_000479.1
4502261
serine (or cysteine)
6
5
0.76
−1.32
1.87 × 10−2
9734





proteinase inhibitor,





clade C (antithrombin),





member 1; anti-





thrombin III [Homo


8
P19823
125000
Inter-alpha-trypsin
13
11
0.76
−1.32
1.43 × 10−2
9269





inhibitor heavy chain H2





precursor (ITI heavy





chain H2) (Inter-alpha-





inhibitor 7


53
NP_001624.1
4502067
alpha-1-microglobulin/bikunin
1
1
0.75
−1.33
2.84 × 10−2
2946





precursor;Alpha-1-





microglobulin/bikunin precursor;





inter-alpha-trypsin; Alpha-1-





microglobulin/bikunin precursor





(inter-alpha-trypsin inhibitor,





light chain; protein





HC) [Homo sapiens]


26
NP_000030.1
4557321
apolipoprotein A-I
4
3
0.75
−1.33
3.59 × 10−2
13128





precursor [Homo






sapiens]



71
NP_006735.1
5803139
retinol-binding protein 4,
1
1
0.75
−1.34
6.13 × 10−4
14481





plasma precursor;





retinol-binding protein 4,





plasma; retinol-





binding protein 4,





interstitial [Homo sapiens]


82
T46477
11360087
hypothetical protein
1
1
0.74
−1.35
3.29 × 10−2
2830





DKFZp434K1831.1-





human (fragment)


54
NP_001634.1
4502149
apolipoprotein A-II
1
1
0.70
−1.44
2.86 × 10−2
2228





precursor [Homo






sapiens]



91
NP_064547.2
20336302
DEAD/H (Asp-Glu-Ala-Asp/His)
1
1
0.69
−1.45
1.85 × 10−2
2878





box poly-peptide 33





[Homo sapiens]


40
P01859
121043
Ig gamma-2 chain C region
2
1
0.67
−1.50
3.35 × 10−2
13050


66
NP_000578.1
4557387
complement component 7
1
1
0.65
−1.54
1.78 × 10−3
6388





precursor [Homo






sapiens]



62
NP_002336.1
4505047
lumican [Homo sapiens]
1
1
0.65
−1.55
1.77 × 10−6
8166


25
NP_000549.1
4504347
alpha 1 globin [Homo sapiens]
4
3
0.62
−1.60
1.97 × 10−2
8520


12
NP_000509.1
4504349
beta globin [Homo sapiens]
10
7
0.62
−1.61
1.54 × 10−2
7791


58
NP_000510.1
4504351
delta globin [Homo sapiens]
1
1
0.59
−1.68
1.03 × 10−2
19814


57
NP_000168.1
4504165
gelsolin (amyloidosis,
1
1
0.14
−7.09
8.16 × 10−3
4055





Finnish type); Gel-





solin [Homo sapiens]
















TABLE 3










Identified Protein Fragments Increased in Subjects having RA (C* signifies


carboxymethylation of C residue; M# signifies oxidation of M residue)
















RA








SEQ


Marker
Fragment

R.T.



