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Volumn 5, Issue JUN, 2014, Pages

Estimating the predictive ability of genetic risk models in simulated data based on published results from genome-wide association studies

Author keywords

AUC; Genetic; GWAS; Modeling; Predictive ability; Risk prediction

Indexed keywords

CELL CYCLE PROTEIN; CYCLIN DEPENDENT KINASE INHIBITOR 2A; CYCLIN DEPENDENT KINASE INHIBITOR 2B; INWARDLY RECTIFYING POTASSIUM CHANNEL SUBUNIT KIR6.2; PEROXISOME PROLIFERATOR ACTIVATED RECEPTOR GAMMA; TRANSCRIPTION FACTOR 7 LIKE 2;

EID: 84906234346     PISSN: None     EISSN: 16648021     Source Type: Journal    
DOI: 10.3389/fgene.2014.00179     Document Type: Article
Times cited : (10)

References (56)
  • 1
    • 84975795680 scopus 로고    scopus 로고
    • An integrated map of genetic variation from 1,092 human genomes
    • 1000 Genomes Project Consortium. doi: 10.1038/nature11632
    • 1000 Genomes Project Consortium. (2012). An integrated map of genetic variation from 1,092 human genomes. Nature 491, 56-65. doi: 10.1038/nature11632
    • (2012) Nature , vol.491 , pp. 56-65
  • 2
    • 79957946061 scopus 로고    scopus 로고
    • Polygenic risk score improves prostate cancer risk prediction: results from the Stockholm-1 cohort study
    • doi: 10.1016/j.eururo.2011.01.017
    • Aly, M., Wiklund, F., Xu, J., Isaacs, W. B., Eklund, M., D'Amato, M., et al. (2011). Polygenic risk score improves prostate cancer risk prediction: results from the Stockholm-1 cohort study. Eur. Urol . 60, 21-28. doi: 10.1016/j.eururo.2011.01.017
    • (2011) Eur. Urol. , vol.60 , pp. 21-28
    • Aly, M.1    Wiklund, F.2    Xu, J.3    Isaacs, W.B.4    Eklund, M.5    D'Amato, M.6
  • 3
    • 33847109797 scopus 로고    scopus 로고
    • Use and misuse of the receiver operating characteristic curve in risk prediction
    • doi: 10.1161/circulationaha.106.672402
    • Cook, N. R. (2007). Use and misuse of the receiver operating characteristic curve in risk prediction. Circulation 115, 928-935. doi: 10.1161/circulationaha.106.672402
    • (2007) Circulation , vol.115 , pp. 928-935
    • Cook, N.R.1
  • 4
    • 84899869077 scopus 로고    scopus 로고
    • Prevalence of type 1 and type 2 diabetes among children and adolescents from 2001 to 2009
    • doi: 10.1001/jama.2014.3201
    • Dabelea, D., Mayer-Davis, E. J., Saydah, S., Imperatore, G., Linder, B., Divers, J., et al. (2014). Prevalence of type 1 and type 2 diabetes among children and adolescents from 2001 to 2009. JAMA 311, 1778-1786. doi: 10.1001/jama.2014.3201
    • (2014) JAMA , vol.311 , pp. 1778-1786
    • Dabelea, D.1    Mayer-Davis, E.J.2    Saydah, S.3    Imperatore, G.4    Linder, B.5    Divers, J.6
  • 5
    • 84876950573 scopus 로고    scopus 로고
    • Cumulative impact of common genetic variants and other risk factors on colorectal cancer risk in 42,103 individuals
    • doi: 10.1136/gutjnl-2011-300537
    • Dunlop, M. G., Tenesa, A., Farrington, S. M., Ballereau, S., Brewster, D. H., Koessler, T., et al. (2013). Cumulative impact of common genetic variants and other risk factors on colorectal cancer risk in 42,103 individuals. Gut 62, 871-881. doi: 10.1136/gutjnl-2011-300537
    • (2013) Gut , vol.62 , pp. 871-881
    • Dunlop, M.G.1    Tenesa, A.2    Farrington, S.M.3    Ballereau, S.4    Brewster, D.H.5    Koessler, T.6
  • 6
    • 77958027965 scopus 로고    scopus 로고
    • Evaluating the discriminative power of multi-trait genetic risk scores for type 2 diabetes in a northern Swedish population
    • doi: 10.1007/s00125-010-1792-y
    • Fontaine-Bisson, B., Renstrom, F., Rolandsson, O., MAGIC, Payne, F., Hallmans, G., et al. (2010). Evaluating the discriminative power of multi-trait genetic risk scores for type 2 diabetes in a northern Swedish population. Diabetologia 53, 2155-2162. doi: 10.1007/s00125-010-1792-y
    • (2010) Diabetologia , vol.53 , pp. 2155-2162
    • Fontaine-Bisson, B.1    Renstrom, F.2    Rolandsson, O.3    Magic, P.F.4    Hallmans, G.5
  • 7
    • 57349180665 scopus 로고    scopus 로고
    • In search of the best method to predict acute coronary syndrome using only the electrocardiogram from the emergency department
    • doi: 10.1016/j.jelectrocard.2008.07.010
    • Forberg, J. L., Green, M., Bjork, J., Ohlsson, M., Edenbrandt, L., Ohlin, H., et al. (2009). In search of the best method to predict acute coronary syndrome using only the electrocardiogram from the emergency department. J. Electrocardiol . 42, 58-63. doi: 10.1016/j.jelectrocard.2008.07.010
    • (2009) J. Electrocardiol. , vol.42 , pp. 58-63
    • Forberg, J.L.1    Green, M.2    Bjork, J.3    Ohlsson, M.4    Edenbrandt, L.5    Ohlin, H.6
  • 8
    • 47649099448 scopus 로고    scopus 로고
