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PMID: 16395409 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Differential exoprotease activities confer tumor-specific serum peptidome patterns.

The Journal of clinical investigation ·Vol. 116 ·No. 1 ·2006-01-00 ·Pages 271-84

Villanueva J, Shaffer DR, Philip J, Chaparro CA, Erdjument-Bromage H, Olshen AB, Fleisher M, Lilja H, Brogi E, Boyd J, Sanchez-Carbayo M, Holland EC, Cordon-Cardo C, Scher HI, Tempst P

Abstract

Recent studies have established distinctive serum polypeptide patterns through mass spectrometry (MS) that reportedly correlate with clinically relevant outcomes. Wider acceptance of these signatures as valid biomarkers for disease may follow sequence characterization of the components and elucidation of the mechanisms by which they are generated. Using a highly optimized peptide extraction and matrix-assisted laser desorption/ionization-time-of-flight (MALDI-TOF) MS-based approach, we now show that a limited subset of serum peptides (a signature) provides accurate class discrimination between patients with 3 types of solid tumors and controls without cancer. Targeted sequence identification of 61 signature peptides revealed that they fall into several tight clusters and that most are generated by exopeptidase activities that confer cancer type-specific differences superimposed on the proteolytic events of the ex vivo coagulation and complement degradation pathways. This small but robust set of marker peptides then enabled highly accurate class prediction for an external validation set of prostate cancer samples. In sum, this study provides a direct link between peptide marker profiles of disease and differential protease activity, and the patterns we describe may have clinical utility as surrogate markers for detection and classification of cancer. Our findings also have important implications for future peptide biomarker discovery efforts.

MeSH Terms
Amino Acid Sequence Exopeptidases/genetics,metabolism Humans Molecular Sequence Data Neoplasm Proteins/genetics Neoplasms/enzymology,genetics Peptide Fragments/chemistry,genetics Proteome Reference Values Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods
Chemicals
Neoplasm Proteins Peptide Fragments Proteome Exopeptidases
Authors & Affiliations
15 authors, click to expand affiliations / ORCID
Villanueva Josep
Memorial Sloan-Kettering Cancer Center, New York, New York 10021, USA.
Shaffer David R
Philip John
Chaparro Carlos A
Erdjument-Bromage Hediye
Olshen Adam B
Fleisher Martin
Lilja Hans
Brogi Edi
Boyd Jeff
Sanchez-Carbayo Marta
Holland Eric C
Cordon-Cardo Carlos
Scher Howard I
Tempst Paul
References (76)
76 references, click to expand
  1. High-resolution serum proteomic features for ovarian cancer detection.
    Endocr Relat Cancer. 2004 Jun;11(2):163-78 PMID: 15163296
  2. cDNA and deduced amino acid sequence of human PK-120, a plasma kallikrein-sensitive glycoprotein.