Fold
P
ID


#
#
m/z
(min.)
z
M + H
Peptide
Change
used
NO:



















1
266
355.66
13.26
2
710.31
DSSLCK
1.58
P < 0.05
185


1
1821
570.60
53.00
3
1709.78
LCMGSGLNLCEPNNK
1.45
P < 0.01
184


1
3552
633.27
85.62
4
2530.06
SMGGKEDLIWELLNQAQEHFGK
1.42
P < 0.05
183


1
1349
500.72
39.92
2
1000.43
YLGEEYVK
1.39
P < 0.001
182


1
4360
550.99
55.39
4
2200.94
SDNC*EDTPEAGYFAVAVVKK
1.36
P < 0.05
181


1
1274
489.49
61.98
4
1954.94
NLNEKDYELLCLDGTR
1.33
P < 0.05
23


1
2860
854.91
48.87
2
1708.81
LCMGSGLNLCEPNNK
1.32
P < 0.05
180


1
1818
570.27
48.92
3
1708.79
LCMGSGLNLCEPNNK
1.23
P < 0.05
180


1
1494
520.72
24.11
2
1040.43
FSEGCAPGSK
1.21
P < 0.05
179


1
1816
570.25
55.69
3
1708.73
LCMGSGLNLCEPNNK
1.16
P < 0.05
180


1
768
427.96
48.84
4
1708.82
LCMGSGLNLCEPNNK
1.16
CountDiff
180


1
4725
1000.42
39.92
1
1000.42
YLGEEYVK
1.04
CountDiff
182


1
3844
794.86
35.79
2
1588.71
KPVEEYANCHLAR
1.02
CountDiff
8


2
3120
1321.19
74.14
3
3961.55
MFNIQHCKKLSSWVLLMKYLGNA-
1.94
P < 0.05
211








TAIFFLPDEGK


2
4107
1093.51
50.31
2
2186.01
LYHSEAFTVNFGDTEEAKK
1.62
P < 0.001
210


2
2571
729.34
50.37
3
2186.00
LYHSEAFTVNFGDTEEAKK
1.60
P < 0.001
210


2
1516
523.26
98.21
4
2090.02
ELDRDTVFALVNYIFFK
1.59
P < 0.05
209


2
2448
697.35
98.24
3
2090.03
ELDRDTVFALVNYIFFK
1.57
P < 0.05
209


2
2042
605.31
25.22
1
605.31
VPMMK
1.53
P < 0.001
208


2
4617
729.32
52.07
3
2185.94
LYHSEAFTVNFGDTEEAKK
1.51
P < 0.05
210


2
936
445.25
44.56
3
1333.73
LVDKFLEDVKK
1.47
P < 0.05
207


2
3115
1288.15
71.37
2
2575.29
TLNQPDSQLQLTTGNGLFLSEGLK
1.46
P < 0.05
206


2
2032
602.84
59.18
2
1204.67
KLSSWVLLMK
1.45
P < 0.001
205


2
297
360.50
28.99
3
1079.48
FLENEDRR
1.44
P < 0.001
204


2
157
336.86
27.66
3
1008.56
QINDYVEK
1.43
P < 0.005
203


2
2967
946.42
47.25
2
1891.83
DTEEEDFHVDQVTTVK
1.43
P < 0.05
202


2
298
360.50
27.54
3
1079.48
FLENEDRR
1.41
P < 0.001
204


2
3074
1130.05
80.25
2
2259.09
GTEAAGAMFLEAIPMSIPPEVK
1.40
P < 0.05
201


2
1558
529.73
14.49
2
1058.45
EDPQGDAAQK
1.40
P < 0.001
200


2
871
438.00
50.28
5
2185.97
LYHSEAFTVNFGDTEEAKK
1.40
P < 0.01
210


2
1385
505.23
33.46
2
1009.45
QINDYVEK
1.39
P < 0.001
203


2
3022
1008.49
31.34
1
1008.49
QINDYVEK
1.39
P < 0.005
203


2
4045
992.45
40.70
1
992.45
QINDYVEK
1.36
P < 0.01
203


2
2899
888.49
35.91
1
888.49
AVLTIDEK
1.36
P < 0.005
199


2
2183
631.27
47.32
3
1891.79
DTEEEDFHVDQVTTVK
1.35
P < 0.005
202


2
1658
545.77
40.78
2
1090.53
WERPFEVK
1.35
P < 0.005
198


2
2856
852.48
31.84
1
852.48
SASLHLPK
1.34
P < 0.005
197


2
765
426.74
31.81
2
852.47
SASLHLPK
1.33
P < 0.001
196


2
2710
779.40
37.54
1
779.40
SPLFMGK
1.31
P < 0.005
195


2
1318
496.23
41.97
2
991.45
QINDYVEK
1.30
P < 0.005
203


2
942
445.93
24.24
4
1780.70
TDTSHHDQDHPTFNK
1.30
P < 0.005
194


2
572
402.22
59.19
3
1204.64
KLSSWVLLMK
1.29
P < 0.001
205


2
1320
496.72
40.68
2
992.43
QINDYVEK
1.29
P < 0.05
203


2
1621
540.25
28.98
2
1079.49
FLENEDRR
1.28
P < 0.005
204


2
402
379.85
26.44
3
1137.53
KQINDYVEK
1.28
P < 0.005
193


2
1617
539.75
26.15
2
1078.49
FLENEDRR
1.27
P < 0.001
204


2
1383
505.24
30.47
2
1009.47
QINDYVEK
1.27
P < 0.05
203


2
1806
568.79
28.87
2
1136.57
KQINDYVEK
1.27
P < 0.005
193


2
2649
753.70
80.23
3
2259.08
GTEAAGAMFLEAIPMSIPPEVK
1.26
P < 0.05
201


2
1321
496.73
43.77
2
992.45
QINDYVEK
1.26
P < 0.01
203


2
3312
508.30
52.51
2
1015.59
SVLGQLGITK
1.26
P < 0.001
192


2
1786
565.53
80.28
4
2259.10
GTEAAGAMFLEAIPMSIPPEVK
1.25
P < 0.01
201


2
11
303.15
25.22
2
605.29
VPMMK
1.25
P < 0.001
208


2
398
379.52
28.88
3
1136.54
KQINDYVEK
1.25
P < 0.005
191


2
4557
301.92
59.04
4
1204.66
KLSSWVLLMK
1.24
CountDiff
205


2
255
353.48
14.49
3
1058.42
EDPQGDAAQK
1.23
P < 0.05
200


2
1807
569.28
26.46
2
1137.55
KQINDYVEK
1.23
P < 0.005
191


2
315
364.18
40.78
3
1090.52
WERPFEVK
1.23
P < 0.05
198


2
3492
611.96
47.74
3
1833.86
VFSNGADLSGVTEEAPLK
1.21
P < 0.05
190


2
3658
686.64
59.50
3
2057.90
LYHSEAFTVNFGDTEEAK
1.21
P < 0.05
189


2
1670
547.94
80.71
3
1641.80
ITPNLAEFAFSLYR
1.21
P < 0.01
188


2
2636
750.39
34.17
1
750.39
FLEDVK
1.21
P < 0.05
187


2
4135
1204.70
59.07
1
1204.70
KLSSWVLLMK
1.20
CountDiff
205


2
1620
540.25
27.54
2
1079.49
FLENEDRR
1.19
P < 0.05
204


2
3229
459.47
57.79
4
1834.86
VFSNGADLSGVTEEAPLK
1.17
P < 0.01
190


2
1968
593.91
23.40
3
1779.71
TDTSHHDQDHPTFNK
1.17
P < 0.05
194


2
272
356.94
24.24
5
1780.67
TDTSHHDQDHPTFNK
1.16
P < 0.05
194


2
294
360.16
26.16
3
1078.46
FLENEDRR
1.16
P < 0.005
204


2
2139
624.78
46.12
2
1248.55
LGMFNIQHCK
1.16
P < 0.01
39


2
156
336.83
31.34
3
1008.47
QINDYVEK
1.15
P < 0.05
203


2
1380
504.73
31.34
2
1008.45
QINDYVEK
1.10
P < 0.01
186


2
675
416.84
46.11
3
1248.50
LGMFNIQHCK
1.09
P < 0.005
39


2
491
390.19
37.54
2
779.37
SPLFMGK
1.09
P < 0.05
195


2
929
444.72
35.91
2
888.43
AVLTIDEK
1.08
P < 0.05
199


2
3461
594.25
24.23
3
1780.73
TDTSHHDQDHPTFNK
1.06
CountDiff
194


3
3420
570.29
33.93
3
1708.85
LRTEGDGVYTLNDKK
2.53
P < 0.005
235


3
3071
1117.82
53.91
3
3351.44
VDSGNDVTDIADDGCPKPPEIAHGYVEHSVR
2.34
P < 0.001
234


3
769
427.97
33.90
4
1708.86
LRTEGDGVYTLNDKK
2.28
P < 0.005
235


3
2999
988.76
48.87
3
2964.26
LPECEADDGCPKPPEIAHGYVEHSVR
2.25
P < 0.001
233


3
1967
593.65
48.19
5
2964.22
LPECEADDGCPKPPEIAHGYVEHSVR
2.18
P < 0.05
233


3
1819
570.28
37.85
3
1708.82
LRTEGDGVYTLNDKK
2.15
P < 0.001
235


3
2609
741.82
48.89
4
2964.26
LPECEADDGCPKPPEIAHGYVEHSVR
2.04
P < 0.001
233


3
2544
720.84
33.43
2
1440.67
TEGDGVYTLNNEK
2.00
P < 0.005
41


3
1965
593.66
48.80
5
2964.27
LPECEADDGCPKPPEIAHGYVEHSVR
1.99
P < 0.005
233


3
2871
859.37
50.10
4
3434.46
AVGDKLPECEADDGCPKPPEIAHGYVEHSVR
1.89
P < 0.001
178


3
2543
720.82
37.19
2
1440.63
TEGDGVYTLNNEK
1.87
P < 0.001
41


3
2861
854.92
37.84
2
1708.83
LRTEGDGVYTLNDKK
1.82
P < 0.005
235


3
1932
587.27
9.84
1
587.27
NYYK
1.81
P < 0.05
232


3
2939
923.52
29.90
1
923.52
ILGGHLDAK
1.80
P < 0.001
231


3
2498
709.90
54.12
2
1418.79
DIAPTLTLYVGKK
1.80
P < 0.005
230


3
2995
980.48
41.32
1
980.48
VGYVSGWGR
1.76
P < 0.001
229


3
2833
838.61
53.60
4
3351.42
VDSGNDVTDIADDGCPKPPEIAHGYVEHSVR
1.74
P < 0.05
234


3
2945
930.43
41.11
2
1859.85
AVGDKLPECEAVCGKPK
1.72
P < 0.001
228


3
1160
473.60
54.15
3
1418.78
DIAPTLTLYVGKK
1.70
P < 0.005
230


3
3096
1203.63
48.75
1
1203.63
VTSIQDWVQK
1.67
P < 0.005
227


3
2564
725.33
60.53
3
2173.97
SPVGVQPILNEHTFCAGMSK
1.67
P < 0.001
226


3
2409
687.70
50.10
5
3434.47
AVGDKLPECEADDGCPKPPEIAHGYVEHSVR
1.65
P < 0.001
178


3
1218
480.89
33.41
3
1440.65
TEGDGVYTLNNEK
1.62
P < 0.01
41


3
973
449.54
49.09
3
1346.60
SCAVAEYGVYVK
1.60
P < 0.05
225


3
2772
809.37
26.61
1
809.37
DYAEVGR
1.60
P < 0.01
224


3
2595
739.35
25.15
1
739.35
NPANPVQ
1.59
P < 0.005
223


3
2473
703.36
20.10
1
703.36
VSVNER
1.58
P < 0.05
222


3
1212
480.55
35.92
3
1439.63
TEGDGVYTLNNEK
1.58
P < 0.005
41


3
2841
841.45
47.55
1
841.45
QLVEIEK
1.56
P < 0.005
221


3
2365
673.80
49.03
2
1346.59
SCAVAEYGVYVK
1.54
P < 0.01
225


3
1069
462.26
29.89
2
923.51
ILGGHLDAK
1.51
P < 0.001
231


3
709
421.22
47.56
2
841.43
QLVEIEK
1.49
P < 0.005
221


3
1646
544.00
58.85
4
2172.98
SPVGVQPILNEHTFCAGMSK
1.49
P < 0.005
226


3
2539
720.31
35.92
2
1439.61
TEGDGVYTLNNEK
1.48
P < 0.005
41


3
2541
720.34
31.82
2
1439.67
TEGDGVYTLNDKK
1.47
P < 0.005
220


3
2232
637.81
20.33
2
1274.61
HYEGSTVPEKK
1.42
P < 0.05
219


3
2985
969.63
88.71
4
3875.50
YQEDTCYGDAGSAFAVHDLEEDTWYAT-
1.41
P < 0.05
218








GILSFDK


3
2355
671.09
53.87
5
3351.42
VDSGNDVTDIADDGCPKPPEIAHGYVEHSVR
1.41
P < 0.01
234


3
3059
1087.01
58.86
2
2173.01
SPVGVQPILNEHTFCAGMSK
1.40
P < 0.05
226


3
3116
1290.72
60.13
1
1290.72
DIAPTLTLYVGK
1.39
P < 0.05
217


3
2312
656.29
36.35
2
1311.57
TEGDGVYTLNDK
1.38
P < 0.05
216


3
1850
573.76
22.69
2
1146.51
HYEGSTVPEK
1.36
P < 0.05
215


3
139
333.17
41.26
3
997.49
HTFCAGMSK
1.36
P < 0.05
214


3
3123
1346.62
48.94
1
1346.62
SCAVAEYGVYVK
1.33
P < 0.05
225


3
612
408.74
20.77
2
816.47
KQWINK
1.33
P < 0.05
213


3
565
401.87
48.75
3
1203.59
VTSIQDWVQK
1.32
P < 0.05
227


3
2123
620.62
41.12
3
1859.84
AVGDKLPECEAVCGKPK
1.31
P < 0.001
228


3
802
430.90
60.12
3
1290.68
DIAPTLTLYVGK
1.29
P < 0.05
217


3
110
327.49
41.31
3
980.45
VGYVSGWGR
1.27
P < 0.05
229


3
247
352.18
20.09
2
703.35
VSVNER
1.26
P < 0.05
212


3
2562
724.99
58.85
3
2172.95
SPVGVQPILNEHTFCAGMSK
1.23
P < 0.05
226


3
1086
465.71
41.11
4
1859.82
AVGDKLPECEAVCGKPK
1.23
P < 0.05
228


3
2266
645.85
60.13
2
1290.69
DIAPTLTLYVGK
1.22
P < 0.05
217


3
29
308.50
29.88
3
923.48
ILGGHLDAK
1.19
P < 0.05
231


3
1284
490.72
41.32
2
980.43
VGYVSGWGR
1.17
P < 0.01
229


3
4748
1311.60
36.30
1
1311.60
TEGDGVYTLNDK
1.16
CountDiff
216


3
2028
602.29
48.75
2
1203.57
VTSIQDWVQK
1.15
P < 0.05
227


4
1140
471.74
26.99
2
942.47
YTVNQCR
1.94
P < 0.05
258


4
1561
529.91
39.96
3
1587.71
RQSEDSTFYLGER
1.57
P < 0.001
257


4
2643
752.71
48.24
3
2256.11
KAEEEHLGILGPQLHADVGDK
1.52
P < 0.01
266


4
67
316.67
22.82
2
632.33
VFNPR
1.48
P < 0.005
255


4
2401
686.37
58.92
2
1371.73
GAYPLSIEPIGVR
1.47
P < 0.005
254


4
2729
788.91
79.06
2
1576.81
DLYSGLIGPLIVCR
1.45
P < 0.01
253


4
2584
735.96
56.77
3
2205.86
MHSMNGFMYGNQPGLTMCK
1.45
P < 0.05
252


4
1864
575.78
49.78
4
2300.10
KLISVDTEHSNIYLQNGPDR
1.43
P < 0.005
251


4
2748
794.36
39.93
2
1587.71
RQSEDSTFYLGER
1.41
P < 0.05
257


4
2026
602.26
35.20
2
1203.51
EYTDASFTNR
1.41
P < 0.01
250


4
2809
829.75
82.88
3
2487.23
GPEEEHLGILGPVIWAEVGDTIR
1.39
P < 0.05
249


4
2013
600.27
68.78
4
2398.06
HYYIGIIETTWDYASDHGEK
1.39
CountDiff
248


4
3802
767.38
49.80
3
2300.12
KLISVDTEHSNIYLQNGPDR
1.38
P < 0.01
251


4
1780
564.78
48.24
4
2256.10
KAEEEHLGILGPQLHADVGDK
1.37
P < 0.05
266


4
1934
587.77
39.28
2
1174.53
MYYSAVDPTK
1.36
P < 0.01
247


4
1401
509.22
31.00
2
1017.43
QYTDSTFR
1.36
P < 0.005
246


4
1536
526.27
79.07
3
1576.79
DLYSGLIGPLIVCR
1.35
P < 0.05
253


4
2666
760.36
57.82
2
1519.71
ALYLQYTDETFR
1.35
P < 0.05
245


4
2705
775.36
63.08
5
3872.77
NMATRPYSI-
1.35
P < 0.05
224








HAHGVQTESSTVTPTLPGETLTYVWK


4
2558
724.35
51.55
3
2171.03
LISVDTEHSNIYLQNGPDR
1.35
P < 0.05
243


4
2583
735.90
75.75
2
1470.79
DIASGLIGPLIICK
1.34
P < 0.05
242


4
1286
490.93
75.75
3
1470.77
DIASGLIGPLIICK
1.34
P < 0.05
242


4
2586
736.34
45.93
2
1471.67
EVGPTNADPVCLAK
1.33
P < 0.005
241


4
1397
507.70
24.45
2
1014.39
TYCSEPEK
1.33
P < 0.05
240


4
512
394.20
26.12
3
1180.58
IYHSHIDAPK
1.32
P < 0.01
239


4
1135
471.20
25.73
2
941.39
YTVNQCR
1.30
P < 0.005
258


4
1573
532.56
26.31
3
1595.66
VDKDNEDFQESNR
1.30
P < 0.05
238


4
1574
532.76
51.91
4
2128.02
AEEEHLGILGPQLHADVGDK
1.28
P < 0.05
237


4
2499
710.02
51.91
3
2128.04
AEEEHLGILGPQLHADVGDK
1.26
P < 0.05
237


4
1862
575.55
48.94
4
2299.18
KLISVDTEHSNIYLQNGPDR
1.14
CountDiff
251


4
3929
854.90
82.74
4
3416.58
QKDVDKEFYLFPTVFDENESLLLEDNIR
1.10
CountDiff
236


5
2667
760.39
23.11
1
760.39
VDSHFR
1.60
P < 0.001
259


5
409
380.69
23.09
2
760.37
VDSHFR
1.35
P < 0.05
259


6
1774
564.27
58.75
3
1690.79
VFDEFKPLVEEPQN
1.48
P < 0.05
263


6
3016
1000.59
48.12
1
1000.59
QTALVELVK
1.46
P < 0.05
262


6
293
359.82
26.81
3
1077.44
NECFLQHK
1.30
CountDiff
261


6
4758
567.28
85.77
3
1699.82
RHPYFYAPELLFF
1.11
CountDiff
260


7
2684
766.36
34.14
1
766.36
DSLEFR
2.03
P < 0.001
275


7
3139
331.85
34.23
3
993.53
KLINDYVK
1.74
CountDiff
274


7
436
383.68
34.14
2
766.35
DSLEFR
1.74
P < 0.001
275


7
3797
766.05
95.21
3
2296.13
DYNLNDILLQLGIEEAFTSK
1.72
P < 0.005
273


7
2184
631.28
57.32
3
1891.82
LYGSEAFATDFQDSAAAK
1.66
P < 0.005
272


7
2898
887.11
86.85
3
2659.31
FNRPFLMIIVPTDTQNIFFMSK
1.65
P < 0.05
271


7
129
331.52
34.08
3
992.54
KLINDYVK
1.60
P < 0.01
274


7
3623
665.58
86.85
4
2659.30
FNRPFLMIIVPTDTQNIFFMSK
1.58
P < 0.05
271


7
2968
946.43
57.21
2
1891.85
LYGSEAFATDFQDSAAAK
1.55
CountDiff
272


7
2508
711.82
54.99
2
1422.63
DEELSCTVVELK
1.55
P < 0.005
270


7
1322
496.78
34.08
2
992.55
KLINDYVK
1.53
P < 0.005
274


7
594
405.90
69.11
3
1215.68
ITLLSALVETR
1.52
P < 0.05
269


7
3544
631.62
59.32
3
1892.84
LYGSEAFATDFQDSAAAK
1.48
P < 0.01
272


7
1214
480.75
37.54
2
960.49
ADLSGITGAR
1.47
P < 0.01
264


7
323
365.54
34.44
3
1094.60
NLAVSQVVHK
1.46
P < 0.01
267


7
1984
596.97
63.89
3
1788.89
MEEVEAMLLPETLKR
1.45
P < 0.01
266


7
2061
608.35
69.09
2
1215.69
ITLLSALVETR
1.43
P < 0.01
269


7
1668
547.81
34.44
2
1094.61
NLAVSQVVHK
1.40
P < 0.05
267


7
2979
954.47
63.24
2
1907.93
AVLDVFEEGTEASAATAVK
1.36
P < 0.05
265


7
4027
960.50
37.56
1
960.50
ADLSGITGAR
1.35
CountDiff
264


8
1438
514.27
39.16
2
1027.53
TEVNVLPGAK