    • Discriminatory accuracy from single-nucleotide polymorphisms in models to predict breast cancer risk
    • doi: 10.1093/jnci/djn180
    • Gail, M. H. (2008). Discriminatory accuracy from single-nucleotide polymorphisms in models to predict breast cancer risk. J. Natl. Cancer Inst . 100, 1037-1041. doi: 10.1093/jnci/djn180
    • (2008) J. Natl. Cancer Inst. , vol.100 , pp. 1037-1041
    • Gail, M.H.1
  • 9
    • 84861610792 scopus 로고    scopus 로고
    • Modelling the genetic risk in age-related macular degeneration
    • doi: 10.1371/journal.pone.0037979
    • Grassmann, F., Fritsche, L. G., Keilhauer, C. N., Heid, I. M., and Weber, B. H. (2012). Modelling the genetic risk in age-related macular degeneration. PLoS ONE 7:e37979. doi: 10.1371/journal.pone.0037979
    • (2012) PLoS ONE , vol.7
    • Grassmann, F.1    Fritsche, L.G.2    Keilhauer, C.N.3    Heid, I.M.4    Weber, B.H.5
  • 10
    • 77957724863 scopus 로고    scopus 로고
    • Comparison of methods for prediction of prostate cancer in Turkish men with PSA levels of 0-10 ng/mL
    • Gulkesen, K. H., Koksal, I. T., Bilge, U., and Saka, O. (2010). Comparison of methods for prediction of prostate cancer in Turkish men with PSA levels of 0-10 ng/mL. J. BUON 15, 537-542.
    • (2010) J. BUON , vol.15 , pp. 537-542
    • Gulkesen, K.H.1    Koksal, I.T.2    Bilge, U.3    Saka, O.4
  • 11
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • doi: 10.1148/radiology.143.1.7063747
    • Hanley, J. A., and McNeil, B. J. (1982). The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143, 29-36. doi: 10.1148/radiology.143.1.7063747
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 12
    • 77649291314 scopus 로고    scopus 로고
    • Genetic control of the alternative pathway of complement in humans and age-related macular degeneration
    • doi: 10.1093/hmg/ddp472
    • Hecker, L. A., Edwards, A. O., Ryu, E., Tosakulwong, N., Baratz, K. H., Brown, W. L., et al. (2010). Genetic control of the alternative pathway of complement in humans and age-related macular degeneration. Hum. Mol. Genet . 19, 209-215. doi: 10.1093/hmg/ddp472
    • (2010) Hum. Mol. Genet. , vol.19 , pp. 209-215
    • Hecker, L.A.1    Edwards, A.O.2    Ryu, E.3    Tosakulwong, N.4    Baratz, K.H.5    Brown, W.L.6
  • 13
    • 77955472036 scopus 로고    scopus 로고
    • Genetic prostate cancer risk assessment: common variants in 9 genomic regions are associated with cumulative risk
    • doi: 10.1016/j.juro.2010.04.032
    • Helfand, B. T., Fought, A. J., Loeb, S., Meeks, J. J., Kan, D., and Catalona, W. J. (2010). Genetic prostate cancer risk assessment: common variants in 9 genomic regions are associated with cumulative risk. J. Urol . 184, 501-505. doi: 10.1016/j.juro.2010.04.032
    • (2010) J. Urol. , vol.184 , pp. 501-505
    • Helfand, B.T.1    Fought, A.J.2    Loeb, S.3    Meeks, J.J.4    Kan, D.5    Catalona, W.J.6
  • 14
    • 79958043675 scopus 로고    scopus 로고
    • SEER Cancer Statistics Review, 1975-2010
    • Bethesda, MD: National Cancer Institute. Available online at
    • Howlader, N., Noone, A. M., Krapcho, M., Garshell, J., Neyman, N., Altekruse, S. F., et al. (2012). SEER Cancer Statistics Review, 1975-2010 , Bethesda, MD: National Cancer Institute. Available online at: http://seer.cancer.gov/csr/1975_2010/
    • (2012)
    • Howlader, N.1    Noone, A.M.2    Krapcho, M.3    Garshell, J.4    Neyman, N.5    Altekruse, S.F.6
  • 15
    • 70449433016 scopus 로고    scopus 로고
    • PPARG, KCNJ11, CDKAL1, CDKN2A-CDKN2B, IDE-KIF11-HHEX, IGF2BP2 and SLC30A8 are associated with type 2 diabetes in a Chinese population
    • doi: 10.1371/journal.pone.0007643
    • Hu, C., Zhang, R., Wang, C., Wang, J., Ma, X., Lu, J., et al. (2009). PPARG, KCNJ11, CDKAL1, CDKN2A-CDKN2B, IDE-KIF11-HHEX, IGF2BP2 and SLC30A8 are associated with type 2 diabetes in a Chinese population. PLoS ONE 4:e7643. doi: 10.1371/journal.pone.0007643
    • (2009) PLoS ONE , vol.4
    • Hu, C.1    Zhang, R.2    Wang, C.3    Wang, J.4    Ma, X.5    Lu, J.6
  • 16
    • 84870285098 scopus 로고    scopus 로고
    • Prediction of breast cancer risk by genetic risk factors, overall and by hormone receptor status
    • doi: 10.1136/jmedgenet-2011-100716
    • Husing, A., Canzian, F., Beckmann, L., Garcia-Closas, M., Diver, W. R., Thun, M. J., et al. (2012). Prediction of breast cancer risk by genetic risk factors, overall and by hormone receptor status. J. Med. Genet . 49, 601-608. doi: 10.1136/jmedgenet-2011-100716
    • (2012) J. Med. Genet. , vol.49 , pp. 601-608
    • Husing, A.1    Canzian, F.2    Beckmann, L.3    Garcia-Closas, M.4    Diver, W.R.5    Thun, M.J.6
  • 17
    • 33747881836 scopus 로고    scopus 로고
    • Predictive testing for complex diseases using multiple genes: fact or fiction?
