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Number of Years Citation(s) in RCA
1
Marcos-Zambrano LJ, Karaduzovic-Hadziabdic K, Loncar Turukalo T, Przymus P, Trajkovik V, Aasmets O, Berland M, Gruca A, Hasic J, Hron K, Klammsteiner T, Kolev M, Lahti L, Lopes MB, Moreno V, Naskinova I, Org E, Paciência I, Papoutsoglou G, Shigdel R, Stres B, Vilne B, Yousef M, Zdravevski E, Tsamardinos I, Carrillo de Santa Pau E, Claesson MJ, Moreno-Indias I, Truu J. Applications of Machine Learning in Human Microbiome Studies: A Review on Feature Selection, Biomarker Identification, Disease Prediction and Treatment. Front Microbiol 2021;12:634511. [PMID: 33737920 PMCID: PMC7962872 DOI: 10.3389/fmicb.2021.634511] [Citation(s) in RCA: 160] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 02/01/2021] [Indexed: 12/19/2022]  Open
Review 4 160
2
Choquet H, Meyre D. Genetics of Obesity: What have we Learned? Curr Genomics 2011;12:169-79. [PMID: 22043165 PMCID: PMC3137002 DOI: 10.2174/138920211795677895] [Citation(s) in RCA: 142] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2011] [Revised: 03/31/2011] [Accepted: 03/31/2011] [Indexed: 12/14/2022]  Open
Journal Article 14 142
3
Razavian N, Blecker S, Schmidt AM, Smith-McLallen A, Nigam S, Sontag D. Population-Level Prediction of Type 2 Diabetes From Claims Data and Analysis of Risk Factors. BIG DATA 2015;3:277-287. [PMID: 27441408 DOI: 10.1089/big.2015.0020] [Citation(s) in RCA: 88] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
10 88
4
Igo RP, Kinzy TG, Bailey JNC. Genetic Risk Scores. CURRENT PROTOCOLS IN HUMAN GENETICS 2019;104:e95. [PMID: 31765077 PMCID: PMC6941594 DOI: 10.1002/cphg.95] [Citation(s) in RCA: 62] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Research Support, N.I.H., Extramural 6 62
5
Klareskog L, Rönnelid J, Saevarsdottir S, Padyukov L, Alfredsson L. The importance of differences; On environment and its interactions with genes and immunity in the causation of rheumatoid arthritis. J Intern Med 2020;287:514-533. [PMID: 32176395 DOI: 10.1111/joim.13058] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2019] [Revised: 02/03/2020] [Accepted: 02/25/2020] [Indexed: 12/19/2022]
Review 5 49
6
Mahajan P, Uddin S, Hajati F, Moni MA. Ensemble Learning for Disease Prediction: A Review. Healthcare (Basel) 2023;11:1808. [PMID: 37372925 DOI: 10.3390/healthcare11121808] [Citation(s) in RCA: 46] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Revised: 06/19/2023] [Accepted: 06/19/2023] [Indexed: 06/29/2023]  Open
Review 2 46
7
Personalized genomic disease risk of volunteers. Proc Natl Acad Sci U S A 2013;110:16957-62. [PMID: 24082139 DOI: 10.1073/pnas.1315934110] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]  Open
Research Support, Non-U.S. Gov't 12 39
8
Tsoukalas D, Fragoulakis V, Papakonstantinou E, Antonaki M, Vozikis A, Tsatsakis A, Buga AM, Mitroi M, Calina D. Prediction of Autoimmune Diseases by Targeted Metabolomic Assay of Urinary Organic Acids. Metabolites 2020;10:E502. [PMID: 33302528 PMCID: PMC7764183 DOI: 10.3390/metabo10120502] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 11/30/2020] [Accepted: 12/04/2020] [Indexed: 12/12/2022]  Open
research-article 5 32
9