1.31
CountDiff
86


9
2191
631.99
78.41
3
1893.95
ENQLEVLEVSWLHGLK
1.92
P < 0.001
286


9
671
416.69
23.35
2
832.37
CAGPEAVK
1.78
P < 0.001
285


9
445
384.86
38.38
3
1152.56
ALGHLDLSGNR
1.75
P < 0.001
284


9
1950
590.33
58.67
2
1179.65
DLLLPQPDLR
1.72
P < 0.001
283


9
2383
679.68
72.68
3
2037.02
TLDLGENQLETLPPDLLR
1.70
P < 0.001
282


9
2607
740.88
74.39
4
2960.50
LQELHLSSNGLESLSPEFLRPVPQLR
1.70
P < 0.005
281


9
2808
829.35
78.18
3
2486.03
DGFDISGNPWICDQNLSDLYR
1.67
P < 0.01
280


9
600
406.72
34.62
2
812.43
GPLQLER
1.62
P < 0.001
279


9
985
450.77
38.00
2
900.53
GQTLLAVAK
1.58
P < 0.05
278


9
646
413.17
32.12
2
825.33
DCQVFR
1.55
P < 0.001
111


9
4677
740.64
73.67
4
2959.54
LQELHLSSNGLESLSPEFLRPVPQLR
1.51
CountDiff
281


9
4592
576.79
38.33
2
1152.57
ALGHLDLSGNR
1.49
P < 0.05
284


9
2712
780.76
89.68
3
2340.26
NALTGLPPGLFQASATLDTLVLK
1.46
P < 0.05
276


9
4728
1019.02
72.69
2
2037.03
TLDLGENQLETLPPDLLR
1.37
P < 0.05
282


9
4771
947.48
78.41
2
1893.95
ENQLEVLEVSWLHGLK
1.35
CountDiff
286


9
2915
900.44
37.14
1
900.44
GQTLLAVAK
1.32
P < 0.05
278


9
511
393.89
58.68
3
1179.65
DLLLPQPDLR
1.24
CountDiff
283


9
3220
450.75
39.00
2
900.49
GQTLLAVAK
1.16
CountDiff
278


9
4778
1243.52
78.23
2
2486.03
DGFDISGNPWICDQNLSDLYR
1.11
CountDiff
280


10
2870
859.12
79.89
4
3433.46
NWGLSVYADKPETTKEQLGEFYEALDC*LR
2.16
P < 0.05
295


10
654
414.20
37.69
3
1240.58
SDVVYTDWKK
1.89
P < 0.01
294


10
4066
1019.45
23.19
1
1019.45
DKCEPLEK
1.63
CountDiff
293


10
3514
620.80
37.67
2
1240.59
SDVVYTDWKK
1.63
P < 0.005
294


10
2554
723.32
59.69
2
1445.63
TYMLAFDVNDEK
1.55
P < 0.05
292


10
2720
784.61
69.90
4
3135.42
TYMLAFDVNDEKNWGLSVYADKPETTK
1.51
P < 0.001
291


10
1229
482.55
57.42
3
1445.63
TYMLAFDVNDEK
1.49
P < 0.001
292


10
429
383.18
15.73
3
1147.52
KDKCEPLEK
1.48
P < 0.005
290


10
2553
723.31
57.42
2
1445.61
TYMLAFDVNDEK
1.46
P < 0.001
292


10
2706
776.34
23.12
1
776.34
CEPLEK
1.45
P < 0.005
289


10
465
387.52
67.40
3
1160.54
WFYIASAFR
1.43
P < 0.001
97


10
3086
1160.57
67.41
1
1160.57
WFYIASAFR
1.40
P < 0.01
97


10
1408
510.23
23.19
2
1019.45
DKCEPLEK
1.39
P < 0.001
293


10
3428
574.28
15.72
2
1147.55
KDKCEPLEK
1.34
P < 0.05
288


10
2882
872.36
73.90
2
1743.71
EQLGEFYEALDCLR
1.33
P < 0.005
287


10
1901
581.92
73.90
3
1743.74
EQLGEFYEALDCLR
1.32
P < 0.001
287


10
3067
1112.51
43.25
1
1112.51
SDVVYTDWK
1.29
P < 0.05
294


10
180
340.48
23.19
3
1019.42
DKCEPLEK
1.29
P < 0.01
293


10
479
388.66
23.11
2
776.31
CEPLEK
1.21
P < 0.05
289


10
1895
580.77
67.40
2
1160.53
WFYIASAFR
1.17
P < 0.005
97


10
4079
1045.81
69.87
3
3135.41
TYMLAFDVNDEKNWGLSVYADKPETTK
1.16
CountDiff
291


11
1744
560.26
55.53
3
1678.76
FNWYVDGVEVHNAK
1.79
P < 0.05
300


11
4157
1322.65
48.52
1
1322.65
STSGGTAALGCLVK
1.68
P < 0.01
299


11
2835
839.38
54.16
2
1677.75
FNWYVDGVEVHNAK
1.68
P < 0.005
300


11
1593
535.74
59.48
4
2139.94
TPEVTCVVVDVSHEDPEVK
1.62
P < 0.05
198


11
1740
559.92
54.07
3
1677.74
FNWYVDGVEVHNAK
1.61
P < 0.005
300


11
2340
668.30
71.35
5
3337.47
SCDKTHTCPPCPAPELLGGPSVFLFPPKPK
1.56
P < 0.05
297


11
1743
560.26
56.82
3
1678.76
FNWYVDGVEVHNAK
1.54
P < 0.05
300


11
899
441.55
48.52
3
1322.63
STSGGTAALGCLVK
1.49
P < 0.05
299


11
2523
713.99
59.48
3
2139.95
TPEVTCVVVDVSHEDPEVK
1.35
P < 0.05
198


11
2820
835.42
35.66
1
835.42
DTLMISR
1.33
P < 0.05
296


11
2328
661.81
48.52
2
1322.61
STSGGTAALGCLVK
1.33
P < 0.05
299


12
1860
575.33
36.62
2
1149.65
VVAGVANALAHK
1.00
CountDiff
99


13
4206
385.22
29.34
2
769.43
VVPEGIR
1.44
P < 0.01
302


13
2049
606.29
64.08
3
1816.85
SNLDEDIIAEENIVSR
1.17
P < 0.05
301


14
1601
538.00
61.93
4
2148.98
IFFHLNAVALGDGGHYTCR
1.46
P < 0.01
306


14
808
431.73
47.11
4
1723.90
LELHVDGPPPRPQLR
1.41
P < 0.01
305


14
4039
987.48
39.95
1
987.48
CLAPLEGAR
1.38
P < 0.05
304


14
2529
717.00
61.93
3
2148.98
IFFHLNAVALGDGGHYTCR
1.37
P < 0.01
306


14
1309
494.24
39.92
2
987.47
CLAPLEGAR
1.22
P < 0.05
304


14
12
303.18
35.81
2
605.35
FALVR
1.18
P < 0.05
303


16
250
352.67
21.82
2
704.33
VEIDTK
1.61
P < 0.05
307


16
1018
456.25
59.04
3
1366.73
GSPAINVAVHVFR
1.39
P < 0.005
115


18
1680
549.94
53.10
3
1647.80
KALYLQYTDETFR
1.53
P < 0.05
311


18
2276
648.51
38.14
4
2591.02
TYC*SEPEKVDKDNEDFQESNR
1.49
P < 0.005
310


18
4103
1089.12
72.07
3
3265.34
VYPGEQYTYMLLATEEQSPGEGDGNC*VTR
1.35
P < 0.05
309


18
2086
613.26
37.16
2
1225.51
DDEEFIESNK
1.25
P < 0.05
308


19
1375
504.28
41.91
2
1007.55
IYISGMAPR
1.53
P < 0.05
313


19
1709
556.27
52.56
3
1666.79
DWHGVPGQVDAAMAGR
1.48
P < 0.01
312


19
2304
653.79
36.97
2
1306.57
GQYC*YELDEK
1.37
P < 0.005
124


19
2301
653.26
40.78
2
1305.51
GQYC*YELDEK
1.36
P < 0.05
124


19
852
436.19
36.96
3
1306.55
GQYC*YELDEK
1.32
P < 0.01
124


19
109
327.39
36.97
4
1306.54
GQYC*YELDEK
1.32
P < 0.01
124


19
4520
833.88
52.52
2
1666.75
DWHGVPGQVDAAMAGR
1.20
CountDiff
312


20
451
386.19
44.02
3
1156.55
SPAFTDLHLR
1.37
P < 0.005
315


20
453
386.23
50.27
3
1156.67
SPAFTDLHLR
1.31
P < 0.05
315


20
317
364.23
34.28
2
727.45
LAIPEGK
1.28
P < 0.005
314


21
2928
918.44
56.38
2
1835.87
QEPSQGTTTFAVTSILR
1.60
P < 0.005
319


21
4136
1213.62
44.11
1
1213.62
WLQGSQELPR
1.45
P < 0.05
318


21
2083
612.62
56.39
3
1835.84
QEPSQGTTTFAVTSILR
1.40
P < 0.005
317


21
2785
818.39
28.77
1
818.39
VAAEDWK
1.38
P < 0.05
316


22
3272
489.25
45.65
3
1465.73
SKLIC*QATGFSPR
1.68
P < 0.05
322


22
3678
695.08
54.13
4
2777.30
YAATSQVLLPSKDVMQGTDEHVVC*K
1.50
P < 0.05
321


22
684
417.84
44.18
3
1251.50
LIC*QATGFSPR
1.33
P < 0.05
320


23
4130
1183.62
101.59
2
2366.23
VPTADLEDVLPLAEDITNILSK
1.34
P < 0.05
325


23
2756
799.48
34.81
1
799.48
VLEPTLK
1.27
P < 0.05
324


23
2456
699.25
52.46
3
2095.73
SLGECCDVEDSTTCFNAK
1.25
P < 0.05
323


24
4723
998.50
66.65
2
1995.99
LAVTTHGLPCLAWASAQAK
1.12
CountDiff
326


24
2593
738.65
55.62
3
2213.93
DKLAAC*LEGNC*AEGLGTNYR
1.10
CountDiff
127


26
4781
516.26
31.65
2
1031.51
LSPLGEEMR
1.26
CountDiff
328


27
1892
580.03
74.20
4
2317.10
QSNNKYAASSYLSLTPEQWK
1.54
P < 0.05
133


27
773
428.26
35.58
2
855.51
LTVLGQPK
1.33
P < 0.05
329


27
4589
553.77
92.73
4
2212.06
ATLVCLISDFYPGAVTVAWK
1.16
CountDiff
328


27
3064
1106.55
92.76
2
2212.09
ATLVCLISDFYPGAVTVAWK
1.06
CountDiff
328


28
641
412.22
48.67
3
1234.64
LCQDLGPGAFR
1.40
P < 0.01
330


29
232
349.72
34.08
2
698.43
EVLLPK
1.42
P < 0.05
332


29
1087
465.74
55.72
2
930.47
FAFNLYR
1.30
P < 0.05
331


30
3800
766.89
40.94
2
1532.77
QKWEAEPVYVQR
1.37
P < 0.05
333


30
1752
561.24
39.93
2
1121.47
QVEGMEDWK
1.23
P < 0.05
135


31
3080
1144.48
45.56
1
1144.48
SDVMYTDWK
1.77
P < 0.005
334


31
1834
572.74
45.58
2
1144.47
SDVMYTDWK
1.46
P < 0.005
334


31
3046
1057.95
81.30
2
2114.89
EQLGEFYEALDCLCIPR
1.35
P < 0.05
136


31
2480
705.63
81.30
3
2114.87
EQLGEFYEALDCLCIPR
1.26
P < 0.05
136


32
401
379.85
30.87
3
1137.53
EQINNYVEK
1.44
P < 0.001
335


32
3418
569.28
30.85
2
1137.55
EQINNYVEK
1.34
P < 0.005
335


33
4089
1068.47
40.91
2
2135.93
VDNALQSGNSQESVTEQDSK
1.72
P < 0.001
337


33
2511
712.65
40.90
3
2135.93
VDNALQSGNSQESVTEQDSK
1.54
P < 0.001
336


34
2675
762.36
62.95
1
762.36
TQQRNN
1.35
P < 0.05
338


35
370
373.69
31.00
2
746.37
LELSQR
1.76
P < 0.05
339


36
4306
493.78
30.24
2
986.55
KQLVEIEK
1.99
P < 0.05
341


36
4514
790.89
38.17
2
1580.77
LRTEGDGVYTLNDK
1.98
P < 0.01
340


36
1548
527.59
38.18
3
1580.75
LRTEGDGVYTLNDK
1.96
P < 0.01
340


36
4336
527.92
39.48
3
1581.74
LRTEGDGVYTLNDK
1.63
P < 0.05
340


36
120
329.52
30.18
3
986.54
KQLVEIEK
1.59
P < 0.005
341


37
2976
952.40
39.38
2
1903.79
NNEGTYYSPNYNPQSR
1.45
P < 0.01
343


37
2844
844.40
60.33
3
2531.18
SVPPSASHVAPTETFTYEWTVPK
1.41
P < 0.01
342


37
2216
635.27
39.39
3
1903.79
NNEGTYYSPNYNPQSR
1.40
P < 0.05
343


37
2201
633.55
60.33
4
2531.18
SVPPSASHVAPTETFTYEWTVPK
1.02
CountDiff
342


38
1661
546.64
84.80
3
1637.90
VFAIPPSFASIFLTK
1.55
P < 0.05
344


39
3438
583.25
51.94
5
2912.22
HYTNPSQDVTVPCPVPPPPPCCHPR
1.88
P < 0.05
345


41
1718
557.79
70.85
4
2228.14
VVSVLTVLHQNWLDGKEYK
2.34
P < 0.001
346


42
2353
670.89
52.88
5
3350.42
VDSGNDVTDIADDGCPKPPEIAHGYVEHSVR
1.97
P < 0.01
234


42
2354
670.89
53.18
5
3350.42
VDSGNDVTDIADDGCPKPPEIAHGYVEHSVR
1.26
P < 0.05
234


43
2072
610.32
46.96
2
1219.63
DFTCVHQALK
1.61
P < 0.005
347


44
1279
490.27
40.13
2
979.53
LLIYGASSR
1.47
P < 0.05
348


45
711
421.57
50.27
3
1262.69
KAACLDILMLR
1.35
P < 0.05
349


46
1677
549.60
77.21
3
1646.78
DVWGIEGPIDAAFTR
1.20
P < 0.05
350


47
26
307.17
29.58
3
919.49
EDTNKWK
1.24
P < 0.05
351


48
4695
463.73
23.52
2
926.45
AVYDQSATA
1.70
P < 0.01
353


48
3596
655.36
43.34
3
1964.06
ANAGKPKDPTFIPAPIQAK
1.09
CountDiff
352


49
4479
684.35
77.89
2
1367.69
DSSTWLTAFVLK
1.18
CountDiff
354


50
1598
537.30
61.22
2
1073.59
PMPVLLMGQA
1.34
P < 0.05
355


51
2394
683.33
52.43
3
2047.97
RLYGSEAFATDFQDSAAAK
2.19
P < 0.01
146


55
800
430.81
56.63
5
2150.02
SETEIHQGFQHLHQLFAK
1.47
P < 0.01
356


55
1603
538.25
64.49
4
2149.98
SETEIHQGFQHLHQLFAK
1.06
CountDiff
356


60
4760
579.78
62.41
2
1158.55
KYFIDFVAR
1.30
CountDiff
357


63
1822
570.61
39.19
3
1709.81
EEPIPC*TAHWHFGQ
1.70
P < 0.05
358


64
1094
466.55
51.68
3
1397.63
HNLKDAGEAEEGK
1.66
P < 0.05
359


65
332
366.42
33.97
4
1462.66
GLSRTSMKPRSSR
1.45
P < 0.05
360


67
510
393.68
59.71
2
786.35
DSSYMPS
1.33
P < 0.05
361


68
1912
583.37
41.93
1
583.37
LPLIK
1.55
P < 0.001
362


69
2063
608.81
65.25
2
1216.61
IAEFAFEYAR
1.37
P < 0.005
363


69
597
406.20
65.25
3
1216.58
IAEFAFEYAR
1.12
CountDiff
363


73
540
398.86
31.96
3
1194.56
EGKLENGYRK
1.39
P < 0.005
364


76
2071
610.32
43.07
3
1828.94
PQLDLFSCMLKHRLK
1.40
P < 0.05
365


77
2536
719.68
70.47
3
2157.02
EAPTSLSQLLDNSGAPNVTIK
1.26
P < 0.05
366


78
4587
537.76
39.08
2
1074.51
KVNEKDVDK
1.45
P < 0.05
367


79
1347
500.27
40.19
2
999.53
AAYMNKER
1.09
CountDiff
163


80
4074
1028.93
54.73
2
2056.85
GQELC*ADYSENTFTEYK
1.16
P < 0.05
368


83
113
327.84
35.07
3
981.50
KNGNVANYV
2.61
P < 0.01
369


83
112
327.84
34.08
3
981.50
KNGNVANYV
2.35
P < 0.005
369


83
1283
490.71
32.04
2
980.41
KNGNVANYV
1.26
P < 0.05
369


84
2497
709.81
59.62
2
1418.61
M#PVINIEDLTEK
1.29
P < 0.05
370


85
198
343.53
54.20
3
1028.57
LGKSVVAKVK
1.38
P < 0.005
371


87
885
439.74
29.59
2
878.47
IM#KDVQK
1.20
P < 0.005
372


88
1412
510.30
54.39
2
1019.59
EEAIAVTMR
1.09
CountDiff
167


89
2127
621.31
55.34
3
1861.91
ANPGYKWC*PTTNKPVK
1.38
P < 0.05
373


89
1089
466.23
53.39
4
1861.90
ANPGYKWC*PTTNKPVK
1.26
P < 0.05
373


90
712
421.56
65.13
3
1262.66
LGDFGIRLLCVG
1.46
P < 0.005
374


90
3545
631.86
65.15
2
1262.71
LGDFGIRLLCVG
1.42
P < 0.005
374


92
1009
453.48
61.83
4
1810.90
FDDQNLRSVNGAEITM
1.75
P < 0.005
375


92
1008
453.48
63.16
4
1810.90
FDDQNLRSVNGAEITM
1.63
CountDiff
375


93
5
300.89
36.97
4
1200.54
ELDSQLNEPR
1.31
P < 0.005
376


93
557
400.85
36.97
3
1200.53
ELDSQLNEPR
1.28
P < 0.005
376


94
3038
1045.53
49.91
1
1045.53
KTTNQNVIK
1.60
P < 0.005
377


95
290
359.53
64.79
3
1076.57
LSSWVLLMK
1.17
P < 0.05
378


95
1612
538.79
64.80
2
1076.57
LSSWVLLMK
1.16
P < 0.05
378


96
175
339.91
33.97
4
1356.62
TLVITSTPASPNR
1.41
P < 0.005
379


97
395
378.87
54.20
3
1134.59
KGAAKVMVTNV
1.42
P < 0.01
380


97
1800
567.80
54.20
2
1134.59
KGAAKVMVTNV
1.41
P < 0.05
380


98
2118
619.64
70.80
3
1856.90
TEM#RNSENKNIFCVR
1.57
P < 0.05
381


100
2314
656.79
37.28
2
1312.57
TQTVECTQTGSV
1.77
P < 0.005
382


101
2642
752.32
51.69
2
1503.63
KMKEAAQRYQYA
1.81
P < 0.005
383


101
1358
501.88
51.70
3
1503.62
KMKEAAQRYQYA
1.69
P < 0.05
383


101
1359
502.22
53.13
3
1504.64
KMKEAAQRYQYA
1.15
CountDiff
383


102
1134
470.92
48.06
3
1410.74
PREEQFNSTFR
1.51
P < 0.05
384


104
2573
730.34
55.04
3
2189.00
MGPGGGKAKALGGAGSGSKGSAGGGSK
1.44
P < 0.05
385


106
2557
724.33
60.23
3
2170.97
TGNNRINITETGQLMVKDF
1.38
P < 0.05
386


107
3188
419.20
43.79
2
837.39
LELFMGK
1.34
P < 0.05
387


108
1840
573.00
57.32
4
2288.98
ELGVDQESEEGKGKTSPDKQK
1.77
P < 0.05
388


109
834
433.70
35.46
2
866.39
NANAVCDT
1.04
P < 0.05
389


115
1392
506.78
66.28
2
1012.55
MPQVFNFL
1.62
CountDiff
390


116
2865
857.43
61.84
2
1713.85
IAPQLSTEELVSLGEK
1.26
CountDiff
391


117
2206
634.01
74.34
3
1900.01
ECGKAFYSGSSLTQHQR
1.10
CountDiff
392


118
2158
626.85
57.53
2
1252.69
FVPQDVPPEPK
1.07
CountDiff
393


119
4195
359.67
43.13
2
718.33
LTLDEK
1.32
CountDiff
394


120
4701
622.28
46.24
3
1864.82
DIQMTQSPSSVSASVGDR
5.18
CountDiff
395
















TABLE 4










Identified Protein Fragments Decreased in Subjects having RA
















RA








SEQ


Marker
Fragment

R.T.



