BIOMARKERS FOR BREAST CANCER

Information

  • Patent Application
  • 20100105087
  • Publication Number
    20100105087
  • Date Filed
    October 31, 2007
    17 years ago
  • Date Published
    April 29, 2010
    14 years ago
Abstract
Low molecular weight (LMW) peptides have been discovered that are indicative of breast cancer. Evaluating patient samples for the presence of such LMW peptides is an effective means of detecting breast cancer and monitoring the progression of the disease, for example during treatment. The LMW peptides are particularly useful in detecting breast cancer during its early stages.
Description
BACKGROUND

Breast cancer is the most frequent neoplasm and the leading cause of cancer mortality in women worldwide. According to estimates, approximately 41,000 women in the United States and 130,000 women in the European Union die for breast cancer yearly. Mammographic screening has been widespread for the past twenty years and shown to reduce breast cancer mortality by 20-35% in women aged 40 to 69 years.


Mammography has a variety of short-comings, however. For example, according to the current guidelines, some women who develop breast cancer are “too young” to start regular mammograms. Also, less than half of eligible women get mammograms regularly, and the predictive value of mammography declines in cohorts of patients with denser breast tissue and smaller lesions. Furthermore, mammography is not effective in detecting early stages of breast cancer.


Needless to say, early detection is of paramount importance in reducing mortality from this major public health burden. Detection of breast cancer at the earliest stages results in a much greater favorable outcome, with 10-year disease-free survival rate as high as 98% in patients with pT1a,bN0M0 tumors (measuring 1 cm or less, with disease-free axillary lymph nodes and no distant metastasis). Thus, the potential for enhancing treatment by providing an early diagnosis has driven a search for better diagnostic tools.


Some biomarker genes and proteins, such as BRCA1, BRCA2 and Her-2/neu, have been identified and developed into tools for genetic screening. The advantages and limitations of these detection approaches have been discussed in the literature. See, e.g. Ponzone et al., Eur. J. Cancer 34(7): 966-967, 1998; Bradbury, Lancet Oncol. 3: 2, 2002; Ross et al., Expert Rev. Mol. Diagn. 3(5): 573-585, 2003.


A need exists, however, for additional biomarkers useful for detecting breast cancer, and in particular biomarkers that can detect early stages of the disease.


SUMMARY

In one embodiment, a method for detecting breast cancer in a patient comprises obtaining a biological sample from the patient and evaluating the sample or a fraction of the sample for the presence of at least one biomarker selected from the group of peptides having the sequence of SEQ ID NOs: 1-217, wherein the presence of said at least one biomarker is indicative of breast cancer. In one aspect, the methods involve evaluating the sample for the presence of a biomarker selected from the group of peptides having the amino acid sequence of SEQ ID NOs: 132-217. In another, the methods comprise evaluating the sample for the presence of peptides having the amino acid sequence of SEQ ID NOs: 132, 139, 141 and 148. In one aspect, the breast cancer is in early stage, such as stage T1a. The biological sample can be, for example, blood, serum or plasma. In one embodiment, the evaluation step comprises assays such as mass spectrometry, an immunoassay such as ELISA, immunomass spectrometry or suspension bead array.


In another embodiment, the method further comprises, prior to the evaluation step, harvesting low molecular weight peptides from the biological sample to generate at least one fraction comprising the peptides. In one embodiment, the size of the low molecular weight peptides is less than 50 KDa, preferably less than 25 KDa, and more preferably less than 15 KDa. In another aspect, the method also comprises digesting the low molecular weight peptides. Such digestion can be accomplished using enzymatic or chemical means. In one example, trypsin can be used to digest the peptides.


In another aspect, a method for monitoring the progression of breast cancer in a patient comprises (i) obtaining a biological sample from the patient, (ii) evaluating the sample or a fraction of the sample for the presence of at least one biomarker selected from the group of peptides having the sequences of SEQ ID NOs: 1-217, wherein the presence of said at least one biomarker is indicative of breast cancer, and optionally, repeating steps (i) and (ii) as necessary. In one aspect, the methods involve evaluating the sample for the presence of a biomarker selected from the group of peptides having the amino acid sequence of SEQ ID NOs: 132-217. In another, the methods comprise evaluating the sample for the presence of peptides having the amino acid sequence of SEQ ID NOs: 132, 139, 141 and 148. In one embodiment, the method further comprises a step of harvesting low molecular weight peptides from the sample to generate at least one fraction comprising the peptides.


In other aspects, the invention relates to antibodies specific for identified biomarkers for breast cancer, as well as kits for detecting breast cancer in a patient, comprising at least one such antibody.


Other objects, features and advantages will become apparent from the following detailed description. The detailed description and specific examples are given for illustration only since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description. Further, the examples demonstrate the principle of the invention and cannot be expected to specifically illustrate the application of this invention to all the examples where it will be obviously useful to those skilled in the prior art.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 provides a CID Spectrum of peptide “CFVESLSSVETLK” from CDK4 protein identified only in LMW of breast cancer serum (accession number Q96BE9, amino acid residues 90 -102).



FIG. 2 provides a CID Spectrum of peptide “MVFHITTGSQEFDK” from meiotic recombination protein DMC1/LIM15 homolog identified only in LMW of breast cancer serum (accession number Q14565, amino acid residues 97-110).



FIG. 3 provides a CID Spectrum of peptide “EVGNLLLENSQLLETK” from C-jun-amino-terminal kinase interacting protein 3 identified only in LMW of breast cancer serum (accession number Q9UPT6, amino acid residues 417-432).





DETAILED DESCRIPTION

Low molecular weight (LMW) peptides have been discovered that are indicative of breast cancer. Evaluating patient samples for the presence of such LMW peptides is an effective means of detecting breast cancer and monitoring the progression of the disease, for example during treatment. The LMW peptides are particularly useful in detecting breast cancer during its earliest stages, such as stage I.


The LMW peptides, or biomarkers, can be detected using a variety of methods known in the art. For example, antibodies can be utilized in immunoassays to detect the presence of a biomarker. Exemplary immunoassays include, e.g., ELISA, radioimmunoassay, immunofluorescent assay, “sandwich” immunoassay, western blot, immunoprecipitation assay and immunoelectrophoresis assays. Furthermore, methods involving beads, microbeads, arrays, microarrays, etc. can be applied in detecting the LMW peptides. Exemplary assays include, but are not limited to, suspension bead assays (Schwenk et al., “Determination of binding specificities in highly multiplexed bead-based assays for antibody proteomics,” Mol. Cell Proteomics, 6(1): 125-132 (2007)), antibody microarrays (Borrebaeck et al., “High-throughput proteomics using antibody microarrays: an update,” Expert Rev. Mol. Diagn. 7(5): 673-686 (2007)), aptamer arrays (Walter et al., “High-throughput protein arrays: prospects for molecular diagnostics,” Trends Mol. Med. 8(6): 250-253 (2002)), affybody arrays (Renberg et al., “Affibody molecules in protein capture microarrays: evaluation of multidomain ligands and different detection formats,” J. Proteome Res. 6(1): 171-179 (2007)), and reverse phase arrays (VanMeter et al., “Reverse-phase protein microarrays: application to biomarker discorvery and translational medicine,” Expert Rev. Mol. Diagn. 7(5): 625-633 (2007)). All these publications are incorporated herein by reference.


In another example, the inventive biomarkers can be detected using mass spectrometry (MS). One example of this approach is tandem mass spectrometry (MS/MS), which involves multiple steps of mass selection or analysis, usually separated by some form of fragmentation. Most such assays use electrospray ionization followed by two stages of mass selection: a first stage (MS 1) selecting the mass of the intact analyte (parent ion) and, after fragmentation of the parent by collision with gas atoms, a second stage (MS2) selecting a specific fragment of the parent, collectively generating a selected reaction monitoring assay. In one embodiment, collision-induced dissociation is used to generate a set of fragments from a specific peptide ion. The fragmentation process primarily gives rise to cleavage products that break along peptide bonds. Because of the simplicity in fragmentation, the observed fragment masses can be compared to a database of predicted masses for known peptide sequences. A number of different algorithmic approaches have been described to identify peptides and proteins from tandem mass spectrometry (MS/MS) data, including peptide fragment fingerprinting (SEQUEST, MASCOT, OMSSA and X!Tandem), peptide de novo sequencing (PEAKS, LuteFisk and Sherenga) and sequence tag based searching (SPIDER, GutenTAG).