    FEBS Lett. 1995 Jan 3;357(2):207-11 PMID: 7805892
  3. The inter-alpha-inhibitor family: from structure to regulation.
    Biochem J. 1996 Apr 1;315 ( Pt 1):1-9 PMID: 8670091
  4. Thrombin, thrombomodulin and TAFI in the molecular link between coagulation and fibrinolysis.
    Thromb Haemost. 1997 Jul;78(1):386-91 PMID: 9198184
  5. Prostate-specific membrane antigen.
    Prostate. 1997 Jul 1;32(2):140-8 PMID: 9215402
  6. Molecular recognition of angiogenesis inhibitors fumagillin and ovalicin by methionine aminopeptidase 2.
    Proc Natl Acad Sci U S A. 1998 Dec 22;95(26):15183-8 PMID: 9860943
  7. Composition of the peptide fraction in human blood plasma: database of circulating human peptides.
    J Chromatogr B Biomed Sci Appl. 1999 Apr 16;726(1-2):25-35 PMID: 10348167
  8. Clinical utility of biochemical markers of bone remodeling.
    Clin Chem. 1999 Aug;45(8 Pt 2):1359-68 PMID: 10430819
  9. Kinetics of serum tumor marker concentrations and usefulness in clinical monitoring.
    Clin Chem. 1999 Oct;45(10):1695-707 PMID: 10508114
  10. Aminopeptidase activities in breast cancer tissue.
    Clin Chem. 1999 Oct;45(10):1797-802 PMID: 10508127
  11. Identification of gastric cancer patients by serum protein profiling.
    J Proteome Res. 2004 Nov-Dec;3(6):1261-6 PMID: 15595736
  12. A monoclonal antibody driven biodiagnostic system for the quantitative screening of breast cancer.
    Biotechnol Lett. 2004 Sep;26(17):1335-9 PMID: 15604760
  13. In vitro biomarker discovery for atherosclerosis by proteomics.
    Mol Cell Proteomics. 2004 Dec;3(12):1200-10 PMID: 15496433
  14. Bias as a threat to the validity of cancer molecular-marker research.
    Nat Rev Cancer. 2005 Feb;5(2):142-9 PMID: 15685197
  15. Use of proteomic patterns in serum to identify ovarian cancer.
    Lancet. 2002 Feb 16;359(9306):572-7 PMID: 11867112
  16. New functions for the matrix metalloproteinases in cancer progression.
    Nat Rev Cancer. 2002 Mar;2(3):161-74 PMID: 11990853
  17. Emerging molecular markers of cancer.
    Nat Rev Cancer. 2002 Mar;2(3):210-9 PMID: 11990857
  18. Serum protein fingerprinting coupled with a pattern-matching algorithm distinguishes prostate cancer from benign prostate hyperplasia and healthy men.
    Cancer Res. 2002 Jul 1;62(13):3609-14 PMID: 12097261
  19. The human plasma proteome: history, character, and diagnostic prospects.
    Mol Cell Proteomics. 2002 Nov;1(11):845-67 PMID: 12488461
  20. Toward a human blood serum proteome: analysis by multidimensional separation coupled with mass spectrometry.
    Mol Cell Proteomics. 2002 Dec;1(12):947-55 PMID: 12543931
  21. Hormonal, cellular, and molecular control of prostatic development.
    Dev Biol. 2003 Jan 15;253(2):165-74 PMID: 12645922
  22. The case for early detection.
    Nat Rev Cancer. 2003 Apr;3(4):243-52 PMID: 12671663
  23. Glycylproline dipeptidyl aminopeptidase isoenzyme in diagnosis of primary hepatocellular carcinoma.
    World J Gastroenterol. 2003 Apr;9(4):710-3 PMID: 12679916
  24. Prostate specific antigen based biennial screening is sufficient to detect almost all prostate cancers while still curable.
    J Urol. 2003 May;169(5):1720-3 PMID: 12686817
  25. Tumor-specific gene delivery mediated by a novel peptide-polyethylenimine-DNA polyplex targeting aminopeptidase N/CD13.
    Hum Gene Ther. 2005 Jan;16(1):57-67 PMID: 15703489
  26. Novel role of prostate-specific membrane antigen in suppressing prostate cancer invasiveness.
    Cancer Res. 2005 Feb 1;65(3):727-31 PMID: 15705868
  27. Serum proteomics profiling--a young technology begins to mature.
    Nat Biotechnol. 2005 Mar;23(3):291-2 PMID: 15765078
  28. Proteomics and cancer: running before we can walk?
    Nature. 2004 Jun 3;429(6991):496-7 PMID: 15175721
  29. Role of aminopeptidases in the blood pressure regulation.
    Biol Pharm Bull. 2004 Jun;27(6):768-71 PMID: 15187414
  30. Discovery of ovarian cancer biomarkers in serum using NanoLC electrospray ionization TOF and FT-ICR mass spectrometry.
    Dis Markers. 2003-2004;19(4-5):239-49 PMID: 15266667
  31. Three biomarkers identified from serum proteomic analysis for the detection of early stage ovarian cancer.
    Cancer Res. 2004 Aug 15;64(16):5882-90 PMID: 15313933
  32. Peptide metabolism and the control of body fluid homeostasis.
    Curr Med Chem Cardiovasc Hematol Agents. 2004 Jul;2(3):219-38 PMID: 15320788
  33. Serum proteomic profiling can discriminate prostate cancer from benign prostates in men with total prostate specific antigen levels between 2.5 and 15.0 ng/ml.