Fold
P
ID


#
#
m/z
(min.)
z
M + H
Peptide
Change
used
NO:



















1
2489
708.82
47.06
2
1416.63
SVIPSDGPSVACVK
−1.11
P < 0.05
38


1
774
428.52
47.75
3
1283.54
EGYYGYTGAFR
−1.12
P < 0.05
37


1
2324
659.78
32.05
2
1318.55
WCAVSEHEATK
−1.12
P < 0.05
36


1
1275
489.72
38.31
2
978.43
DGAGDVAFVK
−1.12
P < 0.005
35


1
1645
543.93
62.19
3
1629.77
EDPQTFYYAVAVVK
−1.13
P < 0.01
34


1
2251
642.26
47.74
2
1283.51
EGYYGYTGAFR
−1.13
P < 0.01
37


1
414
381.42
44.02
4
1522.66
LKCDEWSVNSVGK
−1.15
P < 0.05
33


1
1398
508.22
44.02
3
1522.64
LKCDEWSVNSVGK
−1.16
P < 0.001
33


1
58
315.18
16.87
2
629.35
AVGNLR
−1.16
P < 0.05
32


1
1306
493.57
62.53
3
1478.69
MYLGYEYVTAIR
−1.16
P < 0.05
31


1
2671
761.85
44.03
2
1522.69
LKCDEWSVNSVGK
−1.17
P < 0.05
33


1
1995
598.75
27.73
2
1196.49
WCALSHHER
−1.17
P < 0.01
30


1
928
444.69
10.13
2
888.37
SCHTAVGR
−1.18
P < 0.05
29


1
2732
789.38
72.33
2
1577.75
TAGWNIPMGLLYNK
−1.18
P < 0.05
28


1
1992
598.26
44.19
2
1195.51
DSGFQMNQLR
−1.18
P < 0.005
27


1
541
399.18
44.19
3
1195.52
DSGFQMNQLR
−1.18
P < 0.05
27


1
2598
739.85
62.52
2
1478.69
MYLGYEYVTAIR
−1.18
P < 0.05
31


1
3928
853.85
54.27
2
1706.69
FDEFFSEGC*APGSKK
−1.18
CountDiff
26


1
1063
461.68
31.61
2
922.35
DDTVCLAK
−1.19
P < 0.001
25


1
1478
518.97
60.75
4
2072.86
SDNCEDTPEAGYFAVAVVK
−1.20
P < 0.05
24


1
1539
526.59
72.31
3
1577.75
TAGWNIPMGLLYNK
−1.20
P < 0.05
28


1
2425
691.62
60.77
3
2072.84
SDNCEDTPEAGYFAVAVVK
−1.20
P < 0.005
24


1
1811
569.57
51.09
3
1706.69
FDEFFSEGC*APGSKK
−1.21
P < 0.05
26


1
2292
651.96
58.15
3
1953.86
NLNEKDYELLCLDGTR
−1.21
P < 0.05
23


1
2674
762.34
46.07
2
1523.67
LKCDEWSVNSVGK
−1.21
P < 0.05
33


1
1423
511.88
58.92
3
1533.62
CSTSSLLEACTFR
−1.22
P < 0.005
22


1
653
414.19
30.59
2
827.37
NPDPWAK
−1.22
P < 0.005
21


1
729
423.45
39.76
4
1690.78
DCHLAQVPSHTVVAR
−1.22
P < 0.05
20


1
2686
767.30
58.92
2
1533.59
CSTSSLLEACTFR
−1.22
P < 0.005
22


1
1773
564.27
39.76
3
1690.79
DCHLAQVPSHTVVAR
−1.24
P < 0.01
20


1
2936
922.40
31.62
1
922.40
DDTVCLAK
−1.24
P < 0.05
25


1
2922
910.37
34.12
2
1819.73
EGTCPEAPTDECKPVK
−1.25
P < 0.05
19


1
2053
607.24
34.11
3
1819.70
EGTCPEAPTDECKPVK
−1.25
P < 0.001
19


1
905
442.21
37.46
3
1324.61
KDSGFQMNQLR
−1.26
P < 0.05
18


1
3271
489.23
58.13
4
1953.90
NLNEKDYELLCLDGTR
−1.26
P < 0.05
23


1
2247
641.26
43.62
2
1281.51
CDEWSVNSVGK
−1.26
P < 0.005
17


1
744
425.54
47.59
3
1274.60
HSTIFENLANK
−1.27
P < 0.005
16


1
4461
652.30
61.93
3
1954.88
NLNEKDYELLCLDGTR
−1.27
P < 0.05
23


1
1400
508.56
46.07
3
1523.66
LKCDEWSVNSVGK
−1.28
P < 0.005
33


1
3036
1036.94
60.74
2
2072.87
SDNCEDTPEAGYFAVAVVK
−1.29
P < 0.05
24


1
2378
678.29
60.45
2
1355.57
DYELLCLDGTR
−1.29
P < 0.005
15


1
4046
992.42
69.61
3
2975.24
LCMGSGLNLCEPNNKEGYYGYTGAFR
−1.30
P < 0.05
14


1
2806
827.39
30.57
1
827.39
NPDPWAK
−1.32
P < 0.05
21


1
997
452.53
60.45
3
1355.57
DYELLCLDGTR
−1.32
P < 0.001
15


1
2693
770.83
59.06
2
1540.65
DQYELLCLDNTR
−1.33
P < 0.001
13


1
1436
514.22
59.06
3
1540.64
DQYELLCLDNTR
−1.37
P < 0.001
13


1
2092
613.81
54.09
2
1226.61
SLDGGFVYIAGK
−1.38
P < 0.001
12


1
1812
569.57
48.82
3
1706.69
FDEFFSEGC*APGSKK
−1.39
P < 0.05
26


1
2166
628.27
54.36
3
1882.79
ADRDQYELLCLDNTR
−1.40
P < 0.001
11


1
3963
898.46
55.62
1
898.46
SKEFQLF
−1.40
P < 0.05
10


1
2962
941.91
54.32
2
1882.81
ADRDQYELLCLDNTR
−1.43
P < 0.005
11


1
1138
471.46
54.37
4
1882.82
ADRDQYELLCLDNTR
−1.43
P < 0.001
11


1
1868
576.25
43.29
2
1151.49
LKCDEWSVN
−1.44
P < 0.001
9


1
622
409.54
54.10
3
1226.60
SLDGGFVYIAGK
−1.44
P < 0.01
12


1
3353
530.24
35.82
3
1588.70
KPVEEYANCHLAR
−1.45
P < 0.01
8


1
3035
1035.50
90.27
2
2069.99
EDLIWELLNQAQEHFGK
−1.50
P < 0.05
7


1
745
425.55
43.73
3
1274.63
HSTIFENLANK
−1.54
P < 0.01
16


1
2295
652.34
83.60
2
1303.67
SAGWNIPIGLLY
−1.58
P < 0.005
6


1
1022
456.75
39.14
2
912.49
YYAVAVVK
−1.63
P < 0.005
5


1
1903
582.26
46.01
2
1163.51
LYCDLPEPR
−1.64
P < 0.001
4


1
2577
732.70
66.92
3
2196.08
DAYLAPNNLKPVVAEFYGSK
−1.66
P < 0.001
3


1
977
449.73
55.53
2
898.45
SKEFQLF
−1.70
P < 0.001
10


1
2103
616.33
58.44
3
1846.97
LAPNNLKPVVAEFYGSK
−1.96
P < 0.005
2


1
1871
576.57
46.47
3
1727.69
IECVSAETTEDCIAK
−3.06
P < 0.01
1


2
2144
625.28
50.38
2
1249.55
LGMFNIQHCK
−1.15
P < 0.05
39


2
678
417.20
50.38
3
1249.58
LGMFNIQHCK
−1.18
P < 0.005
39


3
4494
720.78
38.34
2
1440.55
TEGDGVYTLNNEK
−1.17
CountDiff
41


3
1054
460.70
32.50
2
920.39
GSFPWQAK
−1.18
P < 0.05
40


4
3973
905.44
85.21
3
2714.30
HYYIAAEEIIWNYAPSGIDIFTK
−1.01
CountDiff
43


4
4732
1191.63
70.02
1
1191.63
DIFTGLIGPMK
−1.03
CountDiff
42


4
536
397.87
70.00
3
1191.59
DIFTGLIGPMK
−1.13
CountDiff
42


5
2106
616.95
66.74
3
1848.83
QFSFPLSSEPFQGSYK
−1.15
P < 0.01
63


5
1722
558.27
62.48
3
1672.79
TEHPFTVEEFVLPK
−1.21
P < 0.05
62


5
2093
614.26
44.57
2
1227.51
YDVENCLANK
−1.23
P < 0.05
61


5
2679
765.34
20.66
2
1529.67
TAQEGDHGSHVYTK
−1.24
P < 0.05
60


5
1681
550.28
51.89
2
1099.55
QTVSWAVTPK
−1.24
P < 0.05
59


5
3176
409.86
41.19
3
1227.56
YDVENCLANK
−1.25
P < 0.05
61


5
581
403.70
22.11
2
806.39
GPTQEFK
−1.25
P < 0.05
58


5
1739
559.70
33.80
4
2235.78
KYSDASDCHGEDSQAFCEK
−1.26
P < 0.05
57


5
2470
703.24
36.04
3
2107.70
YSDASDC*HGEDSQAFC*EK
−1.26
P < 0.05
56


5
2848
848.77
63.56
3
2544.29
SVSGKPQYMVLVPSLLHTETTEK
−1.26
P < 0.05
55


5
2964
942.51
67.49
2
1884.01
VSVQLEASPAFLAVPVEK
−1.26
P < 0.05
54


5
2854
850.35
64.42
3
2549.03
VYDYYETDEFAIAEYNAPCSK
−1.27
P < 0.05
53


5
2623
745.94
33.80
3
2235.80
KYSDASDCHGEDSQAFCEK
−1.27
P < 0.05
57


5
1629
540.94
29.92
3
1620.80
DNSVHWERPQKPK
−1.28
P < 0.005
52


5
1687
552.29
41.86
2
1103.57
SSGSLLNNAIK
−1.29
P < 0.05
51


5
3099
1226.53
42.46
1
1226.53
YDVENC*LANK
−1.29
P < 0.05
50


5
2701
773.39
34.13
2
1545.77
LVHVEEPHTETVR
−1.31
P < 0.01
49


5
460
387.19
34.13
4
1545.74
LVHVEEPHTETVR
−1.34
CountDiff
49


5
2358
671.85
47.89
2
1342.69
AVLPTGDVIGDSAK
−1.36
P < 0.05
48


5
2884
872.79
72.26
3
2616.35
VLLAYLTAQPAPTSEDLTSATNIVK
−1.40
P < 0.05
47


5
1452
515.93
34.11
3
1545.77
LVHVEEPHTETVR
−1.46
P < 0.005
49


5
1486
519.48
54.00
4
2074.90
MCPQLQQYEMHGPEGLR
−1.47
P < 0.05
46


5
2428
692.63
54.84
3
2075.87
MCPQLQQYEMHGPEGLR
−1.63
P < 0.001
46


5
3063
1103.60
41.87
1
1103.60
SSGSLLNNAIK
−1.69
P < 0.005
51


5
1435
513.79
43.84
2
1026.57
TVLQDVPVR
−2.05
P < 0.001
45


5
3447
587.33
55.43
2
1173.65
FTVLQDVPVR
−2.08
P < 0.05
44


6
1470
518.26
70.75
3
1552.76
RHPYFYAPELLF
−1.02
CountDiff
85


6
3722
722.81
36.79
2
1444.61
YICENQDSISSK
−1.05
CountDiff
84


6
3387
555.56
42.99
3
1664.66
YKAAFTEC*C*QAADK
−1.09
CountDiff
83


6
1858
575.28
46.40
2
1149.55
LVNEVTEFAK
−1.13
P < 0.01
82


6
2357
671.79
66.50
2
1342.57
AVMDDFAAFVEK
−1.15
P < 0.05
81


6
160
337.18
29.16
2
673.35
AWAVAR
−1.15
P < 0.05
80


6
92
323.17
24.20
2
645.33
LDELR
−1.15
P < 0.05
79


6
2389
682.34
69.00
3
2045.00
VFDEFKPLVEEPQNLIK
−1.18
P < 0.005
78


6
1353
500.84
29.65
3
1500.50
ADDKETCFAEEGK
−1.18
P < 0.05
77


6
1664
547.29
49.10
3
1639.85
KVPQVSTPTLVEVSR
−1.19
P < 0.05
76


6
1823
570.72
36.08
2
1140.43
CCTESLVNR
−1.19
P < 0.05
75


6
1425
512.02
69.00
4
2045.06
VFDEFKPLVEEPQNLIK
−1.19
P < 0.05
78


6
1277
489.94
55.46
3
1467.80
RHPDYSVVLLLR
−1.22
P < 0.005
74


6
3618
663.80
67.08
4
2652.18
LVRPEVDVMCTAFHDNEETFLK
−1.24
CountDiff
73


6
1866
575.79
44.55
2
1150.57
LVNEVTEFAK
−1.25
P < 0.05
82


6
1187
476.69
37.88
2
952.37
DLGEENFK
−1.25
P < 0.05
72


6
1031
458.51
37.01
3
1373.51
AAFTECCQAADK
−1.27
P < 0.05
71


6
3031
1023.03
69.00
2
2045.05
VFDEFKPLVEEPQNLIK
−1.29
P < 0.05
78


6
4029
967.00
63.89
2
1932.99
SLHTLFGDKLCTVATLR
−1.31
P < 0.05
70


6
2406
687.25
37.01
2
1373.49
AAFTECCQAADK
−1.31
P < 0.005
71


6
1377
504.61
52.37
3
1511.81
VPQVSTPTLVEVSR
−1.33
P < 0.01
69


6
4078
1045.39
43.22
2
2089.77
VHTECCHGDLLECADDR
−1.36
P < 0.05
68


6
1300
492.73
29.96
2
984.45
TYETTLEK
−1.36
P < 0.005
67


6
2980
956.44
58.81
2
1911.87
RPCFSALEVDETYVPK
−1.36
P < 0.05
66


6
1199
478.72
58.77
4
1911.86
RPCFSALEVDETYVPK
−1.37
P < 0.05
66


6
2998
984.48
29.93
1
984.48
TYETTLEK
−1.41
P < 0.05
67


6
2234
637.96
58.76
3
1911.86
RPCFSALEVDETYVPK
−1.42
P < 0.005
66


6
1514
523.19
43.22
4
2089.74
VHTECCHGDLLECADDR
−1.48
P < 0.001
68


6
2447
697.25
43.22
3
2089.73
VHTECCHGDLLECADDR
−1.48
P < 0.001
69


6
969
449.24
78.58
3
1345.70
FYAPELLFFAK
−1.64
P < 0.05
65


6
1115
469.24
60.31
3
1405.70
RHPYFYAPELL
−1.66
P < 0.001
64


8
2027
602.28
57.48
3
1804.82
AEDHFSVIDFNQNIR
−1.20
P < 0.05
96


8
528
396.71
24.94
2
792.41
ALYAQAR
−1.25
P < 0.05
95


8
1922
585.26
47.58
2
1169.51
SSALDMENFR
−1.27
P < 0.05
94


8
2486
708.03
62.77
3
2122.07
VVNNSPQPQNVVFDVQIPK
−1.27
P < 0.05
93


8
732
423.74
32.33
2
846.47
IYLQPGR
−1.29
P < 0.01
92


8
2745
791.92
49.76
2
1582.83
IQPSGGTNINEALLR
−1.31
P < 0.05
91


8
338
367.94
31.40
4
1468.74
AHVSFKPTVAQQR
−1.32
P < 0.05
90


8
945
446.24
22.46
2
891.47
VQSTITSR
−1.35
P < 0.005
89


8
1551
528.28
49.74
3
1582.82
IQPSGGTNINEALLR
−1.35
P < 0.005
91


8
649
413.53
23.04
3
1238.57
LSNENHGIAQR
−1.36
P < 0.01
88


8
1278
490.26
31.39
3
1468.76
AHVSFKPTVAQQR
−1.37
P < 0.01
90


8
728
423.23
50.80
2
845.45
TILDDLR
−1.43
P < 0.001
87


8
1440
514.28
37.68
2
1027.55
TEVNVLPGAK
−1.46
P < 0.005
86


10
1896
580.80
61.15
2
1160.59
WFYIASAFR
−1.23
P < 0.05
97


11
2225
636.82
63.64
4
2544.26
GFYPSDIAVEWESNGQPENNYK
−1.38
P < 0.005
98


11
2227
636.99
63.94
4
2544.94
GFYPSDIAVEWESNGQPENNYK
−16.67
P < 0.05
98


12
2603
740.33
48.76
2
1479.65
GTFATLSELHCDK
−1.14
CountDiff
105


12
1050
460.23
45.99
3
1378.67
EFTPPVQAAYQK
−1.18
P < 0.05
104


12
3032
1029.96
68.32
2
2058.91
FFESFGDLSTPDAVMGNPK
−1.39
P < 0.05
103


12
2270
647.55
62.52
4
2587.18
GTFATLSELHC*DKLHVDPENFR
−1.51
P < 0.05
102


12
2419
689.84
43.49
2
1378.67
EFTPPVQAAYQK
−1.52
P < 0.01
104


12
2405
686.97
68.34
3
2058.89
FFESFGDLSTPDAVMGNPK
−1.60
P < 0.005
103


12
878
438.88
46.08
3
1314.62
VNVDEVGGEALGR
−1.71
P < 0.05
101


12
2233
637.85
62.18
2
1274.69
LLVVYPWTQR
−1.76
P < 0.005
100


12
438
383.88
36.67
3
1149.62
VVAGVANALAHK
−1.77
P < 0.05
99


12
2319
657.82
46.12
2
1314.63
VNVDEVGGEALGR
−1.92
P < 0.001
101


12
1308
493.89
48.78
3
1479.65
GTFATLSELHCDK
−2.12
P < 0.005
105


13
866
437.71
27.44
2
874.41
QLANGVDR
−1.15
P < 0.05
107


13
863
437.24
28.51
2
873.47
QLANGVDR
−1.23
P < 0.05
107


13
325
365.70
26.66
2
730.39
TLDPER
−1.33
P < 0.05
106


15
3507
616.96
75.84
3
1848.86
EQLQDMGLVDLFSPEK
−1.24
P < 0.05
112


15
799
430.74
46.11
2
860.47
LQPLDFK
−1.25
P < 0.05
111


15
3595
655.30
46.04
2
1309.59
DDLYVSDAFHK
−1.26
P < 0.05
110


15
1410
510.24
50.55
3
1528.70
FATTFYQHLADSK
−1.27
P < 0.05
109


15
858
437.20
46.05
3
1309.58
DDLYVSDAFHK
−1.43
P < 0.01
110


15
3700
705.81
62.07
2
1410.61
DIPMNPMC*IYR
−1.47
P < 0.005
108


16
1933
587.28
43.64
5
2932.37
FVSEAGPTGTGESKCPLMVKVLDAVRGSP
−1.08
CountDiff
117


16
3502
614.53
67.64
4
2455.10
TSESGELHGLTTEEEFVEGIYK
−1.16
P < 0.05
116


16
1019
456.24
53.99
3
1366.70
GSPAINVAVHVFR
−1.26
P < 0.05
115


16
4169
1394.68
47.33
1
1394.68
AADDTWEPFASGK
−1,32
P < 0.05
114


16
2397
683.87
54.00
2
1366.73
GSPAINVAVHVFR
−1.33
P < 0.01
115


16
2450
697.80
50.88
2
1394.59
AADDTWEPFASGK
−1.35
P < 0.01
114


16
3499
613.80
58.28
4
2452.18
ALGISPFHEHAEVVFTANDSGPR
−1.38
P < 0.01
113


17
1203
479.71
24.31
2
958.41
HADPDFTR
−1.15
P < 0.05
121


17
1311
494.58
28.67
3
1481.72
IYGNQDTSSQLKK
−1.24
P < 0.05
120


17
3849
797.33
53.74
3
2389.97
MLADAPPQDPSC*C*SGALYYGSK
−1.25
P < 0.05
119


17
2375
677.33
31.71
2
1353.65
IYGNQDTSSQLK
−1.45
P < 0.005
118


18
4799
735.95
57.96
3
2205.83
MHSMNGFMYGNQPGLTMC*K
−1.09
CountDiff
122


19
4464
653.27
39.62
2
1305.53
GQYC*YELDEK
−1.26
CountDiff
124


19
1170
474.88
46.42
3
1422.62
FEDGVLDPDYPR
−1.41
P < 0.05
123


20
261
354.20
29.67
2
707.39
ANLFNK
−1.40
P < 0.05
125


20
2483
707.40
29.66
1
707.40
ANLFNK
−1.42
P < 0.05
125


24
1698
554.29
61.79
4
2214.14
DKLAAC*LEGNC*AEGLGTNYR
−1.16
P < 0.05
127


24
1255
486.74
25.94
2
972.47
YTACETAR
−1.44
P < 0.05
126


25
2634
749.85
76.06
4
2996.38
VADALTNAVAHVDDMPNALSALSDLHAHK
−1.38
P < 0.05
130


25
2148
625.71
74.52
5
3124.52
KVADALTNAVAHVDDMPNALSALSDLHAHK
−1.48
P < 0.05
129


25
2012
600.08
76.07
5
2996.37
VADALTNAVAHVDDMPNALSALSDLHAHK
−1.66
P < 0.05
130


25
1414
510.57
37.39
3
1529.69
VGAHAGEYGAEALER
−2.03
P < 0.01
128


26
2102
615.85
71.57
2
1230.69
QGLLPVLESFK
−1.29
P < 0.05
132


26
1602
538.25
64.78
3
1612.73
LLDNWDSVTSTFSK
−1.48
P < 0.05
131


27
4121
1159.05
74.07
2
2317.09
QSNNKYAASSYLSLTPEQWK
−1.09
CountDiff
133


28
3681
695.36
58.09
3
2084.06
LQQVLHAGSGPCLPHLLSR
−1.15
P < 0.05
134


30
1758
561.77
46.26
2
1122.53
QVEGMEDWK
−1.54
P < 0.005
135


32
378
375.22
32.72
2
749.43
MLSLGTK
−1.66
P < 0.001
137


33
321
365.20
21.50
2
729.39
ATGIPDR
−1.87
P < 0.05
138


34
3454
589.55
33.80
3
1766.63
EEEQQRCESLAEVNT
−1.68
P < 0.05
139


34
4248
442.41
33.78
4
1766.62
EEEQQRCESLAEVNT
−1.80
P < 0.05
139


35
2568
727.88
67.66
2
1454.75
MNQLTQELFSLK
−1.55
P < 0.01
140


38
4762
693.90
62.09
2
1386.79
NVPLPVIAELPPK
−1.22
CountDiff
142


38
807
431.73
29.49
2
862.45
VTSTLTIK
−3.58
CountDiff
141


40
2977
953.43
68.34
2
1905.85
TTPPMLDSDGSFFLYSK
−1.38
P < 0.05
144


40
2001
598.98
69.85
3
1794.92
VVSVLTVVHQDWLNGK
−1.46
CountDiff
143


40
2221
635.99
67.72
3
1905.95
TTPPMLDSDGSFFLYSK
−1.64
P < 0.05
144


42
1908
582.74
39.88
2
1164.47
LPECEAVCGK
−5.08
CountDiff
145


51
1431
513.00
52.30
4
2048.98
RLYGSEAFATDFQDSAAAK
−1.15
P < 0.05
146


52
1702
554.57
53.77
3
1661.69
EHAVEGDCDFQLLK
−1.28
P < 0.005
147


53
2625
746.29
48.62
3
2236.85
KEDSC*QLGYSAGPC*MGMTSR
−1.33
P < 0.05
148


54
1137
471.28
43.44
2
941.55
EQLTPLIK
−1.44
P < 0.05
149


56
553
400.50
25.61
3
1199.48
EQHPDMSVTR
−1.26
P < 0.05
150


57
3610
660.32
50.55
2
1319.63
AGALNSNDAFVLK
−7.09
P < 0.01
151


59
2343
668.66
68.53
3
2003.96
GSLVQASEANLQAAQDFVR
−1.19
P < 0.05
152


60
1585
534.20
53.42
3
1600.58
IASFSQNC*DIYPGK
−1.21
P < 0.05
153


61
2933
921.35
60.09
4
3682.38
CGLVPVLAENYKSQQSSDPDPNCVDRPVEGYLA
−1.28
P < 0.05
154


62
829
433.23
40.61
3
1297.67
SLEDLQLTHNK
−1.02
CountDiff
156


62
2088
613.30
50.92
2
1225.59
ISNIPDEYFK
−1.55
P < 0.001
155


66
931
445.21
60.18
2
889.41
QNGGLATVE
−1.54
P < 0.005
157


70
1614
539.25
72.38
3
1615.73
M#C*EQALGKGC*GGDSK
−1.31
P < 0.005
158


71
3662
689.69
69.01
3
2067.05
LLNLDGTC*ADSYSFVFSR
−1.34
P < 0.001
159


72
1729
558.79
42.03
2
1116.57
AGKSTFLKKH
−1.21
P < 0.01
160


72
3069
1116.60
42.02
1
1116.60
AGKSTFLKKH
−1.32
P < 0.05
160


74
4442
634.61
49.49
3
1901.81
EIVMTQSPATLSVSPGER
−1.26
P < 0.05
161


75
3442
586.29
46.40
2
1171.57
EGLCCGPSIPPV
−1.20
P < 0.05
162


79
1350
500.72
42.14
2
1000.43
AAYMNKER
−1.18
P < 0.01
163


79
3015
1000.48
42.14
1
1000.48
AAYMNKER
−1.22
P < 0.05
163


81
1342
499.55
58.16
3
1496.63
YYCFQGNQFLR
−1.23
P < 0.05
164


82
1103
467.88
38.36
3
1401.62
GGCLPPC*DGGPKSR
−1.35
P < 0.05
165


86
4438
632.30
61.38
2
1263.59
ASDDDVGENARI
−1.17
P < 0.05
166


88
4067
1019.60
54.28
1
1019.60
EEAIAVTMR
−1.27
P < 0.05
167


91
1495
520.91
39.58
3
1560.71
YNPDSGLEVLAVQR
−1.45
P < 0.05
168


95
4751
400.56
53.85
3
1199.66
IVDLVKELDR
−1.29
CountDiff
169


99
3280
494.73
36.75
4
1975.90
HKLIHTGVKSHACEQCGK
−1.19
P < 0.05
170


103
3639
671.30
61.56
3
2011.88
VFWRSSGLPHPSQAQSAR
−1.20
P < 0.05
171


105
3190
420.21
49.15
4
1677.82
GNALSVC*SRESPGSKK
−1.22
P < 0.05
172


110
3018
1000.93
62.13
4
4000.70
CLQRIVTKLQMEAGLCEEQLNQADALLQSDVRL-
−1.22
CountDiff
173








LAA


110
4159
1334.21
62.14
3
4000.61
CLQRIVTKLQMEAGLCEEQLNQADALLQSDVRL-
−1.44
CountDiff
173








LAA


111
2673
762.06
67.89
3
2284.16
IITHPNFNGNTLDNDIMLIK
−1.09
CountDiff
174


112
1269
489.00
72.92
4
1952.98
FTVDRPFLFLIYEHR
−1.06
CountDiff
175


113
4790
502.25
42.95
2
1003.49
GGSIFGLAPGK
−1.28
CountDiff
176


114
1429
512.78
45.54
2
1024.55
GQGKPPVWR
−1.17
CountDiff
111


3
4777
1145.50
50.05
3
3434.48
AVGDKLPECEADDGCPKPPEIAHGYVEHSVR
NA
CountDiff
178








Trend was neutral rather than decreased














TABLE 5










Unidentified Proteins Increased in Subjects having RA













Component

R.T.