10018] Likewise, multiple reaction monitoring (MRM) can be used to identify the inventive biomarkers in patient samples. This technique applies the MS/MS approach to, for example, tryptic digests of the input sample, followed by selected ion partitioning and sampling using MS to objectify and discreetize the analyte if interest by following the exact m/z ion of the tryptic fragment that represents the analyte. Such an approach can be performed in multiplex so that multiple ions can be measured at once, providing an antibody-free method for analyte measurement. See, e.g. Andersen et al., “Quantitative mass spectrometric multiple reaction monitoring assays for major plasma proteins,” Molecular & Cellular Proteomics, 5.4: 573-588 (2006); Whiteaker et al., “Integrated pipeline for mass spectrometry-based discorvery and confirmation of biomarkers demonstrated in a mouse model of breast cancer,” J. Proteome Res. 6(10): 3962-75 (2007). Both publications are incorporated herein by reference in their entirety.


In another example, the inventive biomarkers can be detected using nanoflow reverse-phase liquid chromatography-tandem mass spectrometry. See, e.g., Domon B, Aebersold R. “Mass spectrometry and protein analysis.” Science, 312(5771):212-7(2006), which is incorporated herein by reference in its entirety. Using this approach, experimentalists obtain peptide fragments, usually by trypsin digest, and generate mass spectrograms of the fragments, which are then compared to a database, such as SEQUEST, for protein identification.


In another aspect, the inventive biomarkers can be detected using immuno-mass spectrometry. See, e.g., Liotta L et al. “Serum peptidome for cancer detection: spinning biologic trash into diagnostic gold.” J Clin Invest.,116(1):26-30 (2006); Nedelkov, “Mass spectrometry-based immunoassays for the next phase of clinical applications,” Expert Rev. Proteomics, 3(6): 631-640 (2006), which are incorporated herein by reference. Immuno-mass spectrometry provides a means for rapidly determining the exact size and identity of a peptide biomarker isoform present within a patient sample. When developed as a high throughput diagnostic assay, a drop of patient's blood, serum or plasma can be applied to a high density matrix of microcolumns or microwells filled with a composite substratum containing immobilized polyclonal antibodies, directed against the peptide marker. All isoforms of the peptide that contain the epitope are captured. The captured population of analytes including the analyte fragments are eluted and analyzed directly by a mass spectrometer such as MALDI-TOF MS. The presence of the specific peptide biomarker at its exact mass/charge (m/z) location would be used as a diagnostic test result. The analysis can be performed rapidly by simple software that determines if a series of ion peaks are present at defined m/z locations.


In yet another example, the inventive biomarkers can be detected using standard immunoassay-based approaches whereby fragment specific antibodies are used to measure and record the presence of the diagnostic fragments. See, e.g., Naya et al. “Evaluation of precursor prostate-specific antigen isoform ratios in the detection of prostate cancer.” Urol Oncol. 23(1):16-21 (2005). Moreover, additional immunoassays are well known to those skilled in the field, such as ELISAs (Maeda et al., “Blood tests for asbestos-related mesothelioma,” Oncology 71: 26-31 (2006)), microfluidic ELISA (Lee et al., “Microfluidic enzyme-linked immunosorbent assay technology,” Adv. Clin. Chem. 42: 255-259 (2006)), nanocantilever immunoassays (Kurosawa et al., “Quartz crystal microbalance immunosensors for environmental monitoring,” Biosens Bioelectron, 22(4): 473-481 (2006)), and plasmon resonance immunoassays (Nedelkov, “Development of surface Plasmon resonance mass spectrometry array platform,” Anal. Chem. 79(15): 5987-5990 (2007)). All of these publications are incorporated herein by reference.


In a further example, the biomarkers can be detected using electrochemical approaches. See, e.g., Lin et al., “Electrochemical immunosensor for carcinoembryonic antigen based on antigen immobilization in gold nanoparticles modified chitosan membrane,” Anal. Sci. 23(9): 1059-1063 (2007).


In one embodiment, the LMW peptides are harvested from a biological sample prior to the evaluation step. For example, 100 μl of serum can be mixed with 2× SDS-PAGE Laemmli Buffer (containing 200 mM DTT), boiled for 10 minutes, and loaded on Prep Cell (Model 491 Prep Cell, Bio-Rad Laboratories, CA) comprising a 5 cm length 10% acrylamide gel. Electrophoresis is performed under a constant voltage of 250V. Immediately after the bromophenol blue indicator dye is eluted from the system, LMW peptides and proteins migrate out of the gel and are trapped in a dialysis membrane in the elution chamber. These molecules can be eluted at a flow rate of 400 ml/l min by a buffer with the same composition of the Tris-Glycine running buffer and collected for 10 minutes in one fraction.


Alternatively, LMW peptides can be harvested using from a sample using a capture-particle that comprises a molecular sieve portion and an analyte binding portion as described in U.S. patent application Ser. No. 11/527,727, filed Sep. 27, 2006, which is incorporated herein by reference in its entirety. Briefly, either the molecular sieve portion or the analyte binding portion or both comprise a cross-linked region having modified porosity, or pore dimensions sufficient to exclude high molecular weight molecules.


In another embodiment, the LMW peptides are digested prior to detection, so as to reduce the size of the peptides. Such digestion can be carried out using standard methods well known in the field. Exemplary treatments, include but are not limited to, enzymatic and chemical treatments. Such treatments can yield partial as well as complete digestions. One example of an enzymatic treatment is a trypsin digestion.


The inventive biomarkers are particularly useful in detecting breast cancer during its early stages, i.e., prior to metastasis and large tumor volume (e.g. greater than 2 cm).


Antibodies specific for the inventive biomarkers can be produced readily using well known methods in the art. (See, J. Sambrook, E. F. Fritsch and T. Maniatis, Molecular Cloning, a Laboratory Manual, second edition, Cold Spring Harbor Laboratory Press, pp. 18.7-18.18, 1989) For example, the inventive biomarkers can be prepared readily using an automated peptide synthesizer. Next, injection of an immunogen, such as (peptide)n-KLH (n=1-30) in complete Freund's adjuvant, followed by two subsequent injections of the same immunogen suspended in incomplete Freund's adjuvant into immunocompetent animals, is followed three days after an i.v. boost of antigen, by spleen cell harvesting. Harvested spleen cells are then fused with Sp2/0-Ag14 myeloma cells and culture supernatants of the resulting clones analyzed for anti-peptide reactivity using a direct-binding ELISA. Fine specificity of generated antibodies can be detected by using peptide fragments of the original immunogen.


In certain embodiments, one or more antibodies directed to the inventive biomarkers is provided in a kit, for use in a diagnostic method. Such kits also can comprise reagents, instructions and other products for performing the diagnostic method.


The detailed description of the present invention is provided below by the following example, which is illustrative only and not limiting the invention in any way.


Examples
Example 1
Identification of Biomarkers for Breast Cancer Using LTQ

Blood Collection and Serum Preparation


Blood samples were drawn from patients before the mammography screening under full Institutional Review Board approval and patient's consent. Specimens were collected in red-top Vacutainer Tubes and allowed to clot for 1 hour on ice, followed by centrifugation at 4° C. for 10 minutes at 2000 g. The serum supernatant was divided in aliquots and stored at −80° C. until needed. 10 serum samples with negative outcome were pooled in a single control group. 10 serum samples from patients with a diagnosed T1a stage breast cancer were pooled in a single disease group. Each experiment has been performed using 3 different aliquots from the same pool, both, for the control and for the disease group.


Low Molecular Weight (LMW) Protein Harvesting by Continuous Elution Electrophoresis


100 μl of serum was mixed with 2× SDS-PAGE Laemmli Buffer (containing 200 mM DTT), boiled for 10 minutes, and loaded on Prep Cell (Model 491 Prep Cell, Bio-Rad Laboratories, CA) in which 5 cm length 10% acrylamide gel was polymerized. Electrophoresis was performed under a constant voltage of 250V. Immediately after the bromophenol blue indicator dye was eluted from the system, LMW peptides and proteins migrate out of the gel and are trapped in a dialysis membrane in the elution chamber. These molecules were eluted at a flow rate of 400 μl min by a buffer with the same composition of the Tris-Glycine running buffer and collected for 10 minutes in one fraction.


SDS Removal from the Prep Cell Fractions


LMW fractions obtained by the Prep Cell were processed using a commercially available ion-exchange matrix (Proteo Spin Detergent Clean-Up Micro Kit, Norgen Biotek Corporation, Canada) following protocols outlined by the manufacturer for both acidic and basic proteins, resulting in a final volume of 55 μl.


