Program Official

Principal Investigator

Oliver John
Semmes
Awardee Organization

Eastern Virginia Medical School
United States

Fiscal Year
2021
Activity Code
U01
Project End Date

Development of Protein Biomarkers in Post-DRE Urine for use in Liquid Biopsy of Prostate Cancer

Prostate cancer (PCa) remains the most common non-skin malignancy afflicting men in the United states. It is the second leading cause of cancer-related death. The clinical diversity of PCa is dramatic, ranging from asymptomatic disease to metastatic and fatal malignancy. One cause of this clinical diversity is the remarkable intra- and inter-tumoural heterogeneity in disease genomics. As a result, currently clinically-used risk-stratification strategies do not robustly discriminate aggressive from indolent diseases, leading to systemic over- and undertreatment. Approximately 40% of men diagnosed with PCa who seek curative treatment undergo surgical removal of their prostate (radical prostatectomy, RP). Of these, approximately 30% are found at surgery to have disease outside their prostate (non-organ-confined, non-OC). These men are candidates for multi-modal adjuvant treatment with chemo- and hormonetherapy to improve outcomes. We therefore propose to tackle this problem, using fluid biomarkers to circumvent the molecular heterogeneity of the disease. Our proposal leverages an active and productive multi-investigator, multi-institutional proteomic collaboration to develop biomarkers for the early detection of locally aggressive non-organ-confined disease. Our two lead biomarkers are 1) A multiple peptide panel that discriminates OC from non-OC in EDRN phase 2 equivalent validation (Nature Communications, in press). 2) Surface expression of CUB Domain Containing Protein 1 on exosomes differentiates PCa aggressiveness (EDRN Phase 1 equivalent discovery, Oncotarget, 2016). We propose both validation of these targets in a globally-unique biobank of expressed prostatic secretions, as well as novel biomarker discovery/development strategies to extend them in the same clinical context and sample matrix. Successful completion of our proposed studies will result in validation of at least two biomarkers for clinical utility in separation of OC vs. non-OC disease, helping to personalize therapy for a tumour type that afflicts 1 in 7 North American men.