Fold



#
m/z
(min.)
z
M + H
Change
P
















1929
585.94
56.22
3
1755.8
1.01
CountDiff


1129
470.7
39.77
2
940.39
1.02
CountDiff


3401
561.79
52.59
2
1122.57
1.02
CountDiff


423
382.54
35.58
3
1145.6
1.02
CountDiff


4779
362.87
40.15
3
1086.59
1.03
CountDiff


171
339.71
12.84
2
678.41
1.04
CountDiff


150
335.68
25.8
1
335.68
1.04
CountDiff


225
349.18
29.85
2
697.35
1.04
CountDiff


3864
805.48
51.64
1
805.48
1.05
CountDiff


2403
686.64
54.04
3
2057.9
1.05
CountDiff


4200
371.46
14.54
3
1112.36
1.06
CountDiff


3982
910.07
26.24
4
3637.26
1.06
CountDiff


54
314.22
42.28
2
627.43
1.07
P < 0.05


4667
633.32
61.28
1
633.32
1.07
CountDiff


1303
493.2
35.92
3
1477.58
1.09
CountDiff


4597
625.32
22.97
1
625.32
1.09
CountDiff


3954
883.38
73.84
2
1765.75
1.09
CountDiff


547
399.85
24.21
3
1197.53
1.09
CountDiff


1428
512.6
66.52
3
1535.78
1.1
CountDiff


4691
1152.25
84.26
4
4605.98
1.1
CountDiff


4104
1089.98
96.74
5
5445.87
1.1
CountDiff


4211
398.2
37.52
2
795.39
1.11
P < 0.05


4087
1062.43
48.57
1
1062.43
1.12
CountDiff


1457
516.26
23.89
1
516.26
1.12
CountDiff


3344
527.27
54.34
2
1053.53
1.13
P < 0.05


1055
460.71
44.94
2
920.41
1.15
P < 0.05


3659
686.97
53.57
3
2058.89
1.15
CountDiff


1754
561.26
80.75
3
1681.76
1.16
P < 0.05


219
347.71
31.81
2
694.41
1.17
P < 0.05


1235
483.74
34.29
2
966.47
1.17
CountDiff


974
449.54
51.44
3
1346.6
1.17
CountDiff


1227
482.26
39.67
2
963.51
1.17
CountDiff


4776
1093.82
57.68
3
3279.44
1.17
NA


1627
540.81
64.79
1
540.81
1.18
P < 0.005


4697
565.26
54.05
1
565.26
1.18
CountDiff


165
339.2
54.33
3
1015.58
1.19
P < 0.005


1939
588.91
52.16
3
1764.71
1.19
P < 0.05


2408
687.43
31.01
1
687.43
1.19
P < 0.05


1549
527.8
54.48
2
1054.59
1.19
P < 0.05


4614
717.34
58.75
2
1433.67
1.19
CountDiff


788
429.73
35.02
2
858.45
1.2
P < 0.05


717
422.22
23.02
2
843.43
1.2
P < 0.05


3354
530.3
54.32
2
1059.59
1.2
P < 0.05


4083
1057.41
49.26
4
4226.62
1.2
P < 0.05


3157
382.22
33.47
2
763.43
1.21
P < 0.05


205
344.91
40.1
5
1720.52
1.22
P < 0.01


36
309.68
26.8
2
618.35
1.22
P < 0.05


1111
468.74
33.42
2
936.47
1.22
P < 0.05


2658
755.34
80.21
2
1509.67
1.22
CountDiff


4634
984.81
84.96
5
4920.02
1.22
CountDiff


3413
566.78
50.07
2
1132.55
1.23
P < 0.005


1313
495.21
57.34
3
1483.61
1.23
P < 0.05


131
332.15
29.8
2
663.29
1.23
P < 0.05


3173
404.7
39.1
2
808.39
1.23
CountDiff


880
438.97
56.3
4
1752.86
1.24
P < 0.01


3462
594.57
73.89
3
1781.69
1.24
P < 0.05


890
440.2
47.63
2
879.39
1.24
P < 0.05


164
338.7
11.4
2
676.39
1.24
P < 0.05


4770
832.47
54.81
1
832.47
1.24
NA


1492
520.34
29.2
1
520.34
1.25
P < 0.05


850
436.19
50.2
3
1306.55
1.25
P < 0.05


1801
567.8
71.05
2
1134.59
1.25
P < 0.05


2916
902.47
50.72
2
1803.93
1.26
P < 0.05


1568
531.75
35.37
2
1062.49
1.26
P < 0.05


2124
621.29
42.93
2
1241.57
1.27
P < 0.05


3757
741.59
56.7
4
2963.34
1.27
CountDiff


203
344.68
25.84
2
688.35
1.28
P < 0.005


3464
596.29
27.57
2
1191.57
1.28
P < 0.005


3024
1015.6
54.32
1
1015.6
1.28
P < 0.01


1943
589.25
73.91
3
1765.73
1.28
P < 0.01


363
372.69
29.26
2
744.37
1.28
P < 0.05


2759
800.73
62.02
5
3999.62
1.28
P < 0.05


2067
609.32
30.2
1
609.32
1.28
P < 0.05


2402
686.43
34.29
1
686.43
1.29
P < 0.001


1920
584.97
56.3
3
1752.89
1.29
P < 0.005


275
357.19
33.78
3
1069.55
1.29
P < 0.005


2373
676.83
64.5
2
1352.65
1.29
P < 0.05


1228
482.27
53.95
2
963.53
1.31
P < 0.01


2203
633.77
43.97
4
2532.06
1.31
P < 0.01


3135
328.22
10.99
2
655.43
1.31
P < 0.05


1966
593.8
48.43
2
1186.59
1.31
P < 0.05


385
376.84
22.69
3
1128.5
1.31
P < 0.05


3495
613.31
70.94
2
1225.61
1.32
P < 0.005


1263
488.23
33.94
3
1462.67
1.32
P < 0.01


505
393.21
18.66
2
785.41
1.32
P < 0.01


831
433.23
37.51
2
865.45
1.32
P < 0.05


1590
535.28
12.37
1
535.28
1.32
P < 0.05


810
431.81
42.24
4
1724.22
1.32
P < 0.05


2431
693.85
47.78
2
1386.69
1.33
P < 0.01


2439
695.31
37.12
2
1389.61
1.33
P < 0.01


4649
485.24
50.32
2
969.47
1.33
P < 0.05


4569
411.2
38.23
1
411.2
1.33
P < 0.05


1725
558.5
53.76
4
2230.98
1.33
P < 0.05


4702
622.99
78.35
3
1866.95
1.33
CountDiff


984
450.72
37.19
2
900.43
1.34
P < 0.05


4469
671.36
35.72
1
671.36
1.34
P < 0.05


4679
758.83
55.08
4
3032.3
1.35
P < 0.05


4654
525.73
54.66
5
2624.62
1.35
CountDiff


3
300.17
12.05
2
599.33
1.36
P < 0.01


3607
659.82
64.34
4
2636.26
1.36
P < 0.05


1162
473.75
41.42
2
946.49
1.36
P < 0.05


2721
785.44
18.65
1
785.44
1.37
P < 0.01


4600
633.8
60.37
1
633.8
1.37
P < 0.05


1705
555.8
54.27
2
1110.59
1.38
P < 0.001


330
366.2
27.4
2
731.39
1.38
P < 0.005


118
329.17
31.91
2
657.33
1.38
P < 0.05


1946
589.59
52.25
3
1766.75
1.38
P < 0.05


3394
557.26
71.31
3
1669.76
1.38
CountDiff


3371
542.24
60.8
3
1624.7
1.39
P < 0.001


433
383.52
44.97
3
1148.54
1.39
P < 0.005


4032
973.52
45.19
1
973.52
1.39
P < 0.05


720
422.23
25.64
2
843.45
1.39
P < 0.05


1569
532
53.75
4
2124.98
1.39
P < 0.05


4633
978.46
50.37
1
978.46
1.39
CountDiff


2723
785.92
66.44
2
1570.83
1.4
P < 0.005


88
322.18
29.89
3
964.52
1.4
P < 0.01


4237
426.21
35.62
1
426.21
1.41
P < 0.001


2457
699.34
62.69
1
699.34
1.41
P < 0.05


1733
559.4
53.2
5
2792.97
1.41
P < 0.05


1704
555.78
50.1
2
1110.55
1.42
P < 0.001


48
312.83
33.43
3
936.47
1.42
P < 0.005


4323
511.28
22.86
2
1021.55
1.42
P < 0.05


1565
531.28
52.2
2
1061.55
1.43
P < 0.005


400
379.72
27.31
2
758.43
1.43
P < 0.005


1727
558.73
21.44
2
1116.45
1.43
P < 0.005


2368
674.85
64.55
2
1348.69
1.43
P < 0.005


3342
526.22
28.38
3
1576.64
1.43
P < 0.05


3541
630.96
62.7
3
1890.86
1.43
P < 0.05


4757
567.25
92.73
4
2265.98
1.43
CountDiff


4007
940.16
74.57
4
3757.62
1.44
P < 0.05


1571
532.26
48.01
3
1594.76
1.45
P < 0.01


828
433.23
40.32
2
865.45
1.45
P < 0.05


2136
624.32
51.59
3
1870.94
1.45
P < 0.05


2982
960.09
35.93
3
2878.25
1.45
CountDiff


4659
563.26
38.51
2
1125.51
1.45
CountDiff


1694
553.69
50.84
2
1106.37
1.45
CountDiff


4719
858.75
71.63
1
858.75
1.45
NA


695
419.2
27.39
2
837.39
1.46
P < 0.005


3518
623.32
51.82
3
1867.94
1.46
P < 0.05


132
332.15
16.33
2
663.29
1.46
P < 0.05


4642
1117.49
82.35
4
4466.94
1.46
P < 0.05


2949
932.52
48.7
1
932.52
1.46
CountDiff


327
366.16
39.18
3
1096.46
1.47
P < 0.01


1260
487.28
54.08
3
1459.82
1.47
P < 0.05


2130
622.82
53.25
2
1244.63
1.47
P < 0.05


4378
572.84
61.44
5
2860.17
1.47
P < 0.05


2886
876.96
56.3
2
1752.91
1.48
P < 0.005


2633
749.33
39.73
2
1497.65
1.48
CountDiff


2725
786.37
59.71
1
786.37
1.49
P < 0.005


2932
920.45
44.92
1
920.45
1.49
P < 0.005


2317
657.35
31.91
1
657.35
1.49
P < 0.005


2618
744.34
53.76
3
2231
1.49
P < 0.01


1074
463.58
47.03
5
2313.87
1.49
P < 0.01


3459
593.49
56.69
5
2963.42
1.49
P < 0.05


356
370.86
50.12
3
1110.56
1.5
P < 0.001


2697
772.04
46.84
3
2314.1
1.5
P < 0.001


4086
1061.58
52.2
1
1061.58
1.5
P < 0.001


3852
799.11
66.21
4
3193.42
1.5
P < 0.005


4524
852.86
55.21
4
3408.42
1.5
P < 0.05


2171
628.71
51.69
1
628.71
1.5
P < 0.05


3434
579.78
75.84
4
2316.1
1.5
P < 0.05


80
319.68
48.65
4
1275.7
1.5
P < 0.05


1258
487.26
45.19
2
973.51
1.51
P < 0.001


2033
602.98
49.55
3
1806.92
1.51
P < 0.005


1163
473.75
40.24
2
946.49
1.51
P < 0.005


3068
1116.01
53.76
2
2231.01
1.51
P < 0.01


2818
835.39
71.39
4
3338.54
1.51
P < 0.05


4122
1162.85
73.85
3
3486.53
1.51
P < 0.05


1276
489.73
50.37
2
978.45
1.51
P < 0.05


2391
682.49
55.25
5
3408.42
1.52
P < 0.05


365
372.72
40.29
1
372.72
1.52
P < 0.05


2592
738.79
55.32
2
1476.57
1.53
P < 0.05


3832
787.87
54.62
4
3148.46
1.53
P < 0.05


4782
589.83
31.56
2
1178.65
1.53
CountDiff


1248
485.25
49.14
2
969.49
1.54
P < 0.001


4123
1163.49
64.07
4
4650.94
1.54
P < 0.005


823
432.74
35.99
2
864.47
1.54
P < 0.01


3366
536.74
98.24
4
2143.94
1.54
P < 0.05


218
347.68
26.64
2
694.35
1.55
P < 0.05


3001
989.19
66.15
5
4941.92
1.55
P < 0.05


331
366.41
46.86
4
1462.62
1.55
P < 0.05


4632
930.97
64.08
5
4650.82
1.55
P < 0.05


531
397.2
34.11
2
793.39
1.56
P < 0.05


1301
492.88
55.24
3
1476.62
1.57
P < 0.05


3649
680.08
81.09
4
2717.3
1.57
P < 0.05


930
444.87
22.84
3
1332.59
1.57
P < 0.05


4608
671.3
54.62
1
671.3
1.57
CountDiff


3726
725.33
57.49
1
725.33
1.58
P < 0.001


4
300.7
26.26
2
600.39
1.58
P < 0.005


563
401.49
39.18
3
1202.45
1.58
P < 0.01


1537
526.29
62.08
3
1576.85
1.58
P < 0.01


2411
688.37
25.86
1
688.37
1.59
P < 0.001


1732
559.25
53.19
5
2792.22
1.59
P < 0.05


1697
554.26
52.23
3
1660.76
1.59
P < 0.05


2676
763.09
52.63
4
3049.34
1.6
P < 0.005


114
328.2
31.63
1
328.2
1.6
P < 0.05


1119
469.72
31.01
2
938.43
1.6
P < 0.05


3224
456.25
23.34
2
911.49
1.6
CountDiff


992
451.98
49.51
4
1804.9
1.61
P < 0.001


2894
883.89
52.24
2
1766.77
1.61
P < 0.05


3435
579.78
73.1
4
2316.1
1.61
P < 0.05


1848
573.57
50.13
5
2863.82
1.62
P < 0.001


4259
455.53
41.8
3
1364.57
1.62
P < 0.001


1316
495.27
40.48
2
989.53
1.62
P < 0.001


3129
311.19
33.16
2
621.37
1.62
P < 0.005


2356
671.34
38.28
1
671.34
1.62
P < 0.005


2435
694.34
58.61
3
2081
1.62
P < 0.01


3186
417.21
36.27
2
833.41
1.63
P < 0.001


2024
601.75
39.19
2
1202.49
1.63
P < 0.005


3650
680.08
82.94
4
2717.3
1.63
P < 0.005


3084
1148.98
64.5
4
4592.9
1.63
P < 0.005


3182
415.24
16
2
829.47
1.63
P < 0.01


1302
492.94
57.64
3
1476.8
1.63
P < 0.05


1971
594.06
48.62
1
594.06
1.63
P < 0.05


152
336.17
38.28
2
671.33
1.64
P < 0.005


3859
800.94
62.17
4
3200.74
1.64
CountDiff


1706
555.8
52.58
2
1110.59
1.65
P < 0.001


4228
418.72
27.67
1
418.72
1.65
P < 0.05


281
358.71
34.21
2
716.41
1.66
P < 0.001


2930
919.39
64.5
5
4592.92
1.66
P < 0.005


4664
608.94
54.61
3
1824.8
1.66
P < 0.05


722
423.02
30.9
1
423.02
1.67
P < 0.001


2073
610.66
52.64
5
3049.27
1.67
P < 0.005


3215
444.27
40.66
1
444.27
1.67
P < 0.01


4318
508.47
39.22
4
2030.86
1.67
CountDiff


4708
645.8
46.29
4
2580.18
1.67
CountDiff


2948
932.18
64.43
5
4656.87
1.7
P < 0.05


1885
579.28
46.85
4
2314.1
1.71
P < 0.001


2286
650.81
27.69
2
1300.61
1.71
P < 0.001


3892
826.39
73.75
2
1651.77
1.71
P < 0.01


3951
878.67
26.95
3
2633.99
1.71
P < 0.05


411
381.18
24.76
2
761.35
1.71
P < 0.05


4307
493.95
49.84
4
1972.78
1.71
CountDiff


2763
802.75
48.73
3