Nanoflow Reversed-Phase Liquid Chromatography-Tandem MS (nanoRPLC-MS/MS)


The SDS-free LMW fractions obtained from the described procedure were analyzed by traditional bottom-up MS approaches. This was accomplished by treating the samples by reduction using 20 mM DTT, followed by alkylation using 100 mM iodoacetamide and lastly, trypsin digestion (Promega, WI) at 37° C. overnight in 50 mM ammonium bicarbonate in the presence of 1M urea in a final volume of 200 pl. Tryptic peptides were desalted by μC18 Zip Tip (Millipore, MA) and analyzed by reversed-phase liquid chromatography nanospray tandem mass spectrometry using a linear ion-trap mass spectrometer (LTQ, ThermoElectron, San Jose, Calif.). Reverse phase column was slurry-packed in-house with 5 μm, 200 Å pore size C18 resin (Michrom BioResources, CA) in 100 μm i.d.×10 cm long fused silica capillary (Polymicro Technologies, Phoenix, Ariz.) with a laser-pulled tip. After sample injection, the column was washed for 5 min with mobile phase A (0.4% acetic acid, 0.005% heptafluorobutyric acid) and peptides were eluted using a linear gradient of 0% mobile phase B (0.4% acetic acid, 0.005% heptafluorobutyric acid, 80% acetonitrile) to 50% mobile phase B in 30 min at 250 nl/min, then to 100% B in an additional 5 min. The LTQ mass spectrometer was operated in a data-dependent mode in which each full MS scan was followed by five MS/MS scans where the five most abundant molecular ions were dynamically selected and fragmented by collision-induced dissociation (CID) using a normalized collision energy of 35%.


Bioinformatic Analysis


Tandem mass spectra were matched against Swiss-Prot human protein database through SEQUEST algorithm incorporated in Bioworks software (version 3.2, Thermo Electron) using tryptic cleavage constraints and static cysteine alkylation by iodoacetamide. For a peptide to be considered legitimately identified, it had to achieve Delta Cn value above 0.1, cross correlation scores of 1.5 for [M+H]1+, 2.0 for [M+2H]2+, 2.5 for [M+3H]3+, and a probability cut-off for randomized identification of p<0.01.


The results are provided in Table 1. In short, 131 peptides were identified as biomarkers that correlate to the disease state. Thus, evaluating patient samples for the presence of one or more of these biomarkers will provide a useful method for detecting breast cancer.
















TABLE 1










SEQ









ID
Residue


Proteins
P (pro)
MW
Accession
Amino acid sequence
NO.
number






















NOTC1_HUMAN (P46531) Neurogenic
2.96E−03
272372.2
P46531
QWTQQHLDAADLR
1
1843-1855



locus notch homolog protein


1 precursor


(Notch 1) (hN1) (Translocat





Q4G171 (Q4G171) CASC1 protein
4.95E−03
79322.33
Q4G171
QASTLADLDSGNMEK
2
254-268





Q69YN4 (Q69YN4) Hypothetical protein
4.77E−04
201574
Q69YN4
NLRFEINCIPNLIEYVK
3
898-914


DKFZp686C1522





Q8N3Y7 (Q8N3Y7) Epidermal retinal
6.86E−03
34072.78
Q8N3Y7
KEVGDVSILINNAGIVTGK
4
114-132


dehydrogenase 2





PSD1_HUMAN (Q99460) 26S proteasome
4.79E−03
105768.7
Q99460
NNNTDLMILKNTKDAVR
5
345-361


non-ATPase regulatory subunit 1 (26S


proteasome regulatory subun





KCNH6_HUMAN (Q9H252) Potassium
7.88E−04
109855.1
Q9H252
GSIEILRDDVVVAILGK
6
637-653


voltage-gated channel subfamily H


member 6 (Voltage-gated potassium





WDR36_HUMAN (Q8NI36) WD-repeat
6.93E−03
105255.2
Q8NI36
TASALFAGF
7
65-88


protein 36 (T-cell activation WD repeat



RALGLFSNDIPHVVR


protein) (TA-WDRP)





FLRT2_HUMAN (O43155) Leucine-rich
1.92E−03
74001.84
O43155
ERVTPPISER
8
415-424


repeat transmembrane protein FLRT2


precursor (Fibronectin-like do





PCNT2_HUMAN (O95613) Pericentrin-2
1.16E−03
377847.9
O95613
AAGSDADHLREQQR
9
2960-2973


(Pericentrin B) (Kendrin)





Q15813 (Q15813) Beta-tubulin cofactor E
5.90E−05
59309.08
Q15813
PNKVNFGTDFLTAIKNR
10
72-88


(Tubulin-specific chaperone e)





CAN12_HUMAN (Q6ZSI9) Calpain-12 (EC
4.58E−03
80985.57
Q6ZSI9
TPKCTVLLSLIQR
11
421-433


3.4.22.—)





Q96BB9 (Q96BB9) IGHM protein
1.14E−03
64998.24
Q96BB9
DTLYLQMNSLR
12
 96-106





SNX23_HUMAN (Q96L93) Kinesin-like
4.35E−04
151916.8
Q96L93
TLKLKYAELAALEFPPK
13
1230-1246


motor protein C20orf23 (Sorting


nexin 23)





E41LB_HUMAN (Q9H329) Band 4.1-like
9.77E−03
100657.1
Q9H329
SPAQAELSYLNKAK
14
240-253


protein 4B (EHM2 protein) (FERM-


containing protein CG1)





EPHA5_HUMAN (P54756) Ephrin type-A
4.48E−03
114710.3
P54756
RLGVTLVGHQK
15
1007-1017


receptor 5 precursor (EC 2.7.1.112)


(Tyrosine-protein kinase rec





PSA7L_HUMAN (Q8TAA3) Proteasome
2.43E−03
28540.14
Q8TAA3
EVELYVTEIEKEKEEAEK
16
232-249


subunit alpha type 7-like (EC 3.4.25.1)





Q9BVV2 (Q9BVV2) Hypothetical protein
5.03E−03
36503.15
Q9BVV2
DSLTLHTKPEPLEG
17
298-318


MGC5356 (OTTHUMP00000031567)



PALSHSV





MRGBP_HUMAN (Q9NV56) MRG-binding
4.77E−03
22402.99
Q9NV56
EDVDPHNGADDVFSS
18
132-156


protein



SGSLGKASEK





JIP3_HUMAN (Q9UPT6) C-jun-amino-
3.33E−03
146961.6
Q9UPT6
EVGNLLLENSQLLETK
19
417-432


terminal kinase interacting protein


3 (JNK-interacting protein 3) (





LG3BP_HUMAN (Q08380) Galectin-3
2.47E−03
65289.4
Q08380
SDLAVPSELALLK
20
311-323


binding protein precursor (Lectin


galactoside-binding soluble 3 bin





SNX17_HUMAN (Q15036) Sorting nexin-
1.58E−03
52868.24
Q15036
SPPLLESPDATRESMVKLSSK
21
415-435


17





Q8N8J8 (Q8N8J8) Hypothetical protein
8.60E−03
35709.23
Q8N8J8
EACIVEALGIQTLTNQK
22
257-273


FLJ39369





Q9NU63 (Q9NU63) Chromosome 6 open
6.64E−04
51869.71
Q9NU63
MAAGEPRSLLFFQK
23
 1-14


reading frame 40 (Fragment)





DMC1_HUMAN (Q14565) Meiotic
3.02E−03
37657.33
Q14565
MVFHITTGSQEFDK
24
 97-110


recombination protein DMC1/LIM15


homolog





THAP4_HUMAN (Q8WY91) THAP domain
8.64E−03
62850.72
Q8WY91
FIGSLHSYSFSSKHTR
25
231-246


protein 4





ROBO4_HUMAN (Q8WZ75) Roundabout
1.83E−04
107390.4
Q8WZ75
PAVWLSWK
26
262-285


homolog 4 precursor (Magic roundabout)



VSGPAAPAQSYTALFR





HTRA1_HUMAN (Q92743) Serine
6.04E−03
51254.68
Q92743
YIGIRMMSLTSSK
27
382-394


protease HTRA1 precursor (EC 3.4.21.—)


(L56)





TLR8_HUMAN (Q9NR97) Toll-like receptor
8.10E−03
119752.5
Q9NR97
NLYLAWNCYFNKVCEK
28
174-189


8 precursor





HXA3_HUMAN (O43365) Homeobox
5.13E−03
46339.7
O43365
VEMANLLNLTERQIK
29
222-236


protein Hox-A3 (Hox-1E)





Q6ZR27 (Q6ZR27) Hypothetical protein
6.97E−03
54430.06
Q6ZR27
LVEVIPEGAMLRLG
30
208-237


FLJ46705



MTNPPYILEHLEEMAK





Q6ZRS3 (Q6ZRS3) Hypothetical protein
6.45E−04
17827.01
Q6ZRS3
PAASPNTTSSRGQTV
31
23-46


FLJ46148



HPPCSSKLR





Q8TAM1 (Q8TAM1) Hypothetical protein
4.40E−03
73940.78
Q8TAM1
NRLTDYYEPLLKN
32
465-485


FLJ23560



NSTAYSTR





BCL9_HUMAN (O00512) B-cell lymphoma
9.09E−03
149218.7
O00512
FAMPSSTPLYHDAIK
33
1016-1030


9 protein (Bcl-9) (Legless homolog)





