domingo, 20 de septiembre de 2020

Development and Validation of a Clinical Polygenic Risk Score to Predict Breast Cancer Risk - PubMed

Development and Validation of a Clinical Polygenic Risk Score to Predict Breast Cancer Risk - PubMed



Development and Validation of a Clinical Polygenic Risk Score to Predict Breast Cancer Risk

Affiliations 
  • PMID: 32923876
  •  
  • PMCID: PMC7446363 (available on )
  •  
  • DOI: 10.1200/PO.19.00360

Abstract

Purpose: Women with a family history of breast cancer are frequently referred for hereditary cancer genetic testing, yet < 10% are found to have pathogenic variants in known breast cancer susceptibility genes. Large-scale genotyping studies have identified common variants (primarily single-nucleotide polymorphisms [SNPs]) with individually modest breast cancer risk that, in aggregate, account for considerable breast cancer susceptibility. Here, we describe the development and empirical validation of an SNP-based polygenic breast cancer risk score.
Methods: A panel of 94 SNPs was examined for association with breast cancer in women of European ancestry undergoing hereditary cancer genetic testing and negative for pathogenic variants in breast cancer susceptibility genes. Candidate polygenic risk scores (PRSs) as predictors of personal breast cancer history were developed through multivariable logistic regression models adjusted for age, cancer history, and ancestry. An optimized PRS was validated in 2 independent cohorts (n = 13,174; n = 141,160).
Results: Within the training cohort (n = 24,259), 4,291 women (18%) had a personal history of breast cancer and 8,725 women (36%) reported breast cancer in a first-degree relative. The optimized PRS included 86 variants and was highly predictive of breast cancer status in both validation cohorts (P = 6.4 × 10-66P < 10-325). The odds ratio (OR) per unit standard deviation was consistent between validations (OR, 1.45 [95% CI, 1.39 to 1.52]; OR 1.47 [95% CI, 1.45 to 1.49]). In a direct comparison, the 86-SNP PRS outperformed a previously described PRS of 77 SNPs.
Conclusion: The validation and implementation of a PRS for women without pathogenic variants in known breast cancer susceptibility genes offers potential for risk stratification to guide surveillance recommendations.

Conflict of interest statement

The following represents disclosure information provided by authors of this manuscript. All relationships are considered compensated unless otherwise noted. Relationships are self-held unless noted. I = Immediate Family Member, Inst = My Institution. Relationships may not relate to the subject matter of this manuscript. For more information about ASCO's conflict of interest policy, please refer to www.asco.org/rwc or ascopubs.org/po/author-center. Open Payments is a public database containing information reported by companies about payments made to US-licensed physicians (Open Payments. Elisha HughesEmployment: Myriad Genetics Stock and Other Ownership Interests: Myriad GeneticsPlacede TshiabaEmployment: Myriad Genetics Stock and Other Ownership Interests: Myriad GeneticsShannon GallagherEmployment: Myriad Genetics Stock and Other Ownership Interests: Myriad GeneticsSusanne WagnerEmployment: Myriad Genetics Stock and Other Ownership Interests: Myriad Genetics Patents, Royalties, Other Intellectual Property: Co-author of patents held by Myriad Genetics, no royaltiesThaddeus JudkinsEmployment: Myriad Genetics Stock and Other Ownership Interests: Myriad Genetics Travel, Accommodations, Expenses: Myriad GeneticsBenjamin RoaEmployment: Myriad Genetics Leadership: Myriad Genetics Stock and Other Ownership Interests: Myriad Genetics Research Funding: Myriad Genetics Patents, Royalties, Other Intellectual Property: Intellectual property held by employer Myriad Genetics (Inst) Travel, Accommodations, Expenses: Myriad GeneticsEric RosenthalEmployment: Myriad Genetic Laboratories Stock and Other Ownership Interests: Myriad Genetic LaboratoriesSusan DomchekHonoraria: AstraZeneca, Clovis Oncology, Bristol Myers Squibb Research Funding: AstraZeneca (Inst), Clovis Oncology (Inst) Open Payments Link: https://openpaymentsdata.cms.gov/physician/917904Judy GarberConsulting or Advisory Role: Novartis (I), GTx (I), Helix BioPharma, Konica Minolta, Aleta BioTherapeutics (I), H3 Biomedicine (I), Kronos Bio (I) Research Funding: Novartis (I), Ambry Genetics, Invitae Genetics, Myriad Genetics Other Relationship: Susan G. Komen for the Cure (I), American Association for Cancer Research, Diane Helis Henry Medical Foundation, James P. Wilmot Foundation (I), Adrienne Helis Malvin Medical Research Foundation (I), Breast Cancer Research Foundation, Facing our Risk of Cancer EmpoweredJohnathan LancasterEmployment: Myriad Genetics, Regeneron Stock and Other Ownership Interests: Myriad Genetics, RegeneronJeffrey WeitzelSpeakers' Bureau: AstraZenecaAllison W. KurianResearch Funding: Myriad Genetics (Inst) Other Relationship: Ambry Genetics, Color Genomics, GeneDx/BioReference, InVitae, GenentechJerry S. LanchburyEmployment: Myriad Genetics Leadership: Myriad Genetics Stock and Other Ownership Interests: Myriad Genetics Patents, Royalties, Other Intellectual Property: I am an inventor on multiple patents filed by Myriad Genetics Travel, Accommodations, Expenses: Myriad GeneticsAlexander GutinEmployment: Myriad Genetics, Myriad Genetics (I) Stock and Other Ownership Interests: Myriad Genetics, Myriad Genetics (I), Gilead SciencesMark RobsonHonoraria: AstraZeneca Consulting or Advisory Role: Change Health Care Research Funding: AstraZeneca (Inst), Myriad Genetics (Inst), InVitae (Inst), AbbVie (Inst), Tesaro (Inst), Medivation (Inst), Pfizer (Inst) Travel, Accommodations, Expenses: AstraZeneca, Pfizer Other Relationship: Research to Practice, Clinical Care Options, Physician Education Resource Uncompensated Relationships: Merck, Pfizer, Daiichi Sankyo Open Payments Link: https://openpaymentsdata.cms.gov/physician/612669/summary No other potential conflicts of interest were reported.