2406.23
1.72
P < 0.005


4475
681.51
73.68
4
2723.02
1.72
P < 0.05


1033
458.74
39.69
2
916.47
1.72
P < 0.05


2866
858.48
35.02
1
858.48
1.74
P < 0.001


4575
442.72
39.02
4
1767.86
1.75
P < 0.01


4295
484.76
46.41
2
968.51
1.76
P < 0.05


3566
639.49
66.22
5
3193.42
1.77
P < 0.001


2069
609.79
71.58
2
1218.57
1.77
P < 0.001


462
387.21
26.79
2
773.41
1.78
P < 0.001


1784
565.27
79.16
4
2258.06
1.78
P < 0.001


1487
519.74
46.69
2
1038.47
1.83
P < 0.05


15
304.5
23.36
3
911.48
1.85
P < 0.05


967
448.75
39.11
2
896.49
1.88
P < 0.05


3617
663.26
67.78
4
2650.02
1.89
P < 0.05


2887
878.41
56.31
2
1755.81
1.89
NA


1841
573.24
50.05
5
2862.17
1.92
P < 0.05


2189
631.96
59.7
3
1893.86
1.93
P < 0.01


3138
330.18
30.36
2
659.35
1.93
P < 0.05


2616
744.34
62.03
3
2231
1.96
P < 0.01


507
393.55
31.7
3
1178.63
2.03
P < 0.01


4386
583.08
52.02
5
2911.37
2.05
P < 0.01


2076
611.31
25.89
1
611.31
2.08
CountDiff


3066
1110.59
50.12
1
1110.59
2.1
P < 0.001
















TABLE 6










Unidentified Proteins Decreased in Subjects having RA













Component

R.T.


Fold



#
m/z
(min.)
z
M + H
Change
P
















318
364.95
23.48
5
1820.72
−1
CountDiff


1241
484.26
54.27
2
967.51
−1.01
CountDiff


3903
837.4
27.47
1
837.4
−1.01
CountDiff


83
320.78
31.6
3
960.32
−1.02
CountDiff


3661
689.29
60.49
2
1377.57
−1.06
CountDiff


3690
700.02
64.51
3
2098.04
−1.08
CountDiff


3932
857.36
47.86
1
857.36
−1.08
CountDiff


4115
1131.12
57.28
3
3391.34
−1.08
CountDiff


551
400.19
15.89
2
799.37
−1.09
CountDiff


4071
1025.1
59.01
3
3073.28
−1.09
CountDiff


2504
710.85
47.1
1
710.85
−1.1
P < 0.01


4747
1116.4
39.7
5
5577.97
−1.1
CountDiff


3230
459.86
60.4
3
1377.56
−1.1
CountDiff


1139
471.73
42.23
2
942.45
−1.11
P < 0.05


4025
958.73
90.27
3
2874.17
−1.11
CountDiff


2653
754.33
68.05
3
2260.97
−1.12
CountDiff


602
407.26
42.79
1
407.26
−1.13
P < 0.01


3677
695.01
68.99
3
2083.01
−1.13
CountDiff


3599
655.95
58.61
3
1965.83
−1.13
CountDiff


2209
634.34
67.94
3
1901
−1.13
CountDiff


756
426.2
46.65
3
1276.58
−1.14
P < 0.01


2410
687.82
51.52
2
1374.63
−1.14
P < 0.05


4446
638.34
62.21
3
1913
−1.14
CountDiff


274
357.18
27.64
2
713.35
−1.15
P < 0.05


3161
394.68
42.76
1
394.68
−1.15
P < 0.05


4743
656.85
60.16
2
1312.69
−1.15
CountDiff


4132
1186.96
69.82
4
4744.82
−1.16
P < 0.005


2014
600.28
44.19
1
600.28
−1.16
P < 0.01


2167
628.31
42.75
2
1255.61
−1.16
P < 0.05


1005
453.26
55.38
1
453.26
−1.16
CountDiff


209
346.13
47.08
3
1036.37
−1.17
P < 0.01


1833
572.73
36.07
1
572.73
−1.17
P < 0.05


896
441.17
47.81
3
1321.49
−1.18
P < 0.005


3637
670.83
56.54
2
1340.65
−1.18
P < 0.05


1791
566.28
63.12
3
1696.82
−1.18
P < 0.05


3352
529.91
34.65
3
1587.71
−1.18
P < 0.05


3319
514.72
44.77
4
2055.86
−1.18
P < 0.05


3547
632.27
60.49
4
2526.06
−1.18
CountDiff


2690
769.43
34.83
1
769.43
−1.18
CountDiff


1553
528.46
60.79
4
2110.82
−1.19
P < 0.01


1622
540.27
52.88
3
1618.79
−1.19
P < 0.01


2041
605.28
60.14
2
1209.55
−1.19
CountDiff


3185
416.25
29.14
1
416.25
−1.2
P < 0.001


781
429.21
45.22
3
1285.61
−1.2
P < 0.01


3743
737.28
60.1
5
3682.37
−1.2
P < 0.01


639
411.83
44.17
3
1233.47
−1.2
P < 0.05


1888
579.7
10.11
2
1158.39
−1.2
P < 0.05


1616
539.52
53.43
3
1616.54
−1.2
P < 0.05


3814
778.32
58.9
2
1555.63
−1.2
P < 0.05


705
420.2
46.68
3
1258.58
−1.21
P < 0.001


2242
638.81
46.68
2
1276.61
−1.21
P < 0.005


361
372.17
53.7
2
743.33
−1.21
P < 0.01


1684
551.26
62.19
3
1651.76
−1.21
P < 0.05


2644
752.77
29.66
2
1504.53
−1.21
P < 0.05


3653
682.8
66.48
2
1364.59
−1.21
P < 0.05


2476
704.3
60.83
3
2110.88
−1.21
P < 0.05


3302
503.27
62.28
2
1005.53
−1.21
CountDiff


822
432.54
41.74
3
1295.6
−1.22
P < 0.001


933
445.22
25.58
2
889.43
−1.22
P < 0.05


3196
422.24
41.17
2
843.47
−1.22
P < 0.05


3282
497.2
26.65
2
993.39
−1.22
P < 0.05


1037
459.26
16.88
1
459.26
−1.23
P < 0.001


1526
524.78
52.11
2
1048.55
−1.23
P < 0.005


412
381.2
37.13
2
761.39
−1.23
P < 0.05


1886
579.3
39.98
1
579.3
−1.23
CountDiff


1803
568.34
28.91
1
568.34
−1.24
P < 0.05


2321
659.29
38.31
2
1317.57
−1.24
P < 0.05


2150
625.79
51.25
2
1250.57
−1.25
P < 0.005


2454
698.96
60.79
3
2094.86
−1.25
P < 0.05


30
308.65
23.12
2
616.29
−1.25
P < 0.05


3786
758.81
61.48
4
3032.22
−1.25
P < 0.05


708
420.69
39.39
2
840.37
−1.26
P < 0.005


3528
627.76
31.87
2
1254.51
−1.26
P < 0.05


2627
746.39
54.08
2
1491.77
−1.26
P < 0.05


4315
504.3
59.03
1
504.3
−1.26
CountDiff


3847
796.32
63.29
2
1591.63
−1.27
P < 0.01


3993
926.85
60.09
4
3704.38
−1.27
P < 0.01


3559
636.29
50.39
2
1271.57
−1.27
P < 0.05


1865
575.79
48.26
2
1150.57
−1.27
P < 0.05


2346
669.35
52.81
1
669.35
−1.27
CountDiff


4720
868.39
95.83
3
2603.15
−1.28
P < 0.01


1339
499.17
30.18
3
1495.49
−1.28
P < 0.05


544
399.5
29.97
3
1196.48
−1.28
P < 0.05


3093
1181.18
69.83
4
4721.7
−1.28
P < 0.05


3231
460.86
66.48
3
1380.56
−1.29
P < 0.001


1523
524.53
58.91
3
1571.57
−1.29
P < 0.001


1343
499.71
41.52
4
1995.82
−1.29
P < 0.001


1582
533.92
72.35
3
1599.74
−1.29
P < 0.005


956
447.55
56.59
3
1340.63
−1.29
P < 0.01


2228
637.29
57.29
3
1909.85
−1.29
P < 0.05


569
402.18
39.56
4
1605.7
−1.29
P < 0.05


3460
593.86
46.52
3
1779.56
−1.29
P < 0.05


734
424.2
27.4
2
847.39
−1.29
NA


3247
471.16
36.96
3
1411.46
−1.3
P < 0.005


3385
554.64
49.15
3
1661.9
−1.3
P < 0.005


2207
634.28
52.68
3
1900.82
−1.3
P < 0.005


1471
518.28
55.64
2
1035.55
−1.3
P < 0.01


3513
620.49
38
4
2478.94
−1.3
P < 0.01


2601
739.98
67.12
3
2217.92
−1.3
P < 0.05


1388
505.74
46.01
2
1010.47
−1.31
P < 0.005


1676
549.26
52.42
2
1097.51
−1.32
P < 0.005


1416
510.6
62.03
3
1529.78
−1.32
P < 0.01


4393
588.07
60.25
5
2936.32
−1.32
CountDiff


4273
467.51
49.21
3
1400.51
−1.32
CountDiff


1949
589.9
46.06
3
1767.68
−1.33
P < 0.001


979
450.21
41.32
2
899.41
−1.33
P < 0.005


1619
539.94
50.88
3
1617.8
−1.34
P < 0.005


1083
465.18
60.43
3
1393.52
−1.34
P < 0.005


4268
463.71
31.67
1
463.71
−1.34
P < 0.005


948
446.57
45.93
3
1337.69
−1.34
P < 0.005


2492
709.28
60.78
1
709.28
−1.34
P < 0.01


623
409.65
11.88
2
818.29
−1.34
P < 0.05


3922
848.59
57.28
4
3391.34
−1.34
P < 0.05


922
444.2
46.5
4
1773.78
−1.34
P < 0.05


1893
580.27
37.89
2
1159.53
−1.35
P < 0.005


3375
543.28
41.64
2
1085.55
−1.35
P < 0.01


1459
516.76
36.71
2
1032.51
−1.35
P < 0.05


1219
480.95
54.37
4
1920.78
−1.36
P < 0.001


1501
521.5
69.02
4
2082.98
−1.36
P < 0.001


3028
1022.75
58.92
3
3066.23
−1.36
P < 0.05


3379
547.79
41.79
2
1094.57
−1.36
P < 0.05


2175
629.28
36.79
1
629.28
−1.36
P < 0.05


1480
519.21
58.92
3
1555.61
−1.37
P < 0.001


2386
681.32
59.85
1
681.32
−1.37
P < 0.01


1545
527.57
48.59
3
1580.69
−1.37
P < 0.05


2135
624.28
66.75
3
1870.82
−1.37
P < 0.05


1583
533.97
50.62
4
2132.86
−1.38
P < 0.01


468
387.71
36
4
1547.82
−1.38
P < 0.05


1500
521.32
49.35
1
521.32
−1.39
P < 0.05


2687
768.41
65.45
1
768.41
−1.39
P < 0.05


4507
745.7
38.35
2
1490.39
−1.39
P < 0.05


3813
777.73
29.64
2
1554.45
−1.39
P < 0.05


534
397.65
23.95
2
794.29
−1.4
P < 0.005


3916
845.86
64.65
2
1690.71
−1.41
P < 0.05


333
366.68
25.31
2
732.35
−1.42
P < 0.005


4233
421.68
62.22
4
1683.7
−1.42
P < 0.05


4522
842.36
62.23
2
1683.71
−1.43
P < 0.005


4715
729.06
70.36
4
2913.22
−1.43
P < 0.01


4515
797.8
58.98
2
1594.59
−1.44
P < 0.005


1623
540.27
51.25
3
1618.79
−1.46
P < 0.001


2412
688.74
34.24
2
1376.47
−1.48
P < 0.01


1682
550.32
46.09
1
550.32
−1.48
P < 0.05


4485
715.23
43.15
3
2143.67
−1.48
P < 0.05


2066
609.3
48.71
1
609.3
−1.48
P < 0.05


4451
644.3
44.82
3
1930.88
−1.49
P < 0.05


4454
646.63
57.7
3
1937.87
−1.5
P < 0.05


3152
356.5
55.62
3
1067.48
−1.5
P < 0.05


1028
458.22
33.59
1
458.22
−1.51
P < 0.001


3357
532.2
59.04
3
1594.58
−1.51
P < 0.05


351
369.71
35.73
2
738.41
−1.52
P < 0.05


2413
688.78
34.81
2
1376.55
−1.53
NA


811
431.88
36.99
3
1293.62
−1.54
P < 0.05


1513
522.95
51.24
3
1566.83
−1.55
P < 0.01


1013
454.73
42.15
2
908.45
−1.56
P < 0.005


683
417.7
28.98
2
834.39
−1.56
P < 0.005


919
444.19
34.05
2
887.37
−1.56
P < 0.05


790
429.85
50.45
3
1287.53
−1.57
P < 0.05


3360
534.26
55.63
2
1067.51
−1.58
P < 0.05


2020
601.27
54.07
2
1201.53
−1.58
P < 0.05


2485
707.8
68.94
2
1414.59
−1.59
P < 0.05


246
352.14
42.14
3
1054.4
−1.59
P < 0.05


1208
480.23
52.23
2
959.45
−1.59
P < 0.05


1324
496.9
53.03
3
1488.68
−1.59
P < 0.05


1557
529.28
47.26
2
1057.55
−1.61
P < 0.005


606
407.7
29.3
2
814.39
−1.61
P < 0.05


4126
1176.92
73.99
4
4704.66
−1.62
P < 0.001


1179
475.74
51.59
2
950.47
−1.63
P < 0.05


1145
472.47
41.83
4
1886.86
−1.66
P < 0.05


2648
753.26
51.11
2
1505.51
−1.7
P < 0.005


891
440.21
53.63
2
879.41
−1.71
P < 0.005


3365
536.68
43.17
4
2143.7
−1.73
P < 0.05


4238
429.67
53.75
4
1715.66
−1.75
P < 0.005


1330
497.77
46.04
2
994.53
−1.78
CountDiff


2341
668.33
54.87
1
668.33
−1.83
P < 0.001


147
334.66
54.92
2
668.31
−1.83
CountDiff


1595
536.27
58.54
2
1071.53
−1.85
P < 0.005


276
357.2
31.12
2
713.39
−1.85
P < 0.05


4329
519.55
56.49
3
1556.63
−1.86
P < 0.05


989
451.69
31.31
2
902.37
−1.89
CountDiff


4187
344.8
38.35
3
1032.38
−1.95
P < 0.05


4328
517.71
41.31
2
1034.41
−1.96
P < 0.05


3263
483.45
44.81
4
1930.78
−1.99
P < 0.05


3953
882.4
47.02
2
1763.79
−2
P < 0.01


1566
531.71
48.59
2
1062.41
−2.02
P < 0.001


4327
516.7
38.34
2
1032.39
−2.03
P < 0.05


3523
625.23
34.1
3
1873.67
−2.04
P < 0.005


625
409.71
35.09
2
818.41
−2.05
P < 0.001


2395
683.33
64.51
1
683.33
−2.07
P < 0.001


1097
466.75
48.7
2
932.49
−2.08
P < 0.005


189
342.16
64.49
2
683.31
−2.13
P < 0.005


484
389.22
34.35
2
777.43
−2.13
P < 0.01


4172
301.12
46.02
2
601.23
−2.28
P < 0.05


4179
323.14
48.38
2
645.27
−2.32
P < 0.01


2819
835.38
71.65
4
3338.5
−2.32
P < 0.05


373
373.74
75.12
2
746.47
−2.47
P < 0.001
















TABLE 7










Cell Populations Increased in Subjects having RA





















Effect


Study
General Cell Type
Assay
Cell Population
Property
p
adjp
Size

















Study2
B cell subset
CD69_CD71_CD20
CD20pCD69p/CD20p
RATIO
0.034
1
0.2562762


Study 1
B Cell subset
CD69_CD71_CD20v4
CD20pCD71p/CD20p
RATIO
0.000028
0.017111
0.9447959