AKAP3_HUMAN (O75969) A-kinase
9.40E−05
94676.41
O75969
SCDASLAELGDDKSGDASR
34
687-705


anchor protein 3 (Protein kinase A


anchoring protein 3) (PRKA3) (A-ki





O95973 (O95973) VH4 heavy chain
1.29E−05
16305.14
O95973
VTISVDTSK
35
88-96


variable region precursor (Fragment)





Q5SZH6 (Q5SZH6) Novel protein
6.74E−04
53734.77
Q5SZH6
MDINTYNNQLHLQR
36
 1-14





Q9UL71 (Q9UL71) Myosin-reactive
9.27E−03
13145.42
Q9UL71
AEDTALYYCAK
37
88-98


immunoglobulin heavy chain variable


region (Fragment)





MFA3L_HUMAN (O75121) Microfibrillar-
1.22E−03
45351.02
O75121
SHLTVCFLPSVPF
38
 6-29


associated protein 3-like precursor



LILVSTLATAK


(Protein kinase NYD-SP9)





GOGA4_HUMAN (Q13439) Golgi
7.07E−04
260978.6
Q13439
ELSENINAVTLMKEELKEK
39
1347-1365


autoantigen, golgin subfamily A


member 4 (Trans-Golgi p230)


(256 kDa gol





AUTS2_HUMAN (Q8WXX7) Autism
4.77E−03
138897.1
Q8WXX7
PGQNSCRDSDSES
40
177-199


susceptibility gene 2 protein



ASGESKGFHR





CELR1_HUMAN (Q9NYQ6) Cadherin EGF
6.96E−03
329276.7
Q9NYQ6
DANSVITYQLTGGNTR
41
715-730


LAG seven-pass G-type receptor 1


precursor (Flamingo homolog 2) (





WRN_HUMAN (Q14191) Werner
1.41E−03
162390.4
Q14191
DEIQCVIATIAFGMGINKADIR
42
813-834


syndrome helicase





Q5R329 (Q5R329) Testicular soluble
9.72E−03
187025.2
Q5R329
AVIKNRNTTYIV
43
685-708


adenylyl cyclase (SAC)



IGAVQPNDISNK





Q5TF21 (Q5TF21)
1.66E−03
103136.2
Q5TF21
VMQLQYENRVLMSNMQRY
44
719-745


OTTHUMP00000017175



DLASHLGIR





Q9H0R6 (Q9H0R6) Hypothetical protein
3.65E−03
57432.23
Q9H0R6
GRILSGNFFLLKENYENYFVK
45
375-395


DKFZp564C1278





TENX_HUMAN (P22105) Tenascin-X
8.10E−03
464165.9
P22105
DRDGRPQVVR
46
2203-2212


precursor (TN-X) (Hexabrachion-like


protein)





DOCK1_HUMAN (Q14185) Dedicator of
2.23E−03
215237.7
Q14185
NVEVTVSVYDEDGKR
47
447-461


cytokinesis protein 1 (180 kDa protein


downstream of CRK) (DOCK18





DKK4_HUMAN (Q9UBT3) Dickkopf-related
6.46E−03
24859.18
Q9UBT3
KGQEGESC
48
138-159


protein 4 precursor (Dkk-4)



LRTFDCGPGLCCAR


(Dickkopf-4) (hDkk-4)


[Contains: D





RPC1_HUMAN (O14802) DNA-directed
3.06E−03
155648.3
O14802
TCCHIMLSQEEK
49
111-122


RNA polymerase III largest subunit (EC


2.7.7.6) (RPC155) (RPC1)





FA10_HUMAN (P00742) Coagulation
8.74E−03
54696.55
P00742
CKDGLGEYTCTCLEGFEGK
50
101-119


factor X precursor (EC 3.4.21.6)


(Stuart factor) (Stuart-Prower fac





XCL1_HUMAN (P47992) Lymphotactin
3.14E−03
12508.7
P47992
AVIFITKRGLK
51
57-67


precursor (XCL1) (Cytokine SCM-1)


(ATAC) (Lymphotaxin) (SCM-1-alph





Q4J6C4 (Q4J6C4) Prolyl endopeptidase-
3.44E−03
76692.8
Q4J6C4
QENEKPLPENMDAFEKVR
52
80-97


like variant E





Q6P387 (Q6P387) C16orf46 protein
1.20E−03
42723.96
Q6P387
AKEFIIGTGWEEAVQGWGR
53
58-76





CI068_HUMAN (Q8N4H0) Protein C9orf68
2.80E−04
45029.9
Q8N4H0
LPKGMQARAPSQYSTR
54
178-193





ANKR6_HUMAN (Q9Y2G4) Ankyrin repeat
7.67E−03
75675.76
Q9Y2G4
EEAREEFLSASPEPR
55
283-297


domain protein 6





DKC1_HUMAN (O60832) H/ACA
2.91E−03
57506.79
O60832
LDTSQWPLLLK
56
46-56


ribonucleoprotein complex subunit 4 (EC


5.4.99.—) (Dyskerin) (Nucleolar p





FIBB_HUMAN (P02675) Fibrinogen beta
4.12E−08
55892.23
P02675
EEAPSLRPAPPPISGGGYR
57
54-72


chain precursor [Contains:


Fibrinopeptide B]





K1C18_HUMAN (P05783) Keratin, type I
5.18E−05
47897.57
P05783
DWSHYFKIIEDLRA
58
124-148


cytoskeletal 18 (Cytokeratin-18)



QIFANTVDNAR


(CK-18) (Keratin-18) (K18)





Q6P1M6 (Q6P1M6) Insulin-like growth
6.24E−03
31653.76
Q6P1M6
FLNVLSPR
59
226-233


factor binding protein 3





WDR9_HUMAN (Q9NSI6) WD-repeat
5.21E−03
257060.4
Q9NSI6
QNCKGDSQPNK
60
1442-1452


protein 9





NCOR2_HUMAN (Q9Y618) Nuclear
7.54E−04
273863.1
Q9Y618
VVTLAQHISEVITQDYTR
61
2132-2149


receptor corepressor 2 (N-CoR2)


(Silencing mediator of retinoic acid a





ACTN1_HUMAN (P12814) Alpha-actinin 1
2.98E−03
102992.7
P12814
ICDQWDNLGALTQKRR
62
479-494


(Alpha-actinin cytoskeletal isoform)


(Non-muscle alpha-actinin





LAMB3_HUMAN (Q13751) Laminin beta-3
7.23E−03
129488.5
Q13751
LGQSSMLGEQGARIQSVK
63
1092-1109


chain precursor (Laminin 5 beta 3)


(Laminin B1k chain) (Kalinin





RYR3_HUMAN (Q15413) Ryanodine
7.53E−03
551577.3
Q15413
SCQSGEDEEEDEDKEKTFEEK
64
3587-3607


receptor 3 (Brain-type ryanodine


receptor) (RyR3) (RYR-3)


(Brain ryan





MK06_HUMAN (Q16659) Mitogen-
6.39E−03
82628.7
Q16659
ALSDVTDEEEVQVDPRK
65
384-400


activated protein kinase 6


(EC 2.7.1.37) (Extracellular


signal-regulate





OR5DI_HUMAN (Q8NGL1) Olfactory
4.67E−03
35324.45
Q8NGL1
DVKDTVTEILDTKVFSY
66
297-313


receptor 5D18





Q96BE9 (Q96BE9) CDK4 protein
4.81E−03
11993.24
Q96BE9
CFVESLSSVETLK
67
 90-102





Q9C063 (Q9C063) LYST-interacting
3.34E−03
25900.14
Q9C063
PCWELKKIMILK
68
167-178


protein LIP5 (Fragment)





Q9HBL8 (Q9HBL8) HSCARG
6.57E−04
33323.32
Q9HBL8
DIGVPMTSVRLPCYF
69
142-167






ENLLSHFLPQK





RRBP1_HUMAN (Q9P2E9) Ribosome-
1.65E−03
152380
Q9P2E9
ADSVANQGTKVEGITNQGKK
70
550-569


binding protein 1 (Ribosome receptor


protein) (180 kDa ribosome recep





HV3H_HUMAN (P01769) Ig heavy chain
3.23E−06
13157.39
P01769
AENTAVYYCAR
71
88-98


V-III region GA





SEM3F_HUMAN (Q13275) Semaphorin-3F
1.27E−03
88325.28
Q13275
EPLIIHWAAS
72
88-109


precursor (Semaphorin IV) (Sema IV)



PQRIEECVLSGK


(Sema III/F)





TXND2_HUMAN (Q86VQ3) Thioredoxin
1.47E−03
60424.09
Q86VQ3
MDVDKELGMESVK
73
 1-13


domain-containing protein 2 (Spermatid-


specific thioredoxin-1) (Sp





Q8N9P0 (Q8N9P0) Hypothetical protein
3.11E−03
25142.83
Q8N9P0
DVAGARGAPPAWGQAPSPRR
74
178-197


