A machine-learning approach for disease prediction can reduce misclassification and improve GWAS and polygenic scores

被引:0
|
作者
Eick, Lisa [1 ]
Cordioli, Mattia [1 ]
Jukarainen, Sakari [1 ]
Ganna, Andrea [1 ]
机构
[1] Inst Mol Med Finland, Helsinki, Finland
关键词
D O I
暂无
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
C18.4
引用
收藏
页码:52 / 52
页数:1
相关论文
共 50 条
  • [1] Polygenic risk scores and machine learning improve glaucoma prediction
    Gao, Xiaoyi Raymond
    Lin, Yizi
    Chiariglione, Marion
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2021, 62 (08)
  • [2] A machine-learning heuristic to improve gene score prediction of polygenic traits
    Guillaume Paré
    Shihong Mao
    Wei Q. Deng
    Scientific Reports, 7
  • [3] A machine-learning heuristic to improve gene score prediction of polygenic traits
    Pare, Guillaume
    Mao, Shihong
    Deng, Wei Q.
    SCIENTIFIC REPORTS, 2017, 7
  • [4] Author Correction: A machine-learning heuristic to improve gene score prediction of polygenic traits
    Guillaume Paré
    Shihong Mao
    Wei Q. Deng
    Scientific Reports, 9
  • [5] Epistatic Features and Machine Learning Improve Alzheimer's Disease Risk Prediction Over Polygenic Risk Scores
    Hermes, Stephen
    Cady, Janet
    Armentrout, Steven
    O'Connor, James
    Holdaway, Sarah Carlson
    Cruchaga, Carlos
    Wingo, Thomas
    Greytak, Ellen McRae
    JOURNAL OF ALZHEIMERS DISEASE, 2024, 99 (04) : 1425 - 1440
  • [6] A machine-learning heuristic to improve gene score prediction of polygenic traits (vol 7, 12665, 2017)
    Pare, Guillaume
    Mao, Shihong
    Deng, Wei Q.
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [7] Can machine-learning improve cardiovascular risk prediction using routine clinical data?
    Weng, Stephen F.
    Reps, Jenna
    Kai, Joe
    Garibaldi, Jonathan M.
    Qureshi, Nadeem
    PLOS ONE, 2017, 12 (04):
  • [8] A machine-learning approach to the prediction of oxidative stress in chronic inflammatory disease
    de la Villehuchet, A. Magon
    Brack, M.
    Dreyfus, G.
    Oussar, Y.
    Bonnefont-Rousselot, D.
    Chapman, M. J.
    Kontush, A.
    REDOX REPORT, 2009, 14 (01) : 23 - 33
  • [9] Can adult polygenic scores improve prediction of body mass index in childhood?
    Katherine Lange
    Jessica A. Kerr
    Toby Mansell
    Justin M. O’Sullivan
    David P. Burgner
    Susan A. Clifford
    Tim Olds
    Terence Dwyer
    Melissa Wake
    Richard Saffery
    International Journal of Obesity, 2022, 46 : 1375 - 1383
  • [10] Can adult polygenic scores improve prediction of body mass index in childhood?
    Lange, Katherine
    Kerr, Jessica A.
    Mansell, Toby
    O'Sullivan, Justin M.
    Burgner, David P.
    Clifford, Susan A.
    Olds, Tim
    Dwyer, Terence
    Wake, Melissa
    Saffery, Richard
    INTERNATIONAL JOURNAL OF OBESITY, 2022, 46 (07) : 1375 - 1383