    • doi: 10.1097/01.gim.0000229689.18263.f4
    • Janssens, A. C., Aulchenko, Y. S., Elefante, S., Borsboom, G. J., Steyerberg, E. W., and Van Duijn, C. M. (2006). Predictive testing for complex diseases using multiple genes: fact or fiction? Genet. Med . 8, 395-400. doi: 10.1097/01.gim.0000229689.18263.f4
    • (2006) Genet. Med , vol.8 , pp. 395-400
    • Janssens, A.C.1    Aulchenko, Y.S.2    Elefante, S.3    Borsboom, G.J.4    Steyerberg, E.W.5    Van Duijn, C.M.6
  • 18
    • 68949191441 scopus 로고    scopus 로고
    • Genome-based prediction of common diseases: methodological considerations for future research
    • doi: 10.1186/gm20
    • Janssens, A. C., and Van Duijn, C. M. (2009). Genome-based prediction of common diseases: methodological considerations for future research. Genome Med . 1:20. doi: 10.1186/gm20
    • (2009) Genome Med , vol.1 , pp. 20
    • Janssens, A.C.1    Van Duijn, C.M.2
  • 19
    • 79957941365 scopus 로고    scopus 로고
    • Combining 33 genetic variants with prostate-specific antigen for prediction of prostate cancer: longitudinal study
    • doi: 10.1002/ijc.25986
    • Johansson, M., Holmstrom, B., Hinchliffe, S. R., Bergh, A., Stenman, U. H., Hallmans, G., et al. (2012). Combining 33 genetic variants with prostate-specific antigen for prediction of prostate cancer: longitudinal study. Int. J. Cancer 130, 129-137. doi: 10.1002/ijc.25986
    • (2012) Int. J. Cancer , vol.130 , pp. 129-137
    • Johansson, M.1    Holmstrom, B.2    Hinchliffe, S.R.3    Bergh, A.4    Stenman, U.H.5    Hallmans, G.6
  • 20
    • 84868599480 scopus 로고    scopus 로고
    • Potential impact of adding genetic markers to clinical parameters in predicting prostate biopsy outcomes in men following an initial negative biopsy: findings from the REDUCE trial
    • doi: 10.1016/j.eururo.2012.05.006
    • Kader, A. K., Sun, J., Reck, B. H., Newcombe, P. J., Kim, S. T., Hsu, F. C., et al. (2012). Potential impact of adding genetic markers to clinical parameters in predicting prostate biopsy outcomes in men following an initial negative biopsy: findings from the REDUCE trial. Eur. Urol . 62, 953-961. doi: 10.1016/j.eururo.2012.05.006
    • (2012) Eur. Urol. , vol.62 , pp. 953-961
    • Kader, A.K.1    Sun, J.2    Reck, B.H.3    Newcombe, P.J.4    Kim, S.T.5    Hsu, F.C.6
  • 21
    • 84892186977 scopus 로고    scopus 로고
    • Variations in predicted risks in personal genome testing for common complex diseases
    • doi: 10.1038/gim.2013.80
    • Kalf, R. R., Mihaescu, R., Kundu, S., De Knijff, P., Green, R. C., and Janssens, A. C. (2014). Variations in predicted risks in personal genome testing for common complex diseases. Genet. Med . 16, 85-91. doi: 10.1038/gim.2013.80
    • (2014) Genet. Med. , vol.16 , pp. 85-91
    • Kalf, R.R.1    Mihaescu, R.2    Kundu, S.3    De Knijff, P.4    Green, R.C.5    Janssens, A.C.6
  • 22
    • 36549001139 scopus 로고    scopus 로고
    • The prevalence and geographic distribution of Crohn's disease and ulcerative colitis in the United States
    • doi: 10.1016/j.cgh.2007.07.012
    • Kappelman, M. D., Rifas-Shiman, S. L., Kleinman, K., Ollendorf, D., Bousvaros, A., Grand, R. J., et al. (2007). The prevalence and geographic distribution of Crohn's disease and ulcerative colitis in the United States. Clin. Gastroenterol. Hepatol . 5, 1424-1429. doi: 10.1016/j.cgh.2007.07.012
    • (2007) Clin. Gastroenterol. Hepatol. , vol.5 , pp. 1424-1429
    • Kappelman, M.D.1    Rifas-Shiman, S.L.2    Kleinman, K.3    Ollendorf, D.4    Bousvaros, A.5    Grand, R.J.6
  • 23
    • 84875784410 scopus 로고    scopus 로고
    • A comparison of intensive care unit mortality prediction models through the use of data mining techniques
    • doi: 10.4258/hir.2011.17.4.232
    • Kim, S., Kim, W., and Park, R. W. (2011). A comparison of intensive care unit mortality prediction models through the use of data mining techniques. Healthc. Inform. Res . 17, 232-243. doi: 10.4258/hir.2011.17.4.232