FLJ36797





Q96CS4 (Q96CS4) Zinc finger protein
4.07E−03
56870.35
Q96CS4
ETYGHLGALGCAGPK
75
60-74


HIT-39 (Hypothetical protein


FLJ90415)





Q96MT7 (Q96MT7) Hypothetical protein
2.25E−03
111658.3
Q96MT7
KKILDADIQLK
76
558-568


FLJ31910





Q96PE2 (Q96PE2) Tumor endothelial
6.84E−04
221533.1
Q96PE2
PKMLVISGGDGYED
77
2022-2051


marker 4



TVGRFRLSSGGGSSSE





ICAM5_HUMAN (Q9UMF0) Intercellular
7.47E−03
97270.1
Q9UMF0
EPETQPVCFFR
78
 92-102


adhesion molecule 5 precursor (ICAM-5)


(Telencephalin)





AP4B1_HUMAN (Q9Y6B7) Adapter-related
9.85E−03
83207.77
Q9Y6B7
GPLLAACSSES
79
279-301


protein complex 4 beta 1 subunit (Beta



RELCFVALCHVR


subunit of AP-4) (AP-4





CBPD_HUMAN (O75976)
3.19E−03
152818.8
O75976
GASSSTNDASVPTTKEFETLIK
80
886-907


Carboxypeptidase D precursor (EC


3.4.17.22) (Metallocarboxypeptidase D)


(gp180)





TRY1_HUMAN (P07477) Trypsin I
2.00E−03
26541.09
P07477
NKPGVYTKVYNYVK
81
224-237


precursor (EC 3.4.21.4) (Cationic


trypsinogen)





S61A1_HUMAN (P61619) Protein
4.32E−04
52099.53
P61619
GTLMELGISPIVT
82
73-97


transport protein Sec61 alpha subunit



SGLIMQLLAGAK


isoform 1 (Sec61 alpha-1)





AT8B2_HUMAN (P98198) Probable
5.19E−03
137351.9
P98198
ENKFPLSNQNMLLR
83
238-251


phospholipid-transporting ATPase ID (EC


3.6.3.1) (ATPase class I type





Q6PIZ8 (Q6PIZ8) TRAV20 protein
2.83E−03
30530.23
Q6PIZ8
GRGSQGNLIFGKGTK
84
113-127





Q96MY8 (Q96MY8) Hypothetical protein
2.56E−03
55323.95
Q96MY8
ISSTSTDR
85
177-184


FLJ31695





TRIM8_HUMAN (Q9BZR9) Tripartite motif
5.83E−03
61449.34
Q9BZR9
QTVEVLDK
86
249-256


protein 8 (RING finger protein 27)


(Glioblastoma-expressed RI





Q9UCY0 (Q9UCY0) OVCA1 = CANDIDATE
9.18E−03
48820.3
Q9UCY0
QVMAALVVSGAAEQGGR
87
 4-20


tumor suppressor





AHNK_HUMAN (Q09666) Neuroblast
5.40E−05
312292.7
Q09666
GEIDASVPELEG
88
1550-1571


differentiation-associated protein



DLRGPQVDVK


AHNAK (Desmoyokin) (Fragments)





TTLL7_HUMAN (Q6ZT98) Tubulin tyrosine
1.22E−03
102933.8
Q6ZT98
YLLPGSTQFFLRTPTYNLK
89
849-867


ligase-like protein 7 (Protein


NYD-SP30)





SYCP2_HUMAN (Q9BX26) Synaptonemal
8.81E−03
175528.1
Q9BX26
ESKKLLTIILK
90
347-357


complex protein 2 (SCP-2 protein)


(Synaptonemal complex lateral e





DDEF2_HUMAN (O43150) Development
4.59E−03
111580.7
O43150
EIISEVQR
91
422-429


and differentiation-enhancing factor 2


(Pyk2 C-terminus associated





AT8B3_HUMAN (O60423) Probable
4.37E−03
147935.6
O60423
QALMVTHKELATIK
92
282-295


phospholipid-transporting ATPase IK (EC


3.6.3.1) (ATPase class I type





ST65G_HUMAN (O94864) STAGA
3.26E−03
46163.76
O94864
YWGEIPISSSQTN
93
 6-30


complex 65 gamma subunit



RSSFDLLPREFR


(STAF65gamma) (SPTF-associated factor


65 gamma)





ICT1_HUMAN (Q14197) Immature colon
1.84E−04
23615.4
Q14197
FHLATAEWIAEPVRQKIAITHK
94
103-124


carcinoma transcript 1 protein


precursor (Digestion


substraction





FATH_HUMAN (Q14517) Cadherin-related
6.63E−03
505962.8
Q14517
EVHSEIIQVEATDK
95
836-849


tumor suppressor homolog precursor (Fat


protein homolog)





Q59FQ9 (Q59FQ9) DDX19-like protein
1.07E−03
35593.43
Q59FQ9
AGFAFEIPMKITWVSTVERGQK
96
21-42


variant (Fragment)





HHCM_HUMAN (Q05877) Hepatocellular
4.42E−04
52117.47
Q05877
VIIISILQQVMANTLEINGK
97
390-409


carcinoma protein HHCM (HHC(M))





Q5VW08 (Q5VW08)
2.59E−03
116866.8
Q5VW08
FELQDSGSSLLPKEIVKVEK
98
362-381


OTTHUMP00000018324 (Hypothetical


protein KIAA0564)





Q8N8D3 (Q8N8D3) Hypothetical protein
9.18E−03
53760.11
Q8N8D3
ELKALEEALRASQEK
99
 87-101


FLJ39642





Q8WZ24 (Q8WZ24) Hypothetical protein
2.81E−03
32096.25
Q8WZ24
GCWGLSCQLLEHAVRLCR
100
270-287





EVPL_HUMAN (Q92817) Envoplakin (210 kDa
9.32E−03
231475.4
Q92817
SLLEEER
101
1157-1163


paraneoplastic pemphigus antigen)


(p210) (210 kDa cornified





Q96RG5 (Q96RG5) Insulin receptor
9.03E−03
137347.9
Q96RG5
LEYYESEKKWR
102
75-85


substrate 2 insertion mutant (Fragment)





PCDGM_HUMAN (Q9Y5F6) Protocadherin
9.32E−03
101858
Q9Y5F6
SNTLRER
103
812-818


gamma C5 precursor (PCDH-gamma-C5)





Q4VXF3 (Q4VXF3) Transcription
9.75E−03
100648
Q4VXF3
QLQEFIPNIKDR
104
497-508


termination factor, RNA polymerase I


(Fragment)





FBXL4_HUMAN (Q9UKA2) F-box/LRR-
7.48E−03
70051.23
Q9UKA2
WEILWSERPTK
105
172-182


repeat protein 4 (F-box and


leucine-rich repeat protein 4)


(F-box pr





IGF1A_HUMAN (P01343) Insulin-like
5.10E−03
17014.34
P01343
APQTGIVDECCFR
106
86-98


growth factor IA precursor (IGF-IA)


(Somatomedin C) (Mechano grow





KV1R_HUMAN (P01610) Ig kappa chain
2.86E−06
11832.84
P01610
RLIYGATSLQSGVPSR
107
46-61


V-I region WEA





ANGI_HUMAN (P03950) Angiogenin
2.32E−04
16539.44
P03950
NVVVACENGLPVHLDQSIFR
108
126-145


precursor (EC 3.1.27.—)


(Ribonuclease 5)


(RNase 5)





PLAK_HUMAN (P14923) Junction
6.43E−04
81446.77
P14923
LNTIPLFVQLLYSSVENIQR
109
581-600


plakoglobin (Desmoplakin III)





AKT2_HUMAN (P31751) RAC-beta
6.72E−04
55733.18
P31751
DIKLENLMLDKDGHIK
110
275-290


serine/threonine-protein kinase (EC


2.7.1.37) (RAC-PK-beta) (Protein k





K1C20_HUMAN (P35900) Keratin, type I
7.26E−03
48456.98
P35900
VFDDLTLHKTDLEIQIEELNK
111
179-199


cytoskeletal 20 (Cytokeratin-20)


(CK-20) (Keratin-20) (K20) (P





FAL39_HUMAN (P49913) Antibacterial
2.44E−03
19289.16
P49913
SSDANLYR
112
50-57


protein FALL-39 precursor (FALL-39


peptide antibiotic) (Cationic





PRELP_HUMAN (P51888) Prolargin
3.74E−03
43782.22
P51888
ISSVPAINNR
113
303-312


precursor (Proline-arginine-rich end


leucine-rich repeat protein)





CUL4A_HUMAN (Q13619) Cullin-4A (CUL-
8.78E−03
76771.75
Q13619
PLIACVEKQLLGEHLTAILQK
114
185-205


4A)