Study2
CD4 T Cell subset
CD26_CD4_CD3
CD3pCD4pCD26p/CD3pCD4p
RATIO
<0.001
0.594
0.7056072


Study2
CD4 T Cell subset
CD101_CD14_CD4
CD4pCD14nCD101p
COUNT
<0.001
0.471
0.6725686


Study2
CD4 T Cell subset
CD101_CD14_CD4
CD4pCD14nCD101p/CD4pCD14n
RATIO
<0.001
0.012
0.8145183


Study2
CD4 T Cell subset
CD25_CD14_CD4
CD4pCD14nCD25p/CD4pCD14n
RATIO
0.027
1
0.4226701


Study2
CD4 T Cell subset
CD38_CD14_CD4
CD4pCD14nCD38p/CD4pCD14n
RATIO
0.015
1
0.5438194


Study2
CD4 T Cell subset
CD71_CD14_CD4
CD4pCD14nCD71p
COUNT
0.004
1
0.4125228


Study2
CD4 T Cell subset
CD71_CD14_CD4
CD4pCD14nCD71p/CD4pCD14n
RATIO
0.002
1
0.3309689


Study 1
CD4 T Cell subset
CD45RB_CD27_CD4v3
CD4pCD27pCD45RBp
COUNT
0.009331
1.000000
0.4183194


Study2
CD4 T Cell subset
CD28_CD45RA_CD4
CD4pCD28pCD45RAp/CD4p
RATIO
0.006
1
0.5449754


Study2
CD4 T Cell subset
CD62L_CD45RA_CD4
CD4pCD45RApCD62Lp/CD4p
RATIO
0.022
1
0.4697498


Study2
CD4 T Cells
CD4_CD8_CD3
CD4 T cells/T cells
RATIO
<0.001
0.027
0.8437971


Study 1
CD4 T Cells
AVERAGE
CD4 T cells/T cells
RATIO
0.000002
0.001481
0.8474299


Study2
CD8 T Cell subset
CD57_CD6_CD8
CD6pCD8pCD57p/CD6pCD8p
RATIO
0.012
1
0.4859035


Study2
CD8 T Cell subset
CD26_CD7_CD8
CD7pCD8pCD26p/CD7pCD8p
RATIO
0.026
1
0.4544495


Study2
CD8 T Cell subset
CD38_CD20_CD8
CD8pCD20nCD38p/CD8pCD20n
RATIO
0.002
1
0.710085


Study 1
CD8 T cell subset
CD95_CD20_CD8v3
CD8pCD20nCD95p/CD8pCD20n
RATIO
0.037409
1.000000
0.3435766


Study 1
CD8 T cell subset
CD69_CD25_CD8v9
CD8pCD25p/CD8p
RATIO
0.011157
1.000000
0.4500325


Study2
CD8 T Cell subset
CD69_CD25_CD8
CD8pCD25p/CD8p
RATIO
0.018
1
0.5885806


Study2
CD8 T Cell subset
CD28_CD62L_CD8
CD8pCD28nCD62Lp/CD8p
RATIO
0.027
1
0.2799138


Study2
CD8 T Cell subset
CD28_CD62L_CD8
CD8pCD28pCD62Lp/CD8p
RATIO
0.023
1
0.3682324


Study2
CD8 T Cell subset
CD161_CD45RA_CD8
CD8pCD45RApCD161p/CD8p
RATIO
0.034
1
0.3000852


Study2
CD8 T Cell subset
CD60_CD45RA_CD8
CD8pCD45RApCD60p/CD8p
RATIO
0.046
1
0.3834613


Study2
CD8 T Cell subset
CD62L_CD45RA_CD8
CD8pCD45RApCD62Lp/CD8p
RATIO
0.023
1
0.5056861


Study 1
CD8 T cell subset
CD71_CD57_CD8v7
CD8pCD57p/CD8p
RATIO
0.023666
1.000000
0.4121008


Study2
CD8 T Cell subset
CD69_CD25_CD8
CD8pCD69p/CD8p
RATIO
0.004
1
0.5096072


Study2
CD8 T Cell subset
CD71_CD57_CD8
CD8pCD71p/CD8p
RATIO
<0.001
0.225
0.5837997


Study 1
Eosinophils
AVERAGE
Eosinophils
COUNT
0.049423
1.000000
0.2972259


Study 1
Ganulocytes
AVERAGE
Granulocytes/WBC
RATIO
0.002313
1.000000
0.5760901


Study 1
Ganulocytes subset
CD52_CD66b_CD16v10
CD16pCD66bpCD52n
COUNT
0.000839
0.490015
0.6358233


Study 1
Granulocyet subset
CD89_CD15_CD14v13
CD14nCD15pCD89p
COUNT
0.010515
1.000000
0.4998616


Study2
Granulocyte
CD45_CD14_CD16
CD14nCD16pCD45p/CD45p
RATIO
<0.001
0.159
0.6611517


Study2
Granulocyte subset
CD32_CD11b_CD16
CD11bpCD16p
COUNT
<0.001
0.522
0.6897164


Study2
Granulocyte subset
CD32_CD11b_CD16
CD11bpCD16pCD32p
COUNT
<0.001
0.314
0.7209454


Study2
Granulocyte subset
CD89_CD15_CD14
CD14nCD15pCD89p
COUNT
0.004
1
0.606532


Study 1
Granulocyte subset
CD64_CD14_CD16v11
CD14nCD16pCD64n
COUNT
0.004652
1.000000
0.5420431


Study2
Granulocyte subset
CD44_CD18_CD16
CD16pCD18pCD44p
COUNT
0.002
0.832
0.662342


Study 1
Granulocytes
AVERAGE
Granulocytes
COUNT
0.003999
1.000000
0.5622894


Study2
Granulocytes
CD45_CD14_CD16
Granulocytes
COUNT
<0.001
0.417
0.6978234


Study2
Leukocytes
CD45_CD14_CD16
CD45p
COUNT
0.005
1
0.5891922


Study 1
Leukocytes
AVERAGE
WBC
COUNT
0.022359
1.000000
0.4339659


Study 1
Monocyte subset
CCR5_CD60_CD14v9
CCR5nCD14pCD60n
COUNT
0.000018
0.011226
0.8008547


Study2
Monocyte subset
CD89_CD15_CD14
CD14pCD15n
COUNT
0.02
1
0.4712457


Study2
Monocyte subset
CD89_CD15_CD14
CD14pCD15nCD89p
COUNT
0.023
1
0.3803188


Study 1
Monocyte subset
CD89_CD15_CD14v13
CD14pCD15nCD89p
COUNT
0.000067
0.040736
0.7798395


Study 1
Monocyte subset
CD119_CD14_CD16v6
CD14pCD16nCD119n
COUNT
0.002333
1.000000
0.5632859


Study2
Monocyte subset
CD64_CD14_CD16
CD14pCD16nCD64p
COUNT
0.033
1
0.4669147


Study2
Monocyte subset
CD40_CD14_CD20
CD14pCD20nCD40n/CD14pCD20n
RATIO
0.003
1
0.6391118


Study 1
Monocyte subset
CD62L_CD14_CD20v7
CD14pCD20nCD62Ln
COUNT
0.000349
0.206385
0.7185618


Study2
Monocyte subset
HLADP_CD14_CD20
CD14pCD20nDPn
COUNT
0.006
1
0.5451047


Study2
Monocyte subset
HLADQ_CD14_CD20
CD14pCD20nDQn
COUNT
<0.001
0.199
0.8248779


Study2
Monocyte subset
HLADQ_CD14_CD20
CD14pCD20nDQt
COUNT
0.017
1
0.4817503


Study2
Monocyte subset
HLADR4_CD14_CD20
CD14pCD20nDR4n
COUNT
<0.001
0.214
0.6198077


Study2
Monocyte subset
HLADR_CD14_CD20
CD14pCD20nDRn
COUNT
<0.001
0.706
0.5486261


Study 1
Monocyte subset
HLADP_CD14_CD20v8
CD14pCD20nHLADPn
COUNT
0.000496
0.290933
0.7591109


Study 1
Monocyte subset
HLADQ_CD14_CD20v8
CD14pCD20nHLADQn
COUNT
0.001188
0.686415
0.7638421


Study 1
Monocyte subset
HLADR_CD14_CD20v9
CD14pCD20nHLADRp
COUNT
0.000187
0.111461
0.6868374


Study 1
Monocyte subset
HLAPAN_CD14_CD20v7
CD14pCD20nHLAPANp
COUNT
0.000012
0.007617
0.8128984


Study2
Monocyte subset
HLAPAN_CD14_CD20
CD14pCD20nPANt
COUNT
0.044
1
0.4641527


Study2
Monocyte subset
CCR5_CD60_CD14
CD14pCD60n
COUNT
0.014
1
0.5367433


Study 1
Monocyte subset
TLR4_CD33_CD20v2
CD20nCD33pTLR4p/CD20nCD33p
RATIO
0.001021
0.593409
0.3967629


Study 1
Monocyte subset
CD54_CD14_CD3v10
CD3nCD14pCD54n
COUNT
0.005090
1.000000
0.5809295


Study 1
Monocyte subset
CD54_CD14_CD3v10
CD3nCD14pCD54p
COUNT
0.036752
1.000000
0.4551894


Study2
Monocyte subset
CD26_CD4_CD3
CD3pCD4pCD26p
COUNT
0.015
1
0.2978743


Study 1
Monocyte subset
CD101_CD14_CD4v3
CD4pnCD14pCD101n
COUNT
0.000073
0.043861
0.7771187


Study2
Monocyte subset
CD33_CD14_CD4
CD4pnCD14pCD33p
COUNT
0.02
1
0.4861742


Study 1
Monocyte subset
CD38_CD14_CD4v10
CD4pnCD14pCD38n
COUNT
0.044678
1.000000
0.4373296


Study 1
Monocyte subset
CD38_CD14_CD4v10
CD4pnCD14pCD38p
COUNT
0.015898
1.000000
0.5011491


Study 1
Monocyte subset
CD86_CD14_CD4v6
CD4pnCD14pCD86n
COUNT
0.000042
0.025753
0.784163


Study2
Monocyte subset
CD95_CD4_CD14
CD4pnCD14pCD95t
COUNT
0.014
1
0.572237


Study2
Monocytes
CD45_CD14_CD16
CD14pCD16nCD45p
COUNT
0.028
1
0.3914396


Study 1
Monocytes
CD64_CD14_CD16v11
CD14pCD16nCD64p
COUNT
0.000015
0.008968
0.8132311


Study2
Monocytes
CD40_CD14_CD20
CD14pCD20nCD40n
COUNT
<0.001
0.301
0.7881695


Study 1
Monocytes
AVERAGE
Monocytes
COUNT
0.000003
0.001611
0.8927377


Study 1
Monocytes
AVERAGE
Monocytes/WBC
RATIO
0.000861
0.502040
0.6049538


Study 1
Neutrophils
CD32_CD11b_CD16v4
CD11bpCD16n
COUNT
0.000003
0.001626
0.5854824


Study 1
Neutrophils
AVERAGE
Neutrophils
COUNT
0.012507
1.000000
0.4841396


Study 1
Neutrophils
AVERAGE
Neutrophils/WBC
RATIO
0.010949
1.000000
0.3581328


Study 1
NK cell subset
CD161_CD56_CD3v2
CD3nCD56pCD161n
COUNT
0.002574
1.000000
0.5537043


Study 1
Other
CD52_CD66b_CD16v10
CD16nCD66bpCD52p
COUNT
0.039894
1.000000
0.423507


Study2
T cell subset
TCRab_TCRgd_CD3
CD3pTCRabp/CD3pTCRgdp
RATIO
0.031
1
0.2495411


Study 1
T Cell subset
AVERAGE
CD4 T cells/CD8 T cells
RATIO
0.000000
0.000125
0.9125348


Study2
T Cells subset
CD4_CD8_CD3
CD3pCD4p/CD3pCD8p
RATIO
<0.001
0.011
0.739175
















TABLE 8










Cell Populations Decreased in Subjects having RA





















Effect


Study
General Cell Type
Assay
Cell Population
Property
P
adjp
Size

















Study 1
B cell subset
CD38_CD20_CD8v8
CD8nCD20pCD38p
COUNT
0.002862
1.000000
0.3682915


Study 1
B cell subset
CD62L_CD14_CD20v7
CD14nCD20pCD62Lp
COUNT
0.028677
1.000000
0.3458029


Study2
B cell subset
CD95_CD20_CD8
CD8nCD20pCD95p/
RATIO
0.044
1
0.5172224





CD8nCD20p


Study 1
CD4 T Cell subset
CCR5_CD60_CD4v8
CCR5pCD4pCD60n
COUNT
0.039289
1.000000
0.143363


Study2
CD4 T Cell subset
CCR5_CD60_CD4
CCR5pCD4pCD60n
COUNT
<0.001
0.484
0.6594824


Study2
CD4 T Cell subset
CCR5_CD60_CD4
CCR5pCD4pCD60p
COUNT
0.02
1
0.6180808


Study 1
CD4 T Cell subset
CCR5_CD60_CD4v8
CCR5pCD4pCD60p
COUNT
0.000003
0.001971
0.8299302


Study2
CD4 T Cell subset
CCR5_CD60_CD4
CCR5pCD4pCD60p/
RATIO
0.044
1
0.5271522





CD4pCD60p


Study2
CD4 T Cell subset
CD26_CD4_CD3
CD3pCD4nCD26p
COUNT
<0.001
0.582
0.6011615


Study2
CD4 T Cell subset
CD71_CD14_CD4
CD4pCD14nCD71n
INTENSITY2
0.037
1
0.2079245


Study 1
CD4 T Cell subset
CD45RB_CD27_CD4v3
CD4pCD27nCD45RBpn
COUNT
0.000339
0.201163
0.6604196


Study2
CD4 T Cell subset
CD28_CD45RA_CD4
CD4pCD28nCD45RAn
COUNT
0.024
1
0.5365788


Study 1
CD4 T Cell subset
CD62L_CD45RA_CD4v10
CD4pCD45RAnCD62Ln
COUNT
0.020345
1.000000
0.2301247


Study2
CD4 T Cell subset
CD62L_CD45RA_CD4
CD4pCD45RAnCD62Ln
COUNT
0.003
1
0.5810947


Study2
CD4 T Cell subset
CCR5_CD60_CD4
CD4pCD60n
COUNT
0.005
1
0.3887799


Study 1
CD8 T cell subset
CCR5_CD60_CD8v10
CCR5nCD8pCD60n
COUNT
0.000340
0.201163
0.5948072


Study 1
CD8 T cell subset
CCR5_CD60_CD8v10
CCR5pCD8nCD60p
COUNT
0.000154
0.091844
0.648314


Study 1
CD8 T cell subset
CCR5_CD60_CD8v10
CCR5pCD8pCD60n
COUNT
0.000220
0.131181
0.5630113


Study2
CD8 T Cell subset
CCR5_CD60_CD8
CCR5pCD8pCD60n
COUNT
<0.001
0.55
0.6738924


Study 1
CD8 T cell subset
CCR5_CD60_CD8v10
CCR5pCD8pCD60p
COUNT
0.000083
0.049881
0.6799198


Study 1
CD8 T cell subset
CD57_CD6_CD8v7
CD6pCD8pCD57n
COUNT
0.000021
0.013126
0.7616691


Study 1
CD8 T cell subset
CD57_CD6_CD8v7
CD6pCD8pCD57p
COUNT
0.034692
1.000000
0.2409203


Study 1
CD8 T cell subset
CD26_CD7_CD8v6
CD7pCD8pCD26n
COUNT
0.000040
0.024211
0.6693274


Study 1
CD8 T cell subset
CD26_CD7_CD8v6
CD7pCD8pCD26p
COUNT
0.000007
0.004312
0.7044912


Study2
CD8 T Cell subset
CD26_CD7_CD8
CD7pCD8pn
COUNT
0.049
1
0.2474836


Study 1
CD8 T cell subset
CD26_CD7_CD8v6
CD7pCD8pnCD26p
COUNT
0.000000
0.000174
0.5913666


Study 1
CD8 T cell subset
CD101_CD8_CD16v4
CD8pCD16nCD101n
COUNT
0.000006
0.003846
0.7599001


Study 1
CD8 T cell subset
CD101_CD8_CD16v4
CD8pCD16nCD101p
COUNT
0.001030
0.597433
0.5640556


Study2
CD8 T Cell subset
CD101_CD8_CD16
CD8pCD16nCD101p
COUNT
0.018
1
0.5640679


Study 1
CD8 T cell subset
CD38_CD20_CD8v8
CD8pCD20nCD38n
COUNT
0.000083
0.049859
0.5750184


Study 1
CD8 T cell subset
CD38_CD20_CD8v8
CD8pCD20nCD38p
COUNT
0.002985
1.000000
0.6074203