    J Urol. 2004 Oct;172(4 Pt 1):1302-5 PMID: 15371828
  34. The ectopeptidases CD10, CD13, CD26, and CD143 are upregulated in gastric cancer.
    Int J Oncol. 2004 Nov;25(5):1223-32 PMID: 15492809
  35. The structural basis of the multiple forms of human complement component C4.
    Cell. 1984 Apr;36(4):907-14 PMID: 6546707
  36. Serum activities of dipeptidyl-aminopeptidase II and dipeptidyl-aminopeptidase IV in tumor-bearing animals and in cancer patients.
    Biochem Med Metab Biol. 1987 Feb;37(1):35-41 PMID: 2882765
  37. Specificity of fibrinopeptide A (FpA) as a marker for gastrointestinal cancers before and after surgery.
    Med Oncol Tumor Pharmacother. 1987;4(2):75-9 PMID: 3669780
  38. Isolation and identification of hydroxyproline analogues of bradykinin in human urine.
    FEBS Lett. 1988 May 9;232(1):252-4 PMID: 3366244
  39. Human aminopeptidases: a review of the literature.
    J Clin Chem Clin Biochem. 1988 Dec;26(12):795-807 PMID: 3069949
  40. Serum enkephalin-degrading aminopeptidase activity in N-methyl nitrosourea-induced rat breast cancer.
    Anticancer Res. 2005 Jan-Feb;25(1A):193-6 PMID: 15816538
  41. Direct tandem mass spectrometry reveals limitations in protein profiling experiments for plasma biomarker discovery.
    J Proteome Res. 2005 May-Jun;4(3):972-81 PMID: 15952745
  42. Correcting common errors in identifying cancer-specific serum peptide signatures.
    J Proteome Res. 2005 Jul-Aug;4(4):1060-72 PMID: 16083255
  43. Place of pattern in proteomic biomarker discovery.
    J Proteome Res. 2005 Jul-Aug;4(4):1143-54 PMID: 16083265
  44. Characterization of a novel, cytokine-inducible carboxypeptidase D isoform in haematopoietic tumour cells.
    Biochem J. 2005 Sep 15;390(Pt 3):665-73 PMID: 15918796
  45. Elevated fibrinopeptide A levels in patients with clinically localised breast carcinoma.
    Haemostasis. 1987;17(6):336-9 PMID: 3428719
  46. Aminopeptidase N is a receptor for tumor-homing peptides and a target for inhibiting angiogenesis.
    Cancer Res. 2000 Feb 1;60(3):722-7 PMID: 10676659
  47. Initial sequencing and analysis of the human genome.
    Nature. 2001 Feb 15;409(6822):860-921 PMID: 11237011
  48. Structure and biology of complement protein C3, a connecting link between innate and acquired immunity.
    Immunol Rev. 2001 Apr;180:35-48 PMID: 11414361
  49. Overexpression of clusterin in transitional cell carcinoma of the bladder is related to disease progression and recurrence.
    Urology. 2002 Jan;59(1):150-4 PMID: 11796313
  50. Clusterin expression is significantly enhanced in prostate cancer cells following androgen withdrawal therapy.
    Prostate. 2002 Feb 15;50(3):179-88 PMID: 11813210
  51. Gene expression profiling of lymphoid malignancies.
    Annu Rev Med. 2002;53:303-18 PMID: 11818476
  52. Current achievements using ProteinChip Array technology.
    Curr Opin Chem Biol. 2002 Feb;6(1):86-91 PMID: 11827829
  53. Molecular specialization of breast vasculature: a breast-homing phage-displayed peptide binds to aminopeptidase P in breast vasculature.