Similar articles

  • Association of a Polygenic Risk Score With Breast Cancer Among Women Carriers of High- and Moderate-Risk Breast Cancer Genes.
    Gallagher S, Hughes E, Wagner S, Tshiaba P, Rosenthal E, Roa BB, Kurian AW, Domchek SM, Garber J, Lancaster J, Weitzel JN, Gutin A, Lanchbury JS, Robson M.JAMA Netw Open. 2020 Jul 1;3(7):e208501. doi: 10.1001/jamanetworkopen.2020.8501.PMID: 32609350 Free PMC article.
  • A Polygenic Risk Score for Breast Cancer in US Latinas and Latin American Women.
    Shieh Y, Fejerman L, Lott PC, Marker K, Sawyer SD, Hu D, Huntsman S, Torres J, Echeverry M, Bohórquez ME, Martínez-Chéquer JC, Polanco-Echeverry G, Estrada-Flórez AP; COLUMBUS Consortium, Haiman CA, John EM, Kushi LH, Torres-Mejía G, Vidaurre T, Weitzel JN, Zambrano SC, Carvajal-Carmona LG, Ziv E, Neuhausen SL.J Natl Cancer Inst. 2020 Jun 1;112(6):590-598. doi: 10.1093/jnci/djz174.PMID: 31553449 Free PMC article.
  • Polygenic Risk Scores for Prediction of Breast Cancer and Breast Cancer Subtypes.
    Mavaddat N, Michailidou K, Dennis J, Lush M, Fachal L, Lee A, Tyrer JP, Chen TH, Wang Q, Bolla MK, Yang X, Adank MA, Ahearn T, Aittomäki K, Allen J, Andrulis IL, Anton-Culver H, Antonenkova NN, Arndt V, Aronson KJ, Auer PL, Auvinen P, Barrdahl M, Beane Freeman LE, Beckmann MW, Behrens S, Benitez J, Bermisheva M, Bernstein L, Blomqvist C, Bogdanova NV, Bojesen SE, Bonanni B, Børresen-Dale AL, Brauch H, Bremer M, Brenner H, Brentnall A, Brock IW, Brooks-Wilson A, Brucker SY, Brüning T, Burwinkel B, Campa D, Carter BD, Castelao JE, Chanock SJ, Chlebowski R, Christiansen H, Clarke CL, Collée JM, Cordina-Duverger E, Cornelissen S, Couch FJ, Cox A, Cross SS, Czene K, Daly MB, Devilee P, Dörk T, Dos-Santos-Silva I, Dumont M, Durcan L, Dwek M, Eccles DM, Ekici AB, Eliassen AH, Ellberg C, Engel C, Eriksson M, Evans DG, Fasching PA, Figueroa J, Fletcher O, Flyger H, Försti A, Fritschi L, Gabrielson M, Gago-Dominguez M, Gapstur SM, García-Sáenz JA, Gaudet MM, Georgoulias V, Giles GG, Gilyazova IR, Glendon G, Goldberg MS, Goldgar DE, González-Neira A, Grenaker Alnæs GI, Grip M, Gronwald J, Grundy A, Guénel P, Haeberle L, Hahnen E, Haiman CA, Håkansson N, Hamann U, Hankinson SE, Harkness EF, Hart SN, He W, Hein A, Heyworth J, Hillemanns P, Hollestelle A, Hooning MJ, Hoover RN, Hopper JL, Howell A, Huang G, Humphreys K, Hunter DJ, Jakimovska M, Jakubowska A, Janni W, John EM, Johnson N, Jones ME, Jukkola-Vuorinen