Combining common genetic variants and non-genetic risk factors to predict risk of cutaneous melanoma

Επιστημονική δημοσίευση - Άρθρο Περιοδικού uoadl:3086084 27 Αναγνώσεις

Μονάδα:
Ερευνητικό υλικό ΕΚΠΑ
Τίτλος:
Combining common genetic variants and non-genetic risk factors to predict risk of cutaneous melanoma
Γλώσσες Τεκμηρίου:
Αγγλικά
Περίληψη:
Melanoma heritability is among the highest for cancer and single nucleotide polymorphisms (SNPs) contribute to it. To date, only SNPs that reached statistical significance in genome-wide association studies or few candidate SNPs have been included in melanoma risk prediction models. We compared four approaches for building polygenic risk scores (PRS) using 12 874 melanoma cases and 23 203 controls from Melanoma Meta-Analysis Consortium as a training set, and newly genotyped 3102 cases and 2301 controls from the MelaNostrum consortium for validation. We estimated adjusted odds ratios (ORs) for melanoma risk using traditional melanoma risk factors and the PRS with the largest area under the receiver operator characteristics curve (AUC). We estimated absolute risks combining the PRS and other risk factors, with age- and sex-specific melanoma incidence and competing mortality rates from Italy as an example. The best PRS, including 204 SNPs (AUC = 64.4%; 95% confidence interval (CI) = 63-65.8%), developed using winner's curse estimate corrections, had a per-quintile OR = 1.35 (95% CI = 1.30-1.41), corresponding to a 3.33-fold increase comparing the 5th to the 1st PRS quintile. The AUC improvement by adding the PRS was up to 7%, depending on adjusted factors and country. The 20-year absolute risk estimates based on the PRS, nevus count and pigmentation characteristics for a 60-year-old Italian man ranged from 0.5 to 11.8% (relative risk = 26.34), indicating good separation. © 2018 Lippincott Williams and Wilkins.All Rights Reserved.
Έτος δημοσίευσης:
2018
Συγγραφείς:
Gu, F.
Chen, T.-H.
Pfeiffer, R.M.
Fargnoli, M.C.
Calista, D.
Ghiorzo, P.
Peris, K.
Puig, S.
Menin, C.
De Nicolo, A.
Rodolfo, M.
Pellegrini, C.
Pastorino, L.
Evangelou, E.
Zhang, T.
Hua, X.
DellaValle, C.T.
Timothy Bishop, D.
MacGregor, S.
Iles, M.I.
Law, M.H.
Cust, A.
Brown, K.M.
Stratigos, A.J.
Nagore, E.
Chanock, S.
Shi, J.
Consortium, M.M.-A.
Consortium, M.
Landi, M.T.
Περιοδικό:
Human Molecular Genetics
Εκδότης:
Oxford University Press
Τόμος:
27
Αριθμός / τεύχος:
3
Σελίδες:
4145-4156
Λέξεις-κλειδιά:
adult; aged; Article; cancer incidence; cancer risk; cutaneous melanoma; eye color; female; genetic risk; genetic variability; hair color; human; Italy; major clinical study; male; meta analysis (topic); middle aged; mortality rate; Polygenic Risk Score; priority journal; risk factor; scoring system; single nucleotide polymorphism; sun exposure; genetic predisposition; genetics; genome-wide association study; melanoma; meta analysis; multifactorial inheritance; nevus; pathology; risk assessment; risk factor; skin tumor, Adult; Aged; Female; Genetic Predisposition to Disease; Genome-Wide Association Study; Humans; Italy; Male; Melanoma; Middle Aged; Multifactorial Inheritance; Nevus; Polymorphism, Single Nucleotide; Risk Assessment; Risk Factors; Skin Neoplasms
Επίσημο URL (Εκδότης):
DOI:
10.1093/hmg/ddy282
Το ψηφιακό υλικό του τεκμηρίου δεν είναι διαθέσιμο.