    Proc Natl Acad Sci U S A. 2002 Feb 19;99(4):2252-7 PMID: 11854520
  54. Leroy Hood expounds the principles, practice and future of systems biology.
    Drug Discov Today. 2003 May 15;8(10):436-8 PMID: 12801791
  55. Molecular mechanisms of glioma invasiveness: the role of proteases.
    Nat Rev Cancer. 2003 Jul;3(7):489-501 PMID: 12835669
  56. Processing of serum proteins underlies the mass spectral fingerprinting of myocardial infarction.
    J Proteome Res. 2003 Jul-Aug;2(4):361-72 PMID: 12938926
  57. Bradykinin antagonists as anti-cancer agents.
    Curr Pharm Des. 2003;9(25):2036-42 PMID: 14529414
  58. Proteomics and bioinformatics approaches for identification of serum biomarkers to detect breast cancer.
    Clin Chem. 2002 Aug;48(8):1296-304 PMID: 12142387
  59. Molecular portraits and the family tree of cancer.
    Nat Genet. 2002 Dec;32 Suppl:533-40 PMID: 12454650
  60. Soluble aminopeptidase N/CD13 in malignant and nonmalignant effusions and intratumoral fluid.
    Clin Cancer Res. 2002 Dec;8(12):3747-54 PMID: 12473585
  61. Expression of transglutaminases in human breast cancer and their possible clinical significance.
    Oncol Rep. 2003 Nov-Dec;10(6):2039-44 PMID: 14534740
  62. Extracellular proteolysis and cancer: meeting summary and future directions.
    Cancer Res. 2003 Oct 1;63(19):6105-9 PMID: 14559785
  63. Characterization of the low molecular weight human serum proteome.
    Mol Cell Proteomics. 2003 Oct;2(10):1096-103 PMID: 12917320
  64. Mining a tandem mass spectrometry database to determine the trends and global factors influencing peptide fragmentation.
    Anal Chem. 2003 Nov 15;75(22):6251-64 PMID: 14616009
  65. Clusterin (SGP-2, ApoJ) expression is downregulated in low- and high-grade human prostate cancer.
    Int J Cancer. 2004 Jan 1;108(1):23-30 PMID: 14618611
  66. CD13/APN transcription is induced by RAS/MAPK-mediated phosphorylation of Ets-2 in activated endothelial cells.
    J Biol Chem. 2003 Dec 5;278(49):49358-68 PMID: 14507917
  67. Biological significance of aminopeptidase N/CD13 in thyroid carcinomas.
    Cancer Res. 2003 Dec 1;63(23):8500-6 PMID: 14679016
  68. Changes in the protein expression of yeast as a function of carbon source.
    J Proteome Res. 2003 Nov-Dec;2(6):643-9 PMID: 14692458
  69. ADAMs, a disintegrin and metalloproteinases, mediate shedding of oxytocinase.
    Biochem Biophys Res Commun. 2004 Feb 20;314(4):1008-13 PMID: 14751233
  70. Strategies for developing biomarkers of heart failure.
    Clin Chem. 2004 Feb;50(2):265-78 PMID: 14656906
  71. Ectopeptidases are differentially expressed in hepatocellular carcinomas.
    Int J Oncol. 2004 Mar;24(3):487-95 PMID: 14767532
  72. 3-Amino-2-hydroxyamides and related compounds as inhibitors of methionine aminopeptidase-2.
    Bioorg Med Chem Lett. 2004 Feb 23;14(4):865-8 PMID: 15012983
  73. Serum peptide profiling by magnetic particle-assisted, automated sample processing and MALDI-TOF mass spectrometry.
    Anal Chem. 2004 Mar 15;76(6):1560-70 PMID: 15018552
  74. Mass spectrometry as a diagnostic and a cancer biomarker discovery tool: opportunities and potential limitations.
    Mol Cell Proteomics. 2004 Apr;3(4):367-78 PMID: 14990683
  75. High expression of methionine aminopeptidase 2 in human colorectal adenocarcinomas.
    Clin Cancer Res. 2004 Apr 15;10(8):2771-5 PMID: 15102683
  76. Regulation of aminopeptidase A expression in cervical carcinoma: role of tumor-stromal interaction and vascular endothelial growth factor.
    Lab Invest. 2004 May;84(5):639-48 PMID: 15048132
Article Info
Journal
The Journal of clinical investigation
Abbr.
J Clin Invest
ISSN
0021-9738
Published
2006-01-00
Pages
271-84
Language
English
Region
United States
NLM ID
7802877
PMCID
PMC1323259
Subset
IM
Grants
NCI NIH HHS · P50 CA092629 · United States
NCI NIH HHS · P30 CA008748 · United States
NCI NIH HHS · 1-R21-CA1119425 · United States
NCI NIH HHS · 5-P50-CA92629 · United States
NCI NIH HHS · 5-P30-CA08748 · United States
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