A, Jung A, Kaaks R, Kaczmarek K, Kataja V, Keeman R, Kerin MJ, Khusnutdinova E, Kiiski JI, Knight JA, Ko YD, Kosma VM, Koutros S, Kristensen VN, Krüger U, Kühl T, Lambrechts D, Le Marchand L, Lee E, Lejbkowicz F, Lilyquist J, Lindblom A, Lindström S, Lissowska J, Lo WY, Loibl S, Long J, Lubiński J, Lux MP, MacInnis RJ, Maishman T, Makalic E, Maleva Kostovska I, Mannermaa A, Manoukian S, Margolin S, Martens JWM, Martinez ME, Mavroudis D, McLean C, Meindl A, Menon U, Middha P, Miller N, Moreno F, Mulligan AM, Mulot C, Muñoz-Garzon VM, Neuhausen SL, Nevanlinna H, Neven P, Newman WG, Nielsen SF, Nordestgaard BG, Norman A, Offit K, Olson JE, Olsson H, Orr N, Pankratz VS, Park-Simon TW, Perez JIA, Pérez-Barrios C, Peterlongo P, Peto J, Pinchev M, Plaseska-Karanfilska D, Polley EC, Prentice R, Presneau N, Prokofyeva D, Purrington K, Pylkäs K, Rack B, Radice P, Rau-Murthy R, Rennert G, Rennert HS, Rhenius V, Robson M, Romero A, Ruddy KJ, Ruebner M, Saloustros E, Sandler DP, Sawyer EJ, Schmidt DF, Schmutzler RK, Schneeweiss A, Schoemaker MJ, Schumacher F, Schürmann P, Schwentner L, Scott C, Scott RJ, Seynaeve C, Shah M, Sherman ME, Shrubsole MJ, Shu XO, Slager S, Smeets A, Sohn C, Soucy P, Southey MC, Spinelli JJ, Stegmaier C, Stone J, Swerdlow AJ, Tamimi RM, Tapper WJ, Taylor JA, Terry MB, Thöne K, Tollenaar RAEM, Tomlinson I, Truong T, Tzardi M, Ulmer HU, Untch M, Vachon CM, van Veen EM, Vijai J, Weinberg CR, Wendt C, Whittemore AS, Wildiers H, Willett W, Winqvist R, Wolk A, Yang XR, Yannoukakos D, Zhang Y, Zheng W, Ziogas A; ABCTB Investigators; kConFab/AOCS Investigators; NBCS Collaborators, Dunning AM, Thompson DJ, Chenevix-Trench G, Chang-Claude J, Schmidt MK, Hall P, Milne RL, Pharoah PDP, Antoniou AC, Chatterjee N, Kraft P, García-Closas M, Simard J, Easton DF.Am J Hum Genet. 2019 Jan 3;104(1):21-34. doi: 10.1016/j.ajhg.2018.11.002. Epub 2018 Dec 13.PMID: 30554720 Free PMC article.
  • Critical Analysis of Genome-Wide Association Studies: Triple Negative Breast Cancer Quae Exempli Causa.
    Jurj MA, Buse M, Zimta AA, Paradiso A, Korban SS, Pop LA, Berindan-Neagoe I.Int J Mol Sci. 2020 Aug 14;21(16):5835. doi: 10.3390/ijms21165835.PMID: 32823908 Free PMC article. Review.
  • Towards clinical utility of polygenic risk scores.
    Lambert SA, Abraham G, Inouye M.Hum Mol Genet. 2019 Nov 21;28(R2):R133-R142. doi: 10.1093/hmg/ddz187.PMID: 31363735 Review.

No hay comentarios:

Publicar un comentario