    • (2011) Healthc. Inform. Res. , vol.17 , pp. 232-243
    • Kim, S.1    Kim, W.2    Park, R.W.3
  • 24
    • 78651266899 scopus 로고    scopus 로고
    • Prevalence of age-related macular degeneration in the US population
    • doi: 10.1001/archophthalmol.2010.318
    • Klein, R., Chou, C. F., Klein, B. E., Zhang, X., Meuer, S. M., and Saaddine, J. B. (2011). Prevalence of age-related macular degeneration in the US population. Arch. Ophthalmol . 129, 75-80. doi: 10.1001/archophthalmol.2010.318
    • (2011) Arch. Ophthalmol. , vol.129 , pp. 75-80
    • Klein, R.1    Chou, C.F.2    Klein, B.E.3    Zhang, X.4    Meuer, S.M.5    Saaddine, J.B.6
  • 25
    • 79959716798 scopus 로고    scopus 로고
    • PredictABEL: an R package for the assessment of risk prediction models
    • doi: 10.1007/s10654-011-9567-4
    • Kundu, S., Aulchenko, Y. S., Van Duijn, C. M., and Janssens, A. C. (2011). PredictABEL: an R package for the assessment of risk prediction models. Eur. J. Epidemiol . 26, 261-264. doi: 10.1007/s10654-011-9567-4
    • (2011) Eur. J. Epidemiol. , vol.26 , pp. 261-264
    • Kundu, S.1    Aulchenko, Y.S.2    Van Duijn, C.M.3    Janssens, A.C.4
  • 26
    • 84869215136 scopus 로고    scopus 로고
    • Analytical and simulation methods for estimating the potential predictive ability of genetic profiling: a comparison of methods and results
    • doi: 10.1038/ejhg.2012.89
    • Kundu, S., Karssen, L. C., and Janssens, A. C. (2012). Analytical and simulation methods for estimating the potential predictive ability of genetic profiling: a comparison of methods and results. Eur. J. Hum. Genet . 20, 1270-1274. doi: 10.1038/ejhg.2012.89
    • (2012) Eur. J. Hum. Genet. , vol.20 , pp. 1270-1274
    • Kundu, S.1    Karssen, L.C.2    Janssens, A.C.3
  • 27
    • 56349096931 scopus 로고    scopus 로고
    • Assessing the combined impact of 18 common genetic variants of modest effect sizes on type 2 diabetes risk
    • doi: 10.2337/db08-0504
    • Lango, H., Consortium, U. K. T. D. G., Palmer, C. N., Morris, A. D., Zeggini, E., Hattersley, A. T., et al. (2008). Assessing the combined impact of 18 common genetic variants of modest effect sizes on type 2 diabetes risk. Diabetes 57, 3129-3135. doi: 10.2337/db08-0504
    • (2008) Diabetes , vol.57 , pp. 3129-3135
    • Lango, H.1    Consortium, U.K.T.D.2    Palmer, C.N.3    Morris, A.D.4    Zeggini, E.5    Hattersley, A.T.6
  • 28
    • 77952093742 scopus 로고    scopus 로고
    • Image-based clinical decision support for transrectal ultrasound in the diagnosis of prostate cancer: comparison of multiple logistic regression, artificial neural network, and support vector machine
    • doi: 10.1007/s00330-009-1686-x
    • Lee, H. J., Hwang, S. I., Han, S. M., Park, S. H., Kim, S. H., Cho, J. Y., et al. (2010). Image-based clinical decision support for transrectal ultrasound in the diagnosis of prostate cancer: comparison of multiple logistic regression, artificial neural network, and support vector machine. Eur. Radiol . 20, 1476-1484. doi: 10.1007/s00330-009-1686-x
    • (2010) Eur. Radiol. , vol.20 , pp. 1476-1484
    • Lee, H.J.1    Hwang, S.I.2    Han, S.M.3    Park, S.H.4    Kim, S.H.5    Cho, J.Y.6
  • 29
    • 61449255235 scopus 로고    scopus 로고
    • Risk prediction of prevalent diabetes in a Swiss population using a weighted genetic score-the CoLaus Study
    • doi: 10.1007/s00125-008-1254-y
    • Lin, X., Song, K., Lim, N., Yuan, X., Johnson, T., Abderrahmani, A., et al. (2009). Risk prediction of prevalent diabetes in a Swiss population using a weighted genetic score-the CoLaus Study. Diabetologia 52, 600-608. doi: 10.1007/s00125-008-1254-y
    • (2009) Diabetologia , vol.52 , pp. 600-608
    • Lin, X.1    Song, K.2    Lim, N.3    Yuan, X.4    Johnson, T.5    Abderrahmani, A.6
  • 30
    • 41149116631 scopus 로고    scopus 로고
    • Using the optimal receiver operating characteristic curve to design a predictive genetic test, exemplified with type 2 diabetes