Publications

  • Wang X, Jordahl KM, Zhu C, Livingstone J, Rhie SK, Wright JL, Grady WM, Boutros PC, Stanford JL, Dai JY. Methylation Subtypes of Primary Prostate Cancer Predict Poor Prognosis. Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology. 2022 Jul 1;31(7):1473-1482. PMID: 35437583
  • Casanova-Salas I, Athie A, Boutros PC, Del Re M, Miyamoto DT, Pienta KJ, Posadas EM, Sowalsky AG, Stenzl A, Wyatt AW, Mateo J. Quantitative and Qualitative Analysis of Blood-based Liquid Biopsies to Inform Clinical Decision-making in Prostate Cancer. European urology. 2021 Jun;79(6):762-771. Epub 2021 Jan 7. PMID: 33422353
  • Eng SE, Basasie B, Lam A, John Semmes O, Troyer DA, Clarke GD, Sunnapwar AG, Leach RJ, Johnson-Pais TL, Sokoll LJ, Chan DW, Tosoian JJ, Siddiqui J, Chinnaiyan AM, Thompson IM Jr, Boutros PC, Liss MA. Prospective comparison of restriction spectrum imaging and non-invasive biomarkers to predict upgrading on active surveillance prostate biopsy. Prostate cancer and prostatic diseases. 2024 Mar;27(1):65-72. Epub 2022 Sep 12. PMID: 36097168
  • Lance EI, Faulcon LM, Fu Z, Yang J, Whyte-Stewart D, Strouse JJ, Barron-Casella E, Jones K, Van Eyk JE, Casella JF, Everett AD. Proteomic discovery in sickle cell disease: Elevated neurogranin levels in children with sickle cell disease. Proteomics. Clinical applications. 2021 Sep;15(5):e2100003. Epub 2021 May 24. PMID: 33915030
  • Fraser M, Livingstone J, Wrana JL, Finelli A, He HH, van der Kwast T, Zlotta AR, Bristow RG, Boutros PC. Somatic driver mutation prevalence in 1844 prostate cancers identifies ZNRF3 loss as a predictor of metastatic relapse. Nature communications. 2021 Oct 29;12(1):6248. PMID: 34716314
  • Xuan Y, Bateman NW, Gallien S, Goetze S, Zhou Y, Navarro P, Hu M, Parikh N, Hood BL, Conrads KA, Loosse C, Kitata RB, Piersma SR, Chiasserini D, Zhu H, Hou G, Tahir M, Macklin A, Khoo A, Sun X, Crossett B, Sickmann A, Chen YJ, Jimenez CR, Zhou H, Liu S, Larsen MR, Kislinger T, Chen Z, Parker BL, Cordwell SJ, Wollscheid B, Conrads TP. Standardization and harmonization of distributed multi-center proteotype analysis supporting precision medicine studies. Nature communications. 2020 Oct 16;11(1):5248. PMID: 33067419
  • Correll VL, Otto JJ, Risi CM, Main BP, Boutros PC, Kislinger T, Galkin VE, Nyalwidhe JO, Semmes OJ, Yang L. Optimization of small extracellular vesicle isolation from expressed prostatic secretions in urine for in-depth proteomic analysis. Journal of extracellular vesicles. 2022 Feb;11(2):e12184. PMID: 35119778
  • Khoo A, Liu LY, Nyalwidhe JO, Semmes OJ, Vesprini D, Downes MR, Boutros PC, Liu SK, Kislinger T. Proteomic discovery of non-invasive biomarkers of localized prostate cancer using mass spectrometry. Nature reviews. Urology. 2021 Dec;18(12):707-724. Epub 2021 Aug 27. PMID: 34453155
  • Houlahan KE, Shiah YJ, Gusev A, Yuan J, Ahmed M, Shetty A, Ramanand SG, Yao CQ, Bell C, O'Connor E, Huang V, Fraser M, Heisler LE, Livingstone J, Yamaguchi TN, Rouette A, Foucal A, Espiritu SMG, Sinha A, Sam M, Timms L, Johns J, Wong A, Murison A, Orain M, Picard V, Hovington H, Bergeron A, Lacombe L, Lupien M, Fradet Y, Têtu B, McPherson JD, Pasaniuc B, Kislinger T, Chua MLK, Pomerantz MM, van der Kwast T, Freedman ML, Mani RS, He HH, Bristow RG, Boutros PC. Genome-wide germline correlates of the epigenetic landscape of prostate cancer. Nature medicine. 2019 Oct;25(10):1615-1626. Epub 2019 Oct 7. PMID: 31591588
  • Sinha A, Huang V, Livingstone J, Wang J, Fox NS, Kurganovs N, Ignatchenko V, Fritsch K, Donmez N, Heisler LE, Shiah YJ, Yao CQ, Alfaro JA, Volik S, Lapuk A, Fraser M, Kron K, Murison A, Lupien M, Sahinalp C, Collins CC, Tetu B, Masoomian M, Berman DM, van der Kwast T, Bristow RG, Kislinger T, Boutros PC. The Proteogenomic Landscape of Curable Prostate Cancer. Cancer cell. 2019 Mar 18;35(3):414-427.e6. PMID: 30889379