DYH5_HUMAN (Q8TE73) Ciliary dynein
8.02E−04
528667.8
Q8TE73
ESRNELQITSLNHK
115
3618-3631


heavy chain 5 (Axonemal beta dynein


heavy chain 5) (HL1)





NRX2A_HUMAN (Q9P2S2) Neurexin-2-
4.70E−03
184864.2
Q9P2S2
SLQLSVDNVTVEGQMAGAHMR
116
834-854


alpha precursor (Neurexin II-alpha)





ST1C1_HUMAN (O00338)
9.77E−03
34857.38
O00338
SILDQSISSFMR
117
247-258


Sulfotransferase 1C1 (EC 2.8.2.—)


(SULT1C#1) (ST1C2) (humSULTC2)





DHCA_HUMAN (P16152) Carbonyl
1.73E−03
30224.83
P16152
IGVTVLSRIHAR
118
198-209


reductase [NADPH] 1 (EC 1.1.1.184)


(NADPH-dependent carbonyl reductase





RM28_HUMAN (Q13084) 39S ribosomal
3.58E−03
33841.77
Q13084
EFYSEILDKKFTVTVTMR
119
144-161


protein L28, mitochondrial precursor


(L28mt) (MRP-L28) (Melanoma





UBR1_HUMAN (Q8IWV7) Ubiquitin-protein
1.66E−03
200079.2
Q8IWV7
TVVQSCGHSLETK
120
584-596


ligase E3 component N-recognin-1


(EC 6.—. —.—) (Ubiquitin-prot





SMYD1_HUMAN (Q8NB12) SET and
8.58E−03
56579.95
Q8NB12
LKDDLFLGVKDNPK
121
283-296


MYND domain containing protein 1





NOX1_HUMAN (Q9Y5S8) NADPH oxidase
4.35E−03
64829.09
Q9Y5S8
QATDGSLASILSSLSHDEKK
122
131-150


homolog 1 (NOX-1) (NOH-1)


(NADH/NADPH mitogenic oxidase subunit P





O75229 (O75229) R31449_3 (Fragment)
6.40E−03
93393.15
O75229
FNIFYPDLIDK
123
556-566





Q6ZTY8 (Q6ZTY8) Hypothetical protein
2.80E−03
135743.9
Q6ZTY8
LTLARSLVLLDDLTKAEK
124
902-919


FLJ44112





TRPC4_HUMAN (Q9UBN4) Short transient
1.61E−04
112030.3
Q9UBN4
VCPFKSEKVVVEDTVPIIPK
125
927-946


receptor potential channel 4 (TrpC4)


(trp-related protein 4) (





BPAEA_HUMAN (O94833) Bullous
6.56E−03
590630.3
O94833
QFHEAWSKLMEWLEESEK
126
4296-4313


pemphigoid antigen 1, isoforms 6/9/10


(Trabeculin-beta) (Bullous pemph





K1C17_HUMAN (Q04695) Keratin, type I
1.37E−09
47945.07
Q04695
YCVQLSQIQGLI
127
334-356


cytoskeletal 17 (Cytokeratin-17)



GSVEEQLAQLR


(CK-17) (Keratin-17) (K17) (3





Q59FP4 (Q59FP4) Integrin-linked kinase
8.99E−04
13981.02
Q59FP4
TSVQQTLPLRHPLP
128
 8-31


variant (Fragment)



TLTRLYLASR





Q6XQN6 (Q6XQN6) Nicotinate
3.83E−03
60239.51
Q6XQN6
LDSGDLLQQAQEIR
129
319-332


phosphoribosyltransferase-like protein





Q6ZTY7 (Q6ZTY7) Hypothetical protein
5.85E−03
57512.96
Q6ZTY7
MARIILQDEDVTTKIDNDWK
130
177-196


FLJ44113





CM35H_HUMAN (Q9UGN4) CMRF35-H
6.75E−03
33151.84
Q9UGN4
EVEVEYSTVASPR
131
250-262


antigen precursor (CMRF35-H9) (CMRF-


35-H9) (Inhibitory receptor prote









In addition, the tandem mass spectra were analyzed using more stringent filtering criteria, with a goal of reducing false positives. In particular, the spectra were analyzed using the filtering algorithms of the Scalfold Software (Proteome Software Inc., Portland, Oreg.).


The results are provided in Table 2. In short, 86 peptides were identified as biomarkers that correlate to the disease state. Thus, evaluating patient samples for the presence of one or more of these biomarkers will provide a useful method for detecting breast cancer.
















TABLE 2







Protein


Calculated





Protein
molecular

SEQ
Peptide



accession
weight

ID
Mass
Residue


Protein name
numbers
(Da)
Peptide sequence
NOs
(AMU)
number






















Fibrinogen gamma chain
FIBG_HUMAN
51495.3
ASTPNGYDNGIIWATWK
132
1893.914
383-399



precursor





Complement factor B precursor
CFAB_HUMAN
85515.2
DFHINLFQVLPWLK
133
1769.975
740-753


(EC 3.4.21.47) (C3/C5


convertase) (Properdin factor B)


(Glycine-rich beta glycoprotein)


(GBG) (PBF2) [Contains:


Complement factor B Ba


fragment; Complement factor B


Bb fragment]





Beta-2-glycoprotein I precursor
APOH_HUMAN
38280.5
TCPKPDDLPFSTVVPLK
134
1914.005
22-38


(Apolipoprotein H) (Apo-H)


(B2GPI) (Beta(2)GPI) (Activated


protein C-binding protein) (APC


inhibitor) (Anticardiolipin cofactor)





Alpha-fetoprotein precursor
FETA_HUMAN
68660.2
AENAVECFQTK
135
1296.59
195-205


(Alpha-fetoglobulin) (Alpha-1-


fetoprotein)





Hypothetical protein
Q6MZQ6
52024.1
LSCAASGFTFR
136
1216.579
39-49


DKFZp686G11190





Keratin 10
Q14664
57231.3
GSSGGGCFGGSSGG
137
2342.985
53-79





YGGLGGFGGGSFR





Apolipoprotein M (Apo-M) (ApoM)
APOM_HUMAN
21235.9
KWIYHLTEGSTDLR
138
1718.887
 99-112


(G3a protein)





Gelsolin precursor (Actin-
GELS_HUMAN
85679.8
EVQGFESATFLGYFK
139
1722.838
148-162


depolymerizing factor) (ADF)


(Brevin) (AGEL)





Immunoglobulin J chain
IGJ_HUMAN
15576.5
SSEDPNEDIVER
140
1389.614
25-36





Kininogen-1 precursor (Alpha-2-
KNG1_HUMAN
71927.5
YNSQNQSNNQFVLYR
141
1874.878
44-58


thiol proteinase inhibitor)


[Contains: Kininogen-1 heavy


chain; Bradykinin (Kallidin I);


Lysyl-bradykinin (Kallidin II);


Kininogen-1 light chain; Low


molecular weight growth


promoting factor]





GMP synthase [glutamine-
GUAA_HUMAN
76698.7
LYGAQFHPEVGLTENGK
142
1859.929
184-200


hydrolyzing] (EC 6.3.5.2)


(Glutamine amidotransferase)


(GMP synthetase)





1-phosphatidylinositol-4,5-
PLCB3_HUMAN
138784.7
LVAGQQQVLQQLAEEEPK
143
2008.072
1150-1167


bisphosphate phosphodiesterase


beta 3 (EC 3.1.4.11)


(Phosphoinositide phospholipase


C) (PLC-beta-3) (Phospholipase


C-beta-3)





Hypothetical protein FLJ45653
Q6ZSB9
85057.6
QAPDTSDGSCTELPFK
144
1752.775
193-208





Zinc finger protein 157 (HZF22)
ZN157_HUMAN
58272
IQTLDQNVEYNGCR
145
1709.792
127-140





Biogenesis of lysosome-related
BL1S1_HUMAN
14293.3
KELQEKR
146
930.5373
17-23


organelles complex-1, subunit 1


(BLOC-1 subunit 1) (GCN5-like


protein 1) (RT14 protein)





Fibrinogen beta chain precursor
FIBB_HUMAN
55910.6
REEAPSLRPAP
147
2107.105
53-72


[Contains: Fibrinopeptide B]


PPISGGGYR





Insulin-like growth factor binding
Q6P1M6
31656.1
FLNVLSPR
148
945.5522
226-233


protein 3





C18orf34 protein
Q5BJE1
100177.3
LTEDNKKLEIDINK
149
1672.913
449-462





Zinc finger and BTB domain
ZBTB1_HUMAN
81998.7
MDLEENPDEQSEIR
150
1704.739
488-501


containing protein 1





Nuclear factor erythroid 2 related
NF2L2_HUMAN
67809.4
EKGENDK
151
819.3849
542-548


factor 2 (NF-E2 related factor 2)