    • doi: 10.1016/j.ajhg.2007.12.025
    • Lu, Q., and Elston, R. C. (2008). Using the optimal receiver operating characteristic curve to design a predictive genetic test, exemplified with type 2 diabetes. Am. J. Hum. Genet . 82, 641-651. doi: 10.1016/j.ajhg.2007.12.025
    • (2008) Am. J. Hum. Genet. , vol.82 , pp. 641-651
    • Lu, Q.1    Elston, R.C.2
  • 31
    • 84555209145 scopus 로고    scopus 로고
    • Comprehensive evaluation of the impact of 14 genetic variants on colorectal cancer phenotype and risk
    • doi: 10.1093/aje/kwr285
    • Lubbe, S. J., Di Bernardo, M. C., Broderick, P., Chandler, I., and Houlston, R. S. (2012). Comprehensive evaluation of the impact of 14 genetic variants on colorectal cancer phenotype and risk. Am. J. Epidemiol . 175, 1-10. doi: 10.1093/aje/kwr285
    • (2012) Am. J. Epidemiol. , vol.175 , pp. 1-10
    • Lubbe, S.J.1    Di Bernardo, M.C.2    Broderick, P.3    Chandler, I.4    Houlston, R.S.5
  • 32
    • 33748309136 scopus 로고    scopus 로고
    • Common variation in three genes, including a noncoding variant in CFH, strongly influences risk of age-related macular degeneration
    • doi: 10.1038/ng1873
    • Maller, J., George, S., Purcell, S., Fagerness, J., Altshuler, D., Daly, M. J., et al. (2006). Common variation in three genes, including a noncoding variant in CFH, strongly influences risk of age-related macular degeneration. Nat. Genet . 38, 1055-1059. doi: 10.1038/ng1873
    • (2006) Nat. Genet. , vol.38 , pp. 1055-1059
    • Maller, J.1    George, S.2    Purcell, S.3    Fagerness, J.4    Altshuler, D.5    Daly, M.J.6
  • 33
    • 56749101779 scopus 로고    scopus 로고
    • Genotype score in addition to common risk factors for prediction of type 2 diabetes
    • doi: 10.1056/NEJMoa0804742
    • Meigs, J. B., Shrader, P., Sullivan, L. M., McAteer, J. B., Fox, C. S., Dupuis, J., et al. (2008). Genotype score in addition to common risk factors for prediction of type 2 diabetes. N. Engl. J. Med . 359, 2208-2219. doi: 10.1056/NEJMoa0804742
    • (2008) N. Engl. J. Med. , vol.359 , pp. 2208-2219
    • Meigs, J.B.1    Shrader, P.2    Sullivan, L.M.3    McAteer, J.B.4    Fox, C.S.5    Dupuis, J.6
  • 34
    • 84884508338 scopus 로고    scopus 로고
    • Incremental value of rare genetic variants for the prediction of multifactorial diseases
    • doi: 10.1186/gm480
    • Mihaescu, R., Pencina, M. J., Alonso, A., Lunetta, K. L., Heckbert, S. R., Benjamin, E. J., et al. (2013). Incremental value of rare genetic variants for the prediction of multifactorial diseases. Genome Med . 5:76. doi: 10.1186/gm480
    • (2013) Genome Med , vol.5 , pp. 76
    • Mihaescu, R.1    Pencina, M.J.2    Alonso, A.3    Lunetta, K.L.4    Heckbert, S.R.5    Benjamin, E.J.6
  • 35
    • 66249089500 scopus 로고    scopus 로고
    • Construction of a prediction model for type 2 diabetes mellitus in the Japanese population based on 11 genes with strong evidence of the association
    • doi: 10.1038/jhg.2009.17
    • Miyake, K., Yang, W., Hara, K., Yasuda, K., Horikawa, Y., Osawa, H., et al. (2009). Construction of a prediction model for type 2 diabetes mellitus in the Japanese population based on 11 genes with strong evidence of the association. J. Hum. Genet . 54, 236-241. doi: 10.1038/jhg.2009.17
    • (2009) J. Hum. Genet. , vol.54 , pp. 236-241
    • Miyake, K.1    Yang, W.2    Hara, K.3    Yasuda, K.4    Horikawa, Y.5    Osawa, H.6
  • 36
    • 78651398055 scopus 로고    scopus 로고
    • Discriminative accuracy of genomic profiling comparing multiplicative and additive risk models
    • doi: 10.1038/ejhg.2010.165
    • Moonesinghe, R., Khoury, M. J., Liu, T., and Janssens, A. C. (2011). Discriminative accuracy of genomic profiling comparing multiplicative and additive risk models. Eur. J. Hum. Genet . 19, 180-185. doi: 10.1038/ejhg.2010.165
    • (2011) Eur. J. Hum. Genet. , vol.19 , pp. 180-185
    • Moonesinghe, R.1    Khoury, M.J.2    Liu, T.3    Janssens, A.C.4