Study2
CD8 T Cell subset
CD44_CD20_CD8
CD8pCD20nCD44p/
RATIO
0.003
1
0.6407937





CD8pCD20n


Study2
CD8 T Cell subset
CD95_CD20_CD8
CD8pCD20nCD95p
COUNT
0.002
1
0.5072614


Study2
CD8 T Cell subset
CD27_CD45RA_CD8
CD8pCD27nCD45RAp
COUNT
0.023
1
0.2520115


Study2
CD8 T Cell subset
CD27_CD45RA_CD8
CD8pCD27pCD45RAp
COUNT
0.024
1
0.2149937


Study 1
CD8 T cell subset
CD28_CD62L_CD8v12
CD8pCD28nCD62Ln
COUNT
0.002633
1.000000
0.4409627


Study2
CD8 T Cell subset
CD28_CD62L_CD8
CD8pCD28pCD62Ln
COUNT
<0.001
0.554
0.6604842


Study 1
CD8 T cell subset
CD28_CD62L_CD8v12
CD8pCD28pCD62Ln
COUNT
0.000000
0.000270
1.1057356


Study2
CD8 T Cell subset
CD28_CD62L_CD8
CD8pCD28pCD62Ln/
RATIO
0.02
1
0.3431341





CD8p


Study2
CD8 T Cell subset
CD60_CD45RA_CD8
CD8pCD45RAnCD60n
COUNT
<0.001
0.054
0.9521301


Study 1
CD8 T cell subset
CD62L_CD45RA_CD8v7
CD8pCD45RAnCD62Ln
COUNT
0.000000
0.000223
0.8592887


Study2
CD8 T Cell subset
CD62L_CD45RA_CD8
CD8pCD45RAnCD62Ln
COUNT
<0.001
0.021
0.8769976


Study 1
CD8 T cell subset
CD62L_CD45RA_CD8v7
CD8pCD45RAnCD62Lp
COUNT
0.010010
1.000000
0.4030196


Study2
CD8 T Cell subset
CD161_CD45RA_CD8
CD8pCD45RApCD161n
COUNT
0.039
1
0.2853463


Study2
CD8 T Cell subset
CD60_CD45RA_CD8
CD8pCD45RApCD60n
COUNT
0.027
1
0.3142181


Study 1
CD8 T cell subset
CD62L_CD45RA_CD8v7
CD8pCD45RApCD62Ln
COUNT
0.001431
0.821474
0.3975255


Study2
CD8 T Cell subset
CD62L_CD45RA_CD8
CD8pCD45RApCD62Ln
COUNT
0.004
1
0.4458392


Study 1
CD8 T cell subset
CD62L_CD45RA_CD8v7
CD8pCD45RApCD62Lp
COUNT
0.000970
0.564536
0.6330695


Study2
CD8 T Cell subset
CD71_CD57_CD8
CD8pCD57n
COUNT
<0.001
0.122
0.7908748


Study 1
CD8 T cell subset
CD94_CD57_CD8v2
CD8pCD57nCD94n
COUNT
0.000466
0.273881
0.7045932


Study 1
CD8 T cell subset
CD94_CD57_CD8v2
CD8pCD57nCD94p
COUNT
0.038480
1.000000
0.3735341


Study2
CD8 T Cell subset
CD71_CD57_CD8
CD8pCD57p
COUNT
0.003
1
0.6847291


Study 1
CD8 T cell subset
CD94_CD57_CD8v2
CD8pCD57pCD94n
COUNT
0.004381
1.000000
0.2096493


Study2
CD8 T Cell subset
CD69_CD25_CD8
CD8pCD69n
COUNT
<0.001
0.161
0.7076249


Study2
CD8 T Cell subset
CD71_CD57_CD8
CD8pCD71n
COUNT
<0.001
0.009
0.9965162


Study2
CD8 T Cells
AVERAGE
CD8 T cells
COUNT
<0.001
0.14
0.6295512


Study 1
CD8 T Cells
AVERAGE
CD8 T cells
COUNT
0.000003
0.002003
0.8110482


Study2
CD8 T cells
CD4_CD8_CD3
CD8 T cells/T cells
RATIO
<0.001
0.008
0.9017942


Study 1
CD8 T Cells
AVERAGE
CD8 T cells/T cells
RATIO
0.000000
0.000151
1.037131


Study 1
CD8 T Cells
AVERAGE
CD8 T cells/WBC
RATIO
0.000000
0.000011
1.1785306


Study2
Lymphocyte
CD45_CD14_CD16
CD14nCD16nCD45p/
RATIO
<0.001
0.125
0.6246031





CD45p


Study 1
Lymphocytes
AVERAGE
Lymphocytes/WBC
RATIO
0.001382
0.795972
0.4419753


Study2
Monocyte subset
CD40_CD14_CD20
CD14pCD20nCD40pn
COUNT
0.021
1
0.3695376


Study2
Monocyte subset
CD40_CD14_CD20
CD14pCD20nCD40pn/
RATIO
0.003
1
0.6390621





CD14pCD20n


Study2
Monocyte subset
HLADP_CD14_CD20
CD14pCD20nDPp/
COUNT
0.009
1
0.5748591





CD14pCD20n


Study2
Monocyte subset
HLADQ_CD14_CD20
CD14pCD20nDQp
COUNT
0.028
1
0.3862537


Study2
Monocyte subset
HLADQ_CD14_CD20
CD14pCD20nDQp/
RATIO
0.003
1
0.6767177





CD14pCD20n


Study2
Monocyte subset
HLADR_CD14_CD20
CD14pCD20nDRp/
RATIO
0.003
1
0.5615718





CD14pCD20n


Study2
Monocyte subset
HLAPAN_CD14_CD20
CD14pCD20nPANp/
RATIO
0.017
1
0.5974805





CD14pCD20n


Study2
Monocyte subset
CD54_CD14_CD3
CD3nCD14pCD54p/
COUNT
0.02
1
0.5385682





CD3nCD14p


Study2
Monocyte subset
CD101_CD14_CD4
CD4pnCD14pCD101p/
COUNT
0.038
1
0.439986





CD4pnCD14p


Study2
Monocyte subset
CD33_CD14_CD4
CD4pnCD14pCD33p/
COUNT
0.017
1
0.3216624





CD4pnCD14p


Study2
Monocyte subset
CD86_CD14_CD4
CD4pnCD14pCD86p/
COUNT
0.035
1
0.5365573





CD4pnCD14p


Study 1
Other
CCR5_CD60_CD14v9
CCR5pCD14nCD60p
COUNT
0.000043
0.025938
0.8062149


Study 1
Other
CCR5_CD60_CD4v8
CCR5pCD4nCD60p
COUNT
0.018091
1.000000
0.4447187


Study 1
Other
CD26_CD7_CD8v6
CD7pCD8pnCD26n
COUNT
0.005930
1.000000
0.2774447


Study 1
T Cell subset
CD158b_CD56_CD3v2
CD3pCD158bp
COUNT
0.043298
1.000000
0.1045154


Study 1
T Cell subset
CD161_CD56_CD3v2
CD3pCD161p
COUNT
0.001074
0.621719
0.5089205


Study 1
T cell subset
CD57_CD4_CD3v7
CD3pCD4nCD57p
COUNT
0.018212
1.000000
0.2056246


Study 1
T cell subset
CD94_CD56_CD3v2
CD3pCD94p
COUNT
0.019012
1.000000
0.2200139


Study2
T cell subset
TCRab_TCRgd_CD3
CD3pTCRgdp
COUNT
0.019
1
0.2370469


Study 1
T Cell subset
TCRab_TCRgd_CD3v8
CD3pTCRgdp
COUNT
0.000047
0.028634
0.3775772


Study 1
T Cell subset
CD7_CD6_CD4v7
CD4nCD6pCD7p
COUNT
0.000000
0.000261
0.8440452


Study2
T Cells
CD56_CD2_CD3
CD2pCD3p
COUNT
0.004
1
0.4343521


Study2
T Cells
NKB1_CD5_CD7
CD5pCD7pNKB1n
COUNT
0.016
1
0.2490271


Study 1
T cells
AVERAGE
T cells/WBC
RATIO
0.001407
0.808844
0.6047076









Claims
  • 1. An isolated marker for rheumatoid arthritis selected from the group consisting of a) a marker selected from the group consisting of the markers set forth in Tables 1-8. b) a polypeptide comprising an amino acid sequence selected from the group consisting of a polypeptide set forth in Tables 1-4; c) a polypeptide comprising a homolog of a polypeptide of b), wherein said homolog shares 70% homology with the polypeptide of b) comprises a polypeptide; d) a fragment of a polypeptide of b) or c); e) a polynucleotide encoding any of the polypeptides of b), c), or d); f) a polynucleotide encoding a homolog of a polypeptide of encoded by a nucleic acid sequence of e), and g) a polypeptide which is fully complementary to a nucleic acid molecule of f).
  • 2. A method for diagnosing rheumatoid arthritis in a subject, the method comprising: a) obtaining a biological sample from the subject; b) determining the level of a marker in the sample; and c) comparing the level of the marker in the sample to a standard level or reference range.
  • 3. The method of claim 2, wherein the marker is a marker of claim 1.
  • 4. The method of claim 2, wherein the biological sample is a body fluid.
  • 5. The method of claim 4, wherein the body fluid is selected from the group consisting of blood, serum, plasma, synovial fluid, urine, and saliva.
  • 6. The method of claim 2, wherein the standard level or reference range is the level or range of the marker in at least one sample from a non-RA subject.
  • 7. The method of claim 3, wherein the marker is not expressed in non-RA subjects.
  • 8. The method of claim 3, wherein the level of the marker is determined by detecting the presence of a polypeptide.
  • 9. The method of claim 8, wherein the polypeptide is the marker.
  • 10. The method of claim 8, wherein the polypeptide is a modified form of the marker.
  • 11. The method of claim 8, wherein the polypeptide is a precursor to the marker.
  • 12. The method of claim 8, wherein the method further comprises detecting the presence of the polypeptide using a reagent that specifically binds to the polypeptide or a fragment thereof.
  • 13. The method of claim 12, wherein the reagent is selected from the group consisting of an antibody, an antibody derivative, and an antibody fragment.
  • 14. The method of claim 3, wherein the subject is a lab animal.
  • 15. The method of claim 3, wherein the subject is a human subject.
  • 16. A method for diagnosing rheumatoid arthritis in a subject, the method comprising: a) obtaining one or more biological samples from the subject; b) determining the level of a plurality of markers in the one or more biological samples, wherein at least one of the plurality of markers is a marker of claim 1; and c) comparing the level of at least one of the plurality of markers to a reference value.
  • 17. The method of claim 16, wherein at least one of the plurality of markers is a marker as set forth in Tables 1-8.
  • 18. The method of claim 16, wherein the biological sample is a body fluid.
  • 19. The method of claim 18, wherein the body fluid is selected from the group consisting of blood, serum, plasma, synovial fluid, urine, and saliva.
  • 20. The method of claim 16, wherein at least two of the plurality of markers are a marker of claim 1
  • 21. The method of claim 20, wherein at least two of the plurality of markers are selected from the group consisting of the markers set forth in Tables 1-8.
  • 22. The method of claim 16, wherein at least ten of the plurality of markers are a marker of claim 1.
  • 23. The method of claim 22, wherein at least ten of the plurality of markers are selected from the group consisting of the markers set forth in Tables 1-8.
  • 24. The method of claim 16, wherein the standard level or reference range is the level of at least one of the plurality of markers in at least one sample from a non-RA subject, and wherein the level of the at least one of the plurality of markers is increased by at least one fold with respect to the reference value.
  • 25. The method of claim 24, wherein the level of the at least one of the plurality of markers is increased by at least two fold with respect to the standard level or reference range.
  • 26. The method of claim 16, wherein at least one of the plurality of markers is selected from the group consisting of the markers set forth in Tables 5-8.
  • 27. The method of claim 26, wherein the reference value is the level of the at least one of the plurality of markers in at least one sample from a non-RA subject, and wherein the level of the at least one of the plurality of markers is increased by at least one fold with respect to the reference value.
  • 28. The method of claim 27, wherein the level of the at least one of the plurality of markers is increased by at least two fold with respect to the reference value.
  • 29. The method of claim 16, wherein the level of the at least two of the plurality of markers is indicative of differential expression in RA.
  • 30. A method for monitoring the progression of rheumatoid arthritis in a subject, the method comprising: a) obtaining a first biological sample from the subject; b) measuring the level of a marker in the first sample, wherein the marker is a marker of claim 1;c) obtaining a second biological sample from the subject; d) measuring the level of the marker in the second sample; and e) comparing the level of the marker measured in the first sample with the level of the marker measured in the second sample.
  • 31. The method of claim 30, wherein said obtaining a first biological sample from the subject occurs a time t0, and said obtaining a second biological sample from the subject occurs at a later time t1.
  • 32. The method of claim 31, wherein said obtaining a first biological sample from the said obtaining a second biological sample from the subject is repeated over a range of times.
  • 33. The method of claim 30, wherein the marker is selected from the group consisting of the markers set forth in Tables 1-8.
  • 34. The method of claim 30, wherein the marker is selected from the group consisting of the markers set forth in Tables 5-8.
  • 35. A method of assessing the efficacy of a treatment for rheumatoid arthritis in a subject, the method comprising comparing: i) the level of a marker measured in a first sample obtained from the subject at a time t0, wherein the marker is selected from the group consisting of a) a polypeptide comprising an amino acid sequence selected from the group consisting of a polypeptide set forth in Tables 1-4; b) a polypeptide comprising a homolog of a polypeptide of a), wherein said homolog shares 70% homology with the polypeptide of a) comprises a polypeptide; c) a fragment of a polypeptide of a) or b); and d) a polynucleotide encoding any of the polypeptides of a), b), or c). e) a polynucleotide encoding a homolog of a polypeptide of encoded by a nucleic acid sequence of (d), and f) a polypeptide which is fully complementary to a nucleic acid molecule of (e); and (ii) the level of the marker in a second sample obtained from the subject at time t1, wherein a decrease in the level of the marker in the second sample relative to the first sample is an indication that the treatment is efficacious for treating rheumatoid arthritis in the subject.
  • 36. The method of claim 35, wherein said time t0 is before the treatment has been administered to the subject, and said time t1 is after the treatment has been administered to the subject.
  • 37. The method of claim 36, wherein said comparing is repeated over a range of times.
  • 38. A method of assessing the efficacy of a treatment for rheumatoid arthritis in a subject, the method comprising comparing: (i) the level of a marker in a first sample obtained from the subject at a time t0, wherein the marker is selected from the group consisting of the markers set forth in Tables 5-8; and (ii) the level of the marker in a second sample obtained from the subject at a time t1, wherein an increase in the amount of the marker in the second sample, relative to the first sample, is an indication that the treatment is efficacious for inhibiting rheumatoid arthritis in the subject.
  • 39. The method of claim 38, wherein said time t0 is before the treatment has been administered to the subject, and said time t1 is after the treatment has been administered to the subject.
  • 40. The method of claim 39, wherein said comparing is repeated over a range of times.
  • 41. A method of treating rheumatoid arthritis in a subject, the method comprising inhibiting expression of a gene corresponding to a polynucleotide marker selected from the group consisting of the markers set forth in Tables 1-4.
  • 42. The method of claim 41, wherein the first marker is a molecule selected from the group consisting of the markers set forth in Tables 1-4.
  • 43. The method of claim 41, wherein the second marker is a molecule selected from the group consisting of the markers set forth in Tables 5-8.
  • 44. A composition comprising a molecule selected from the group selected from the group consisting of a) a marker selected from the group consisting of the markers set forth in Tables 1-8. b) a polypeptide comprising an amino acid sequence selected from the group consisting of a polypeptide set forth in Tables 1-4; c) a polypeptide comprising a homolog of a polypeptide of b), wherein said homolog shares 70% homology with the polypeptide of b) comprises a polypeptide; d) a fragment of a polypeptide of b) or c); e) a polynucleotide encoding any of the polypeptides of b), c), or d); f) a polynucleotide encoding a homolog of a polypeptide of encoded by a nucleic acid sequence of e), and g) a polypeptide which is fully complementary to a nucleic acid molecule of f).
  • 45. A method for determining the type, stage or severity of rheumatoid arthritis in a subject, the method comprising: obtaining a biological sample from the subject; determining the level of a marker in the sample, wherein the marker is a marker of claim 1;comparing the level of the marker in the sample to a reference value; and determining from the results of the comparison the type, stage or severity of Rheumatoid arthritis in the subject.
  • 46. The method of claim 45, wherein the marker is selected from the group consisting of the markers set forth in Tables 1-8.
  • 47. A method for determining the risk of developing rheumatoid arthritis in a subject, the method comprising: obtaining a biological sample from the subject; determining the level of a marker in the sample, wherein the marker is a marker of claim 1;comparing the level of the marker in the sample to a reference value; and determining from the results of the comparison that the subject has an increased or decreased risk of developing rheumatoid arthritis.
  • 48. The method of claim 47, wherein the marker is selected from the group consisting of the markers set forth in Tables 1-8.
  • 49. A kit comprising a marker selected from a marker of claim 2.
  • 50. The kit of claim 49, wherein the marker is selected from the group consisting of the markers set forth in Tables 1-8.
  • 51. A kit comprising a reagent that specifically binds to a marker of claim 2.
  • 52. The kit of claim 51, wherein the marker is selected from the group consisting of the markers set forth in Tables 1-8.
CROSS-REFERENCE TO RELATED APPLICATIONS

This application claims priority under 35 U.S.C. § 119 from U.S. Application Ser. No. 60/455,037, filed Mar. 14, 2003, which is incorporated herein in its entirety by reference.

Provisional Applications (1)
Number Date Country
60455037 Mar 2003 US