  • Zhao SG, Chen WS, Li H, Foye A, Zhang M, Sjöström M, Aggarwal R, Playdle D, Liao A, Alumkal JJ, Das R, Chou J, Hua JT, Barnard TJ, Bailey AM, Chow ED, Perry MD, Dang HX, Yang R, Moussavi-Baygi R, Zhang L, Alshalalfa M, Laura Chang S, Houlahan KE, Shiah YJ, Beer TM, Thomas G, Chi KN, Gleave M, Zoubeidi A, Reiter RE, Rettig MB, Witte O, Yvonne Kim M, Fong L, Spratt DE, Morgan TM, Bose R, Huang FW, Li H, Chesner L, Shenoy T, Goodarzi H, Asangani IA, Sandhu S, Lang JM, Mahajan NP, Lara PN, Evans CP, Febbo P, Batzoglou S, Knudsen KE, He HH, Huang J, Zwart W, Costello JF, Luo J, Tomlins SA, Wyatt AW, Dehm SM, Ashworth A, Gilbert LA, Boutros PC, Farh K, Chinnaiyan AM, Maher CA, Small EJ, Quigley DA, Feng FY. The DNA methylation landscape of advanced prostate cancer. Nature genetics. 2020 Aug;52(8):778-789. Epub 2020 Jul 13. PMID: 32661416
  • Liss MA, Leach RJ, Sanda MG, Semmes OJ. Prostate Cancer Biomarker Development: National Cancer Institute's Early Detection Research Network Prostate Cancer Collaborative Group Review. Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology. 2020 Dec;29(12):2454-2462. Epub 2020 Oct 22. PMID: 33093161
  • Otto JJ, Correll VL, Engstroem HA, Hitefield NL, Main BP, Albracht B, Johnson-Pais T, Yang LF, Liss M, Boutros PC, Kislinger T, Leach RJ, Semmes OJ, Nyalwidhe JO. Targeted Mass Spectrometry of a Clinically Relevant PSA Variant from Post-DRE Urines for Quantitation and Genotype Determination. Proteomics. Clinical applications. 2020 Nov;14(6):e2000012. Epub 2020 Jul 9. PMID: 32614141
  • Tarabichi M, Salcedo A, Deshwar AG, Ni Leathlobhair M, Wintersinger J, Wedge DC, Van Loo P, Morris QD, Boutros PC. A practical guide to cancer subclonal reconstruction from DNA sequencing. Nature methods. 2021 Feb;18(2):144-155. Epub 2021 Jan 4. PMID: 33398189
  • Livingstone J, Shiah YJ, Yamaguchi TN, Heisler LE, Huang V, Lesurf R, Gebo T, Carlin B, Eng S, Drysdale E, Green J, van der Kwast T, Bristow RG, Fraser M, Boutros PC. The telomere length landscape of prostate cancer. Nature communications. 2021 Nov 25;12(1):6893. PMID: 34824250
  • Jung CH, Boutros PC, Park DJ, Corcoran NM, Pope BJ, Hovens CM. Perish and publish: Dynamics of biomedical publications by deceased authors. PloS one. 2022 Sep 14;17(9):e0273783. doi: 10.1371/journal.pone.0273783. eCollection 2022. PMID: 36103484
  • Liu LY, Bhandari V, Salcedo A, Espiritu SMG, Morris QD, Kislinger T, Boutros PC. Quantifying the influence of mutation detection on tumour subclonal reconstruction. Nature communications. 2020 Dec 7;11(1):6247. PMID: 33288765
  • Li CH, Haider S, Boutros PC. Age influences on the molecular presentation of tumours. Nature communications. 2022 Jan 11;13(1):208. PMID: 35017538
  • Chen S, Zhu G, Yang Y, Wang F, Xiao YT, Zhang N, Bian X, Zhu Y, Yu Y, Liu F, Dong K, Mariscal J, Liu Y, Soares F, Loo Yau H, Zhang B, Chen W, Wang C, Chen D, Guo Q, Yi Z, Liu M, Fraser M, De Carvalho DD, Boutros PC, Di Vizio D, Jiang Z, van der Kwast T, Berlin A, Wu S, Wang J, He HH, Ren S. Single-cell analysis reveals transcriptomic remodellings in distinct cell types that contribute to human prostate cancer progression. Nature cell biology. 2021 Jan;23(1):87-98. Epub 2021 Jan 8. PMID: 33420488
  • Zhu C, Boutros PC. Sex Differences in Cancer Genomes: Much Learned, More Unknown. Endocrinology. 2021 Nov 1;162. (11). PMID: 34402895
  • Yuan J, Houlahan KE, Ramanand SG, Lee S, Baek G, Yang Y, Chen Y, Strand DW, Zhang MQ, Boutros PC, Mani RS. Prostate Cancer Transcriptomic Regulation by the Interplay of Germline Risk Alleles, Somatic Mutations, and 3D Genomic Architecture. Cancer discovery. 2022 Dec 2;12(12):2838-2855. PMID: 36108240