  • 37
    • 77949653596 scopus 로고    scopus 로고
    • Evaluation of the discriminative accuracy of genomic profiling in the prediction of common complex diseases
    • doi: 10.1038/ejhg.2009.209
    • Moonesinghe, R., Liu, T., and Khoury, M. J. (2010). Evaluation of the discriminative accuracy of genomic profiling in the prediction of common complex diseases. Eur. J. Hum. Genet . 18, 485-489. doi: 10.1038/ejhg.2009.209
    • (2010) Eur. J. Hum. Genet. , vol.18 , pp. 485-489
    • Moonesinghe, R.1    Liu, T.2    Khoury, M.J.3
  • 38
    • 77952495934 scopus 로고    scopus 로고
    • Comparison among probabilistic neural network, support vector machine and logistic regression for evaluating the effect of subthalamic stimulation in Parkinson disease on ground reaction force during gait
    • doi: 10.1016/j.jbiomech.2009.10.018
    • Muniz, A. M., Liu, H., Lyons, K. E., Pahwa, R., Liu, W., Nobre, F. F., et al. (2010). Comparison among probabilistic neural network, support vector machine and logistic regression for evaluating the effect of subthalamic stimulation in Parkinson disease on ground reaction force during gait. J. Biomech . 43, 720-726. doi: 10.1016/j.jbiomech.2009.10.018
    • (2010) J. Biomech. , vol.43 , pp. 720-726
    • Muniz, A.M.1    Liu, H.2    Lyons, K.E.3    Pahwa, R.4    Liu, W.5    Nobre, F.F.6
  • 39
    • 77949694140 scopus 로고    scopus 로고
    • The potential of genes and other markers to inform about risk
    • doi: 10.1158/1055-9965.EPI-09-0510
    • Pepe, M. S., Gu, J. W., and Morris, D. E. (2010). The potential of genes and other markers to inform about risk. Cancer Epidemiol. Biomarkers Prev . 19, 655-665. doi: 10.1158/1055-9965.EPI-09-0510
    • (2010) Cancer Epidemiol. Biomarkers Prev. , vol.19 , pp. 655-665
    • Pepe, M.S.1    Gu, J.W.2    Morris, D.E.3
  • 40
    • 79955651296 scopus 로고    scopus 로고
    • Evaluation of 22 genetic variants with Crohn's disease risk in the Ashkenazi Jewish population: a case-control study
    • doi: 10.1186/1471-2350-12-63
    • Peter, I., Mitchell, A. A., Ozelius, L., Erazo, M., Hu, J., Doheny, D., et al. (2011). Evaluation of 22 genetic variants with Crohn's disease risk in the Ashkenazi Jewish population: a case-control study. BMC Med. Genet . 12:63. doi: 10.1186/1471-2350-12-63
    • (2011) BMC Med. Genet , vol.12 , pp. 63
    • Peter, I.1    Mitchell, A.A.2    Ozelius, L.3    Erazo, M.4    Hu, J.5    Doheny, D.6
  • 41
    • 77958072950 scopus 로고    scopus 로고
    • Combined effects of 17 common genetic variants on type 2 diabetes risk in a Han Chinese population
    • doi: 10.1007/s00125-010-1826-5
    • Qi, Q., Li, H., Wu, Y., Liu, C., Wu, H., Yu, Z., et al. (2010). Combined effects of 17 common genetic variants on type 2 diabetes risk in a Han Chinese population. Diabetologia 53, 2163-2166. doi: 10.1007/s00125-010-1826-5
    • (2010) Diabetologia , vol.53 , pp. 2163-2166
    • Qi, Q.1    Li, H.2    Wu, Y.3    Liu, C.4    Wu, H.5    Yu, Z.6
  • 42
    • 69349094579 scopus 로고    scopus 로고
    • Analysis of HLA and non-HLA alleles can identify individuals at high risk for celiac disease
    • doi: 10.1053/j.gastro.2009.05.040
    • Romanos, J., Van Diemen, C. C., Nolte, I. M., Trynka, G., Zhernakova, A., Fu, J., et al. (2009). Analysis of HLA and non-HLA alleles can identify individuals at high risk for celiac disease. Gastroenterology 137, 834-840. doi: 10.1053/j.gastro.2009.05.040
    • (2009) Gastroenterology , vol.137 , pp. 834-840
    • Romanos, J.1    Van Diemen, C.C.2    Nolte, I.M.3    Trynka, G.4    Zhernakova, A.5    Fu, J.6
  • 43
    • 49749150467 scopus 로고    scopus 로고
    • Systemic complement activation in age-related macular degeneration
    • doi: 10.1371/journal.pone.0002593
    • Scholl, H. P., Charbel Issa, P., Walier, M., Janzer, S., Pollok-Kopp, B., Borncke, F., et al. (2008). Systemic complement activation in age-related macular degeneration. PLoS ONE 3:e2593. doi: 10.1371/journal.pone.0002593