Li Y, Xu J, Wang Y, Zhang Y, Jiang W, Shen B, Ding X. A novel machine learning algorithm, Bayesian networks model, to predict the high-risk patients with cardiac surgery-associated acute kidney injury. Clin Cardiol 2020;43:752-761. [PMID: 32400109 PMCID: PMC7368305 DOI: 10.1002/clc.23377] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 04/08/2020] [Accepted: 04/13/2020] [Indexed: 12/16/2022]  Open
Journal Article 5 30
10
Lowe FJ, Luettich K, Gregg EO. Lung cancer biomarkers for the assessment of modified risk tobacco products: an oxidative stress perspective. Biomarkers 2013;18:183-95. [PMID: 23530763 PMCID: PMC3667677 DOI: 10.3109/1354750x.2013.777116] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2013] [Accepted: 02/13/2013] [Indexed: 11/24/2022]
Review 12 29
11
Sun P, Yang XB. Light, Temperature, and Moisture Effects on Apothecium Production of Sclerotinia sclerotiorum. PLANT DISEASE 2000;84:1287-1293. [PMID: 30831869 DOI: 10.1094/pdis.2000.84.12.1287] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
25 25
12
Rockne RC, Branciamore S, Qi J, Frankhouser DE, O'Meally D, Hua WK, Cook G, Carnahan E, Zhang L, Marom A, Wu H, Maestrini D, Wu X, Yuan YC, Liu Z, Wang LD, Forman S, Carlesso N, Kuo YH, Marcucci G. State-Transition Analysis of Time-Sequential Gene Expression Identifies Critical Points That Predict Development of Acute Myeloid Leukemia. Cancer Res 2020;80:3157-3169. [PMID: 32414754 PMCID: PMC7416495 DOI: 10.1158/0008-5472.can-20-0354] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 04/06/2020] [Accepted: 05/12/2020] [Indexed: 12/13/2022]
Research Support, N.I.H., Extramural 5 20
13
Arehart CH, Daya M, Campbell M, Boorgula MP, Rafaels N, Chavan S, David G, Hanifin J, Slifka MK, Gallo RL, Hata T, Schneider LC, Paller AS, Ong PY, Spergel JM, Guttman-Yassky E, Leung DYM, Beck LA, Gignoux CR, Mathias RA, Barnes KC. Polygenic prediction of atopic dermatitis improves with atopic training and filaggrin factors. J Allergy Clin Immunol 2022;149:145-155. [PMID: 34111454 PMCID: PMC8973457 DOI: 10.1016/j.jaci.2021.05.034] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 04/26/2021] [Accepted: 05/20/2021] [Indexed: 11/24/2022]
Research Support, N.I.H., Extramural 3 19
14
Hu X, Han Z, Zhou R, Su W, Gong L, Yang Z, Song X, Zhang S, Shu H, Wu D. Altered gut microbiota in the early stage of acute pancreatitis were related to the occurrence of acute respiratory distress syndrome. Front Cell Infect Microbiol 2023;13:1127369. [PMID: 36949815 PMCID: PMC10025409 DOI: 10.3389/fcimb.2023.1127369] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 02/20/2023] [Indexed: 03/08/2023]  Open
research-article 2 18
15
Kokot H, Kokot B, Sebastijanović A, Voss C, Podlipec R, Zawilska P, Berthing T, Ballester-López C, Danielsen PH, Contini C, Ivanov M, Krišelj A, Čotar P, Zhou Q, Ponti J, Zhernovkov V, Schneemilch M, Doumandji Z, Pušnik M, Umek P, Pajk S, Joubert O, Schmid O, Urbančič I, Irmler M, Beckers J, Lobaskin V, Halappanavar S, Quirke N, Lyubartsev AP, Vogel U, Koklič T, Stoeger T, Štrancar J. Prediction of Chronic Inflammation for Inhaled Particles: the Impact of Material Cycling and Quarantining in the Lung Epithelium. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2020;32:e2003913. [PMID: 33073368 DOI: 10.1002/adma.202003913] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 08/22/2020] [Indexed: 06/11/2023]
5 16
16
Cooke Bailey JN, Igo RP. Genetic Risk Scores. ACTA ACUST UNITED AC 2016;91:1.29.1-1.29.9. [PMID: 27727440 DOI: 10.1002/cphg.20] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Journal Article 9 16