(NFE2-related factor 2) (Nuclear


factor, erythroid derived 2, like 2)


(HEBP1)





Receptor interacting protein
Q5RKT0
100004.6
QNLRETQKFFR
152
1466.787
43-53


kinase 5, isoform 2





Nipped-B-like protein (Delangin)
NIPBL_HUMAN
316037.3
ELPPELLAEIESTMPLCER
153
2227.099
1050-1068


(SCC2 homolog)





Thrombospondin-2 precursor
TSP2_HUMAN
129934.9
MVWRLVLLALWVW
154
2734.466
 1-23





PSTQAGHQDK





Alpha-1-acid glycoprotein 2
A1AG2_HUMAN
23585.2
EQLGEFYEALDCLCIPR
155
2112.974
154-170


precursor (AGP 2) (Orosomucoid-


2) (OMD 2)





Apolipoprotein B-100 precursor
APOB_HUMAN
515554.3
VELEVPQLCSFILK
156
1674.914
80-93


(Apo B-100) [Contains:


Apolipoprotein B-48 (Apo B-48)]





Hypothetical protein FLJ44261
Q6ZTS6
109100.2
APEPDLMSPTR
157
1213.589
821-831





CMRF35-H antigen precursor
CM35H_HUMAN
33154.7
EVEVEYSTVASPR
158
1465.717
250-262


(CMRF35-H9) (CMRF-35-H9)


(Inhibitory receptor protein 60)


(IRp60) (IRC1/IRC2) (NK


inhibitory receptor)





Two-pore calcium channel protein
Q8NHX9
85283.9
SYGSVLLSAEEFQK
159
1557.78
385-398


2 (Two pore segment channel 2)





Protocadherin beta 14 precursor
PCDBE_HUMAN
87532.2
DINDHSPTFLDK
160
1401.665
125-136


(PCDH-beta14)





Dimethylglycine dehydrogenase,
M2GD_HUMAN
96790.9
LNKPADFIGK
161
1102.626
748-757


mitochondrial precursor (EC


1.5.99.2) (ME2GLYDH)





Angiopoietin-1 receptor precursor
TIE2_HUMAN
125795
FNPICKASGWP
162
2532.263
366-387


(EC 2.7.1.112) (Tyrosine-protein


LPTNEEMTLVK


kinase receptor TIE-2) (Tyrosine-


protein kinase receptor TEK)


(P140 TEK) (Tunica interna


endothelial cell kinase) (CD202b


antigen)





MGC5297 protein (Fragment)
Q9BVD3
62640.1
VLTPYCYTIDVEIK
163
1713.878
446-459





Dystrobrevin beta (Beta-
DTNB_HUMAN
71338.1
LIARYAARLAAEAGNVTR
164
1916.083
404-421


dystrobrevin) (DTN-B)





A-kinase anchor protein 3
AKAP3_HUMAN
94719.5
SCDASLAELGDDKSGDASR
165
1953.846
687-705


(Protein kinase A anchoring


protein 3) (PRKA3) (A-kinase


anchor protein 110 kDa) (AKAP


110) (Sperm oocyte binding


protein) (Fibrousheathin I)


(Fibrous sheath protein of 95 kDa)


(FSP95)





Netrin receptor UNC5C precursor
UNC5C_HUMAN
103084.7
VYEMYVTVHR
166
1296.641
564-573


(Unc-5 homolog C) (Unc-5


homolog 3)





EPM2A-interacting protein 1
EPMIP_HUMAN
70352.8
ILSIDRNLRNQLFNR
167
1872.057
154-168


(Laforin-interacting protein)





Transmembrane protein 2
Q9UHN6
154359
YVGTGGIDQK
168
1037.527
847-856





Symplekin
SYMPK_HUMAN
141135.5
NMPSSKDTRK
169
1163.584
338-347





Hook homolog 3 (hHK3)
HOOK3_HUMAN
83110
RAIIEDLEPR
170
1211.675
566-575





Hypothetical protein SERAC1
Q6PKF3
74145.6
KDAFLYQRTLQFIR
171
1798.997
632-645





39S ribosomal protein L28,
RM28_HUMAN
33846.3
EFYSEILDKKFTVTVTMR
172
2207.142
144-161


mitochondrial precursor (L28mt)


(MRP-L28) (Melanoma antigen


p15) (Melanoma-associated


antigen recognized by T


lymphocytes)





Seven transmembrane helix
Q8NGB0
156486.6
WLSSPVFSLRR
173
1347.754
334-344


receptor





Lymphotactin precursor (XCL1)
XCL1_HUMAN
12498.7
AVIFITKRGLK
174
1245.805
57-67


(Cytokine SCM-1) (ATAC)


(Lymphotaxin) (SCM-1-alpha)


(Small inducible cytokine C1) (XC


chemokine ligand 1)





Peptidoglycan recognition protein
PGRP_HUMAN
21712.6
VPTPQAIRAAQGLLA
175
3122.726
139-168


precursor (PGRP-S)


CGVAQGALRSNYVLK





Ankyrin repeat domain protein
ANR18_HUMAN
115652.2
NQANIHAVDNFK
176
1370.682
189-200


18A





Mitochondrial ribosomal protein
Q9BYD0
28446.1
VLSPYDLTHK
177
1172.632
229-238


L16 (L16mt)





Protein disulfide-isomerase A4
PDIA4_HUMAN
72916
NNKGPVKVVVGK
178
1238.759
522-533


precursor (EC 5.3.4.1) (Protein


ERp-72) (ERp72)





2-5A-dependent ribonuclease
RN5A_HUMAN
83516.7
RGANVNLR
179
899.5175
147-154


(EC 3.1.26.—) (2-5A-dependent


RNase) (Ribonuclease L) (RNase


L) (Ribonuclease 4)





WD-repeat protein 75
WDR75_HUMAN
94483
SEQPTLVTASKDGYFK
180
1770.892
456-471





Zinc finger protein 294
ZN294_HUMAN
200525.3
VFKMLLGDEKQSIVQAK
181
1934.079
629-645





Hypothetical protein FLJ44356
Q6ZTQ6
26752.7
GADPPPPPSRTGR
182
1304.671
59-71





Protein C6orf149
CF149_HUMAN
10740.9
ENKNVKDPVEIQTLVNK
183
1968.077
42-58





Ubiquitin specific protease 48
Q5SZI4
18677.1
FNDEDIEKMEGKK
184
1582.743
47-59





Intercellular adhesion molecule 3
ICAM3_HUMAN
59363.8
ADQEGAREIVC
185
2230.1
284-303


precursor (ICAM-3) (ICAM-R)


NVTLGGERR


(CDw50) (CD50 antigen)





Hypothetical protein
Q86VG6
11513.3
AGECVTAGGLGGARRR
186
1587.814
12-27





Zinc finger protein HRX (ALL-1)
HRX_HUMAN
431732.3
QVSQPALVIPP
187
2080.156
1297-1316


(Trithorax-like protein)


QPPTTGPPR





Hypothetical protein FLJ37300
Q52M87
61958.1
HLLTIAGWKHEK
188
1432.807
457-468





Insulin-like growth factor IA
IGF1A_HUMAN
17008.1
APQTGIVDECCFR
189
1552.689
86-98


precursor (IGF-IA) (Somatomedin


C) (Mechano growth factor)


(MGF)





Guanine nucleotide exchange
MCF2L_HUMAN
123968.6
FKPMQRHLFLHEK
190
1710.927
870-882


factor DBS (DBL's big sister)


(MCF2 transforming sequence-


like protein) (Fragment)





Hypothetical protein FLJ40235
Q8N7X8
21265.9
VRASQELEMSLK
191
1390.736
160-171





Novel protein
Q9H4G2
164839.6
EKLSLEPVLPARNPNR
192
1833.035
309-324





Chromosome 9 open reading
Q5SZB4
47622.5
EDPDFLGAFLGELLPSR
193
1875.95
134-150


frame 50





Piccolo protein (Aczonin)
PCLO_HUMAN
566639.4
VMSDGPVKPEGAK
194
1314.673
4843-4855





Hypothetical protein FLJ90556
Q8N2J3
30614.7
DSGGQTSAGCPSGWLGTR
195
1793.788
123-140





Prokineticin receptor 2 (PK-R2)
PKR2_HUMAN
43979
YLAIVHPLKPR
196
1306.8
154-164


(G-protein coupled receptor 73-


like 1) (GPR73b) (GPRg2)





1-phosphatidylinositol-4,5-
PLCB2_HUMAN
133665.8
QAACLEQIREMEK
197
1605.773
1101-1113


bisphosphate phosphodiesterase


beta 2 (EC 3.1.4.11)


(Phosphoinositide phospholipase


C) (PLC-beta-2) (Phospholipase


C-beta-2)