  • Hoey C, Jeyapala R, Boutros PC, Bapat B, Liu SK. Urinary biomarkers in prostate cancer: to the miRnome and beyond. Translational andrology and urology. 2020 Apr;9(2):843-845. PMID: 32420197
  • Freeland J, Crowell PD, Giafaglione JM, Boutros PC, Goldstein AS. Aging of the progenitor cells that initiate prostate cancer. Cancer letters. 2021 Sep 1;515:28-35. Epub 2021 May 28. PMID: 34052326
  • Alfaro JA, Ignatchenko A, Ignatchenko V, Sinha A, Boutros PC, Kislinger T. Detecting protein variants by mass spectrometry: a comprehensive study in cancer cell-lines. Genome medicine. 2017 Jul 18;9(1):62. PMID: 28716134
  • Lu E, Hatchell KE, Nielsen SM, Esplin ED, Ouyang K, Nykamp K, Zavoshi S, Li S, Zhang L, Wilde BR, Christofk HR, Boutros PC, Shuch B. Fumarate hydratase variant prevalence and manifestations among individuals receiving germline testing. Cancer. 2022 Feb 15;128(4):675-684. Epub 2021 Nov 1. PMID: 34724198
  • Kurganovs N, Wang H, Huang X, Ignatchenko V, Macklin A, Khan S, Downes MR, Boutros PC, Liu SK, Kislinger T. A proteomic investigation of isogenic radiation resistant prostate cancer cell lines. Proteomics. Clinical applications. 2021 Sep;15(5):e2100037. Epub 2021 Jun 30. PMID: 34152685
  • Macklin A, Khan S, Kislinger T. Recent advances in mass spectrometry based clinical proteomics: applications to cancer research. Clinical proteomics. 2020 May 24;17:17. doi: 10.1186/s12014-020-09283-w. eCollection 2020. PMID: 32489335
  • Hasegawa T, Glavich GJ, Pahuski M, Short A, Semmes OJ, Yang L, Galkin V, Drake R, Esquela-Kerscher A. Characterization and Evidence of the miR-888 Cluster as a Novel Cancer Network in Prostate. Molecular cancer research : MCR. 2018 Apr;16(4):669-681. Epub 2018 Jan 12. PMID: 29330297
  • Ramanand SG, Chen Y, Yuan J, Daescu K, Lambros MB, Houlahan KE, Carreira S, Yuan W, Baek G, Sharp A, Paschalis A, Kanchwala M, Gao Y, Aslam A, Safdar N, Zhan X, Raj GV, Xing C, Boutros PC, de Bono J, Zhang MQ, Mani RS. The landscape of RNA polymerase II-associated chromatin interactions in prostate cancer. The Journal of clinical investigation. 2020 Aug 3;130(8):3987-4005. PMID: 32343676
  • Sjöström M, Zhao SG, Levy S, Zhang M, Ning Y, Shrestha R, Lundberg A, Herberts C, Foye A, Aggarwal R, Hua JT, Li H, Bergamaschi A, Maurice-Dror C, Maheshwari A, Chen S, Ng SWS, Ye W, Petricca J, Fraser M, Chesner L, Perry MD, Moreno-Rodriguez T, Chen WS, Alumkal JJ, Chou J, Morgans AK, Beer TM, Thomas GV, Gleave M, Lloyd P, Phillips T, McCarthy E, Haffner MC, Zoubeidi A, Annala M, Reiter RE, Rettig MB, Witte ON, Fong L, Bose R, Huang FW, Luo J, Bjartell A, Lang JM, Mahajan NP, Lara PN, Evans CP, Tran PT, Posadas EM, He C, Cui XL, Huang J, Zwart W, Gilbert LA, Maher CA, Boutros PC, Chi KN, Ashworth A, Small EJ, He HH, Wyatt AW, Quigley DA, Feng FY. The 5-Hydroxymethylcytosine Landscape of Prostate Cancer. Cancer research. 2022 Nov 2;82(21):3888-3902. PMID: 36251389
  • Haynes BA, Yang LF, Huyck RW, Lehrer EJ, Turner JM, Barabutis N, Correll VL, Mathiesen A, McPheat W, Semmes OJ, Dobrian AD. Endothelial-to-Mesenchymal Transition in Human Adipose Tissue Vasculature Alters the Particulate Secretome and Induces Endothelial Dysfunction. Arteriosclerosis, thrombosis, and vascular biology. 2019 Oct;39(10):2168-2191. Epub 2019 Aug 22. PMID: 31434495
  • Berman DM, Lee AY, Lesurf R, Patel PG, Ebrahimizadeh W, Bayani J, Lee LA, Boufaied N, Selvarajah S, Jamaspishvili T, Guérard KP, Dion D, Kawashima A, Clarke GM, How N, Jackson CL, Scarlata E, Siddiqui K, Okello JBA, Aprikian AG, Moussa M, Finelli A, Chin J, Brimo F, Bauman G, Loblaw A, Venkateswaran V, Buttyan R, Chevalier S, Thomson A, Park PC, Siemens DR, Lapointe J, Boutros PC, Bartlett JMS. Multimodal Biomarkers That Predict the Presence of Gleason Pattern 4: Potential Impact for Active Surveillance. The Journal of urology. 2023 Aug;210(2):257-271. Epub 2023 May 1. PMID: 37126232