17
Bowen JM, Haskell MJ, Miller GA, Mason CS, Bell DJ, Duthie CA. Early prediction of respiratory disease in preweaning dairy calves using feeding and activity behaviors. J Dairy Sci 2021;104:12009-12018. [PMID: 34454762 DOI: 10.3168/jds.2021-20373] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Accepted: 07/16/2021] [Indexed: 11/19/2022]
4 15
18
Grydeland H, Westlye LT, Walhovd KB, Fjell AM. Improved prediction of Alzheimer's disease with longitudinal white matter/gray matter contrast changes. Hum Brain Mapp 2012;34:2775-85. [PMID: 22674625 DOI: 10.1002/hbm.22103] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2011] [Revised: 02/04/2012] [Accepted: 03/19/2012] [Indexed: 11/05/2022]  Open
Research Support, Non-U.S. Gov't 13 15
19
Yang L, Bi ZW, Kou ZQ, Li XJ, Zhang M, Wang M, Zhang LY, Zhao ZT. Time-series analysis on human brucellosis during 2004-2013 in Shandong Province, China. Zoonoses Public Health 2014;62:228-35. [PMID: 25043064 DOI: 10.1111/zph.12145] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2014] [Indexed: 11/29/2022]
Journal Article 11 14
20
Time Series Analysis and Forecasting with Automated Machine Learning on a National ICD-10 Database. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020;17:ijerph17144979. [PMID: 32664331 PMCID: PMC7400312 DOI: 10.3390/ijerph17144979] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Revised: 06/29/2020] [Accepted: 07/07/2020] [Indexed: 12/22/2022]
Journal Article 5 14
21
Liu K, Huang S, Miao ZP, Chen B, Jiang T, Cai G, Jiang Z, Chen Y, Wang Z, Gu H, Chai C, Jiang J. Identifying Potential Norovirus Epidemics in China via Internet Surveillance. J Med Internet Res 2017;19:e282. [PMID: 28790023 PMCID: PMC5566627 DOI: 10.2196/jmir.7855] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2017] [Revised: 07/05/2017] [Accepted: 07/10/2017] [Indexed: 12/23/2022]  Open
Journal Article 8 14
22
Nezu N, Usui Y, Saito A, Shimizu H, Asakage M, Yamakawa N, Tsubota K, Wakabayashi Y, Narimatsu A, Umazume K, Maruyama K, Sugimoto M, Kuroda M, Goto H. Machine Learning Approach for Intraocular Disease Prediction Based on Aqueous Humor Immune Mediator Profiles. Ophthalmology 2021;128:1197-1208. [PMID: 33484732 DOI: 10.1016/j.ophtha.2021.01.019] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 12/20/2020] [Accepted: 01/14/2021] [Indexed: 01/02/2023]  Open
Journal Article 4 14
23
Oudemans PV. Phytophthora Species Associated with Cranberry Root Rot and Surface Irrigation Water in New Jersey. PLANT DISEASE 1999;83:251-258. [PMID: 30845503 DOI: 10.1094/pdis.1999.83.3.251] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
26 13
24
Osterman MD, Kinzy TG, Bailey JNC. Polygenic Risk Scores. Curr Protoc 2021;1:e126. [PMID: 33987971 DOI: 10.1002/cpz1.126] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Journal Article 4 12
25
Soto M, Iranzo A, Lahoz S, Fernández M, Serradell M, Gaig C, Melón P, Martí M, Santamaría J, Camps J, Fernández‐Santiago R, Ezquerra M. Serum MicroRNAs Predict Isolated Rapid Eye Movement Sleep Behavior Disorder and Lewy Body Diseases. Mov Disord 2022;37:2086-2098. [PMID: 35962561 PMCID: PMC9804841 DOI: 10.1002/mds.29171] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 06/09/2022] [Accepted: 07/10/2022] [Indexed: 01/09/2023]  Open
research-article 3 11
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