    • (2008) PLoS ONE , vol.3
    • Scholl, H.P.1    Charbel Issa, P.2    Walier, M.3    Janzer, S.4    Pollok-Kopp, B.5    Borncke, F.6
  • 44
    • 67349169201 scopus 로고    scopus 로고
    • Combined analysis of 19 common validated type 2 diabetes susceptibility gene variants shows moderate discriminative value and no evidence of gene-gene interaction
    • doi: 10.1007/s00125-009-1362-3
    • Sparso, T., Grarup, N., Andreasen, C., Albrechtsen, A., Holmkvist, J., Andersen, G., et al. (2009). Combined analysis of 19 common validated type 2 diabetes susceptibility gene variants shows moderate discriminative value and no evidence of gene-gene interaction. Diabetologia 52, 1308-1314. doi: 10.1007/s00125-009-1362-3
    • (2009) Diabetologia , vol.52 , pp. 1308-1314
    • Sparso, T.1    Grarup, N.2    Andreasen, C.3    Albrechtsen, A.4    Holmkvist, J.5    Andersen, G.6
  • 45
    • 79251483149 scopus 로고    scopus 로고
    • Inherited genetic markers discovered to date are able to identify a significant number of men at considerably elevated risk for prostate cancer
    • doi: 10.1002/pros.21256
    • Sun, J., Kader, A. K., Hsu, F. C., Kim, S. T., Zhu, Y., Turner, A. R., et al. (2011). Inherited genetic markers discovered to date are able to identify a significant number of men at considerably elevated risk for prostate cancer. Prostate 71, 421-430. doi: 10.1002/pros.21256
    • (2011) Prostate , vol.71 , pp. 421-430
    • Sun, J.1    Kader, A.K.2    Hsu, F.C.3    Kim, S.T.4    Zhu, Y.5    Turner, A.R.6
  • 46
    • 76249109928 scopus 로고    scopus 로고
    • Utility of genetic and non-genetic risk factors in prediction of type 2 diabetes: whitehall II prospective cohort study
    • doi: 10.1136/bmj.b4838
    • Talmud, P. J., Hingorani, A. D., Cooper, J. A., Marmot, M. G., Brunner, E. J., Kumari, M., et al. (2010). Utility of genetic and non-genetic risk factors in prediction of type 2 diabetes: whitehall II prospective cohort study. BMJ 340, b4838. doi: 10.1136/bmj.b4838
    • (2010) BMJ , vol.340
    • Talmud, P.J.1    Hingorani, A.D.2    Cooper, J.A.3    Marmot, M.G.4    Brunner, E.J.5    Kumari, M.6
  • 47
    • 80054870131 scopus 로고    scopus 로고
    • Prediction of intracranial findings on CT-scans by alternative modelling techniques
    • doi: 10.1186/1471-2288-11-143
    • Van Der Ploeg, T., Smits, M., Dippel, D. W., Hunink, M., and Steyerberg, E. W. (2011). Prediction of intracranial findings on CT-scans by alternative modelling techniques. BMC Med. Res. Methodol . 11:143. doi: 10.1186/1471-2288-11-143
    • (2011) BMC Med. Res. Methodol , vol.11 , pp. 143
    • Van Der Ploeg, T.1    Smits, M.2    Dippel, D.W.3    Hunink, M.4    Steyerberg, E.W.5
  • 48
    • 58149333712 scopus 로고    scopus 로고
    • Predicting type 2 diabetes based on polymorphisms from genome-wide association studies: a population-based study
    • doi: 10.2337/db08-0425
    • Van Hoek, M., Dehghan, A., Witteman, J. C., Van Duijn, C. M., Uitterlinden, A. G., Oostra, B. A., et al. (2008). Predicting type 2 diabetes based on polymorphisms from genome-wide association studies: a population-based study. Diabetes 57, 3122-3128. doi: 10.2337/db08-0425
    • (2008) Diabetes , vol.57 , pp. 3122-3128
    • Van Hoek, M.1    Dehghan, A.2    Witteman, J.C.3    Van Duijn, C.M.4    Uitterlinden, A.G.5    Oostra, B.A.6
  • 49
    • 38449118682 scopus 로고    scopus 로고
    • Impact of common type 2 diabetes risk polymorphisms in the DESIR prospective study
    • doi: 10.2337/db07-0615
    • Vaxillaire, M., Veslot, J., Dina, C., Proenca, C., Cauchi, S., Charpentier, G., et al. (2008). Impact of common type 2 diabetes risk polymorphisms in the DESIR prospective study. Diabetes 57, 244-254. doi: 10.2337/db07-0615
    • (2008) Diabetes , vol.57 , pp. 244-254
    • Vaxillaire, M.1    Veslot, J.2    Dina, C.3    Proenca, C.4    Cauchi, S.5    Charpentier, G.6
  • 50