Reticulon-4 (Neurite outgrowth
RTN4_HUMAN
129916.6
LSALPPEGGKPYLE
198
2604.393
788-811


inhibitor) (Nogo protein) (Foocen)


SFKLSLDNTK


(Neuroendocrine-specific protein)


(NSP) (Neuroendocrine-specific


protein C homolog) (RTN-x)


(Reticulon-5)





Tripartite motif protein 8 (RING
TRIM8_HUMAN
61469.3
QTVEVLDK
199
931.5102
249-256


finger protein 27) (Glioblastoma-


expressed RING finger protein)





Beta-adducin (Erythrocyte
ADDB_HUMAN
80836.4
TTWMKADEVEK
200
1337.641
460-470


adducin beta subunit)





Hypothetical protein FLJ13755
Q9H8C8
148979
FDLKQWLSATK
201
1336.727
601-611





Elastin precursor (Tropoelastin)
ELN_HUMAN
68478.6
FPGVGVLPGVPTGAGVK
202
1551.89
160-176





Hypothetical protein PRSS35
Q8N3Z0
47052.9
YAQICLWIHGNDANCAYG
203
2125.922
396-413


(ENML522)





Diacylglycerol kinase, beta (EC
DGKB_HUMAN
90578.9
CLRWGGGYEGENLMK
204
1769.811
532-546


2.7.1.107) (Diglyceride kinase)


(DGK-beta) (DAG kinase beta)


(90 kDa diacylglycerol kinase)





Hypothetical protein
Q6PJ41
3537.6
MIMILVLLSLGR
205
1358.827
 1-12





Zinc finger protein 592
ZN592_HUMAN
137535.7
GSDLPPDPHNCGK
206
1393.617
 97-109





Envoplakin (210 kDa
EVPL_HUMAN
231600.4
SLLEEER
207
875.4474
1157-1163


paraneoplastic pemphigus


antigen) (p210) (210 kDa


cornified envelope precursor


protein)





ATP-binding cassette sub-family
ABCA2_HUMAN
269960.8
ARRFLWNLILDLIK
208
1771.075
2221-2234


A member 2 (ATP-binding


cassette transporter 2) (ATP-


binding cassette 2)





Putative helicase Mov10l1 (EC
M10L1_HUMAN
135276.7
RFNVAITR
209
976.5691
1131-1138


3.6.1.—) (Moloney leukemia virus


10-like protein 1) (MOV10-like 1)





Novel protein (MGC26989)
Q5T1M9
62944.4
PLAIAKQASFSSK
210
1347.764
279-291





Tic
O95621
116328.1
SMSCQEFITNLNGLR
211
1769.832
702-716





Hypothetical protein FLJ46306
Q6ZRJ5
18924.6
EKEQEAGGVSYWDIGK
212
1795.851
35-50





Hypothetical class II basic helix-
Q7RTU2
32314.4
RQRGDAGSPWGCPLCPDR
213
2084.951
151-168


loop-helix protein MESP2


(Fragment)





RSK-like protein (Ribosomal
Q8TDD3
118668.4
RNPEDVQEIIVWKR
214
1781.966
40-53


protein S6 kinase, 52 kDa,


polypeptide 1)





Histone H2B-related protein (H2B
Q7Z2G1
19581.4
LAESEGTK
215
834.421
153-160


histone family, member W, testis-


specific)





LOC493860 protein
Q6P5Q7
45467
FLNLQNEHEKALGTWKR
216
2084.104
237-253





Glutamine synthetase (EC
GLNA_HUMAN
41915.7
TCLLNETGDEPFQYK
217
1814.827
357-371


6.3.1.2) (Glutamate--ammonia


ligase) (GS)









Example 2
Cancer-Related Peptides are not Necessarily Biomarkers

The above methods showed that a number of peptides previously known to be associated with breast cancer were not indicative of a disease state, and, thus, not useful as a biomarker. Examples include, RUN and FYVE domain-containing 1 variant (fragment), haptoglobin precursor that contains: haptoglobin alpha chain and haptoglobin beta chain, tetranectin precursor (TN) (Plasminogen-kringle 4 binding protein), vitamin D-binding protein, apolipoprotein C-IV precursor (Apo-CIV or ApoC-IV), VH1 protein precursor (fragment), Ig kappa chain V-III region SIE, hypothetical protein Q569I7, haptoglobin-related protein precursor, breast carcinoma amplified sequence 1 (novel amplified in breast cancer 1) (amplified and overexpressed in breast cancer), sodium-D-glucose cotransporter (regulatory solute carrier protein, family 1, member 1), complement component C8 gamma chain precursor, Ig heavy chain V-III region TIL, hypothetical protein DKFZp686I04196 (fragment), alpha-2-macroglobulin precursor (Alpha-2-M), hypothetical protein DKFZp761P18121, fibrinogen alpha chain precursor that contains fibrinopeptide A, IGHG1 protein, hypothetical protein MGC27016, seprase (EC 3.4.21.-) (fibroblast activation protein alpha) (integral membrane serine protease) (170-kDa melanoma membrane-bound gelatinase), PTPL1-associated RhoGAP, zinc finger protein 385 (hematopoietic zinc finger protein) (retinal zinc finger protein), hypothetical protein FLJ45950, hypothetical protein FLJ39462, smoothelin, latrophilin-3 precursor (calcium-independent alpha-latrotoxin receptor 3) (lectomedin-3), type III iodothyronine deiodinase (EC 1.97.1.11) (type-III 5′deiodinase) (DIOIII) (type 3 DI) (5DIII).

Claims
  • 1. A method for detecting breast cancer in a patient, comprising: (i) obtaining a biological sample from said patient; and(ii) evaluating said sample or a fraction of said sample for the presence of at least one biomarker selected from the group of peptides having the amino acid sequences of SEQ ID NOs: 132-217,
  • 2. The method according to claim 1, further comprising, prior to the evaluation step, harvesting low molecular weight peptides from said sample to generate at least one fraction comprising said peptides.
  • 3. The method according to claim 1, wherein said biological sample is blood, serum or plasma.
  • 4. The method according to claim 1, wherein the evaluation step comprises an assay selected from the group consisting of mass spectrometry, immunoassay, immuno-mass spectrometry and suspension bead array.
  • 5. The method according to claim 4, wherein said immunoassay is an enzyme linked immunosorbent assay or ELISA.
  • 6. The method according to claim 4, wherein said mass spectrometry comprises multiple reaction monitoring (MRM).
  • 7. The method according to claim 2, further comprising digesting said low molecular weight peptides.
  • 8. The method according to claim 7, wherein said digestion comprises a trypsin digestion.
  • 9. The method according to claim 1, wherein the breast cancer is in an early stage.
  • 10. The method according to claim 1, wherein the breast cancer is in stage T1a.
  • 11. The method according to claim 1, wherein said evaluation step comprises evaluating said sample for the presence of at least biomarkers having the amino acid sequences of SEQ ID NOs: 132, 139, 141 and 148.
  • 12. A method for monitoring the progression of breast cancer in a patient, comprising: (i) obtaining a biological sample from said patient;(ii) evaluating said sample or a fraction of said sample for the presence of at least one biomarker selected from the group of peptides having the amino acid sequences of SEQ ID NOs: 132-217, wherein the presence of said at least one biomarker is indicative of breast cancer; and optionally(iii) repeating steps (i) and (ii).
  • 13. The method according to claim 12 further comprising, prior to the evaluation step, harvesting low molecular weight peptides from said sample to generate at least one fraction comprising said peptides.
  • 14. The method according to claim 12, wherein said evaluation step comprises evaluating said sample for the presence of at least biomarkers having the amino acid sequences of SEQ ID NOs: 132, 139, 141 and 148.
  • 15. An antibody specific for a peptide selected from the group of peptides having the amino acid sequences of SEQ ID NOs: 132-217.
  • 16. The antibody according to claim 15, wherein said antibody is a monoclonal antibody.
  • 17. The antibody according to claim 15, wherein said antibody is a polyclonal antibody.
  • 18. The antibody according to claim 15, wherein said antibody is a chimeric antibody.
  • 19. The antibody according to claim 15, wherein the peptide is selected from the group of peptides having the amino acid sequences of SEQ ID NOs: 132, 139, 141 and 148.
  • 20. A kit for detecting breast cancer in a patient, comprising at least one antibody according to claim 15.
CROSS-REFERENCE TO RELATED PATENT APPLICATIONS

This application claims priority to U.S. Provisional Application No. 60/855,378, filed Oct. 31, 2006, which is hereby incorporated by reference.

PCT Information
Filing Document Filing Date Country Kind 371c Date
PCT/US07/22967 10/31/2007 WO 00 12/17/2009
Provisional Applications (1)
Number Date Country
60855378 Oct 2006 US