    • 77955345183 scopus 로고    scopus 로고
    • Identification of undiagnosed type 2 diabetic individuals by the finnish diabetes risk score and biochemical and genetic markers: a population-based study of 7232 Finnish men
    • doi: 10.1210/jc.2010-0012
    • Wang, J., Stancakova, A., Kuusisto, J., and Laakso, M. (2010). Identification of undiagnosed type 2 diabetic individuals by the finnish diabetes risk score and biochemical and genetic markers: a population-based study of 7232 Finnish men. J. Clin. Endocrinol. Metab . 95, 3858-3862. doi: 10.1210/jc.2010-0012
    • (2010) J. Clin. Endocrinol. Metab. , vol.95 , pp. 3858-3862
    • Wang, J.1    Stancakova, A.2    Kuusisto, J.3    Laakso, M.4
  • 51
    • 33750876203 scopus 로고    scopus 로고
    • Combining information from common type 2 diabetes risk polymorphisms improves disease prediction
    • doi: 10.1371/journal.pmed.0030374
    • Weedon, M. N., McCarthy, M. I., Hitman, G., Walker, M., Groves, C. J., Zeggini, E., et al. (2006). Combining information from common type 2 diabetes risk polymorphisms improves disease prediction. PLoS Med . 3:e374. doi: 10.1371/journal.pmed.0030374
    • (2006) PLoS Med , vol.3
    • Weedon, M.N.1    McCarthy, M.I.2    Hitman, G.3    Walker, M.4    Groves, C.J.5    Zeggini, E.6
  • 52
    • 80755140152 scopus 로고    scopus 로고
    • A methodological perspective on genetic risk prediction studies in type 2 diabetes: recommendations for future research
    • doi: 10.1007/s11892-011-0235-6
    • Willems, S. M., Mihaescu, R., Sijbrands, E. J., Van Duijn, C. M., and Janssens, A. C. (2011). A methodological perspective on genetic risk prediction studies in type 2 diabetes: recommendations for future research. Curr. Diab. Rep . 11, 511-518. doi: 10.1007/s11892-011-0235-6
    • (2011) Curr. Diab. Rep. , vol.11 , pp. 511-518
    • Willems, S.M.1    Mihaescu, R.2    Sijbrands, E.J.3    Van Duijn, C.M.4    Janssens, A.C.5
  • 53
    • 82455170504 scopus 로고    scopus 로고
    • Disease risk prediction with rare and common variants
    • doi: 10.1186/1753-6561-5-S9-S61
    • Wu, C., Walsh, K. M., Dewan, A. T., Hoh, J., and Wang, Z. (2011). Disease risk prediction with rare and common variants. BMC Proc . 5(Suppl. 9):S61. doi: 10.1186/1753-6561-5-S9-S61
    • (2011) BMC Proc , vol.5 , Issue.SUPPL. 9
    • Wu, C.1    Walsh, K.M.2    Dewan, A.T.3    Hoh, J.4    Wang, Z.5
  • 54
    • 84887605920 scopus 로고    scopus 로고
    • Strategies for developing prediction models from genome-wide association studies
    • doi: 10.1002/gepi.21762
    • Wu, J., Pfeiffer, R. M., and Gail, M. H. (2013). Strategies for developing prediction models from genome-wide association studies. Genet. Epidemiol . 37, 768-777. doi: 10.1002/gepi.21762
    • (2013) Genet. Epidemiol. , vol.37 , pp. 768-777
    • Wu, J.1    Pfeiffer, R.M.2    Gail, M.H.3
  • 55
    • 77953635924 scopus 로고    scopus 로고
    • Prediction modeling using EHR data: challenges, strategies, and a comparison of machine learning approaches
    • doi: 10.1097/MLR.0b013e3181de9e17
    • Wu, J., Roy, J., and Stewart, W. F. (2010). Prediction modeling using EHR data: challenges, strategies, and a comparison of machine learning approaches. Med. Care 48, S106-S113. doi: 10.1097/MLR.0b013e3181de9e17
    • (2010) Med. Care , vol.48
    • Wu, J.1    Roy, J.2    Stewart, W.F.3
  • 56
    • 80855138424 scopus 로고    scopus 로고
    • Analysis of the HLA and non-HLA susceptibility loci in Japanese type 1 diabetes
    • doi: 10.1002/dmrr.1234
    • Yamashita, H., Awata, T., Kawasaki, E., Ikegami, H., Tanaka, S., Maruyama, T., et al. (2011). Analysis of the HLA and non-HLA susceptibility loci in Japanese type 1 diabetes. Diabetes Metab. Res. Rev . 27, 844-848. doi: 10.1002/dmrr.1234
    • (2011) Diabetes Metab. Res. Rev. , vol.27 , pp. 844-848
    • Yamashita, H.1    Awata, T.2    Kawasaki, E.3    Ikegami, H.4    Tanaka, S.5    Maruyama, T.6


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