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For: Lu H, Uddin S, Hajati F, Moni MA, Khushi M. A patient network-based machine learning model for disease prediction: The case of type 2 diabetes mellitus. APPL INTELL 2022;52:2411-22. [DOI: 10.1007/s10489-021-02533-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Number Cited by Other Article(s)
1
Liu Y, Wang B. Advanced applications in chronic disease monitoring using IoT mobile sensing device data, machine learning algorithms and frame theory: a systematic review. Front Public Health 2025;13:1510456. [PMID: 40061474 PMCID: PMC11885302 DOI: 10.3389/fpubh.2025.1510456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2024] [Accepted: 01/20/2025] [Indexed: 05/13/2025]  Open
2
Lee H, Hwang SH, Park S, Choi Y, Lee S, Park J, Son Y, Kim HJ, Kim S, Oh J, Smith L, Pizzol D, Rhee SY, Sang H, Lee J, Yon DK. Prediction model for type 2 diabetes mellitus and its association with mortality using machine learning in three independent cohorts from South Korea, Japan, and the UK: a model development and validation study. EClinicalMedicine 2025;80:103069. [PMID: 39896872 PMCID: PMC11787438 DOI: 10.1016/j.eclinm.2025.103069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Revised: 12/22/2024] [Accepted: 01/02/2025] [Indexed: 02/04/2025]  Open
3
Zhou F, Khushi M, Brett J, Uddin S. Graph neural network-based subgraph analysis for predicting adverse drug events. Comput Biol Med 2024;183:109282. [PMID: 39442442 DOI: 10.1016/j.compbiomed.2024.109282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 10/02/2024] [Accepted: 10/14/2024] [Indexed: 10/25/2024]
4
Hennebelle A, Ismail L, Materwala H, Al Kaabi J, Ranjan P, Janardhanan R. Secure and privacy-preserving automated machine learning operations into end-to-end integrated IoT-edge-artificial intelligence-blockchain monitoring system for diabetes mellitus prediction. Comput Struct Biotechnol J 2024;23:212-233. [PMID: 38169966 PMCID: PMC10758733 DOI: 10.1016/j.csbj.2023.11.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 11/20/2023] [Accepted: 11/20/2023] [Indexed: 01/05/2024]  Open
5
Tian H, He X, Yang K, Dai X, Liu Y, Zhang F, Shu Z, Zheng Q, Wang S, Xia J, Wen T, Liu B, Yu J, Zhou X. DAPNet: multi-view graph contrastive network incorporating disease clinical and molecular associations for disease progression prediction. BMC Med Inform Decis Mak 2024;24:345. [PMID: 39563302 PMCID: PMC11575134 DOI: 10.1186/s12911-024-02756-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 11/07/2024] [Indexed: 11/21/2024]  Open
6
Xu D, Xu Z. Machine learning applications in preventive healthcare: A systematic literature review on predictive analytics of disease comorbidity from multiple perspectives. Artif Intell Med 2024;156:102950. [PMID: 39163727 DOI: 10.1016/j.artmed.2024.102950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 06/17/2024] [Accepted: 08/13/2024] [Indexed: 08/22/2024]
7
Garcés-Jiménez A, Polo-Luque ML, Gómez-Pulido JA, Rodríguez-Puyol D, Gómez-Pulido JM. Predictive health monitoring: Leveraging artificial intelligence for early detection of infectious diseases in nursing home residents through discontinuous vital signs analysis. Comput Biol Med 2024;174:108469. [PMID: 38636331 DOI: 10.1016/j.compbiomed.2024.108469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 04/08/2024] [Accepted: 04/09/2024] [Indexed: 04/20/2024]
8
Woodman RJ, Koczwara B, Mangoni AA. Applying precision medicine principles to the management of multimorbidity: the utility of comorbidity networks, graph machine learning, and knowledge graphs. Front Med (Lausanne) 2024;10:1302844. [PMID: 38404463 PMCID: PMC10885565 DOI: 10.3389/fmed.2023.1302844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 12/22/2023] [Indexed: 02/27/2024]  Open
9
Zhang J, Xu Y, Ye B, Zhao Y, Sun X, Meng Q, Zhang Y, Cui L. EAPR: explainable and augmented patient representation learning for disease prediction. Health Inf Sci Syst 2023;11:53. [PMID: 37974902 PMCID: PMC10645955 DOI: 10.1007/s13755-023-00256-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 10/17/2023] [Indexed: 11/19/2023]  Open
10
Lu H, Uddin S. Embedding-based link predictions to explore latent comorbidity of chronic diseases. Health Inf Sci Syst 2023;11:2. [PMID: 36593862 PMCID: PMC9803807 DOI: 10.1007/s13755-022-00206-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 12/13/2022] [Indexed: 12/31/2022]  Open
11
Woodman RJ, Mangoni AA. A comprehensive review of machine learning algorithms and their application in geriatric medicine: present and future. Aging Clin Exp Res 2023;35:2363-2397. [PMID: 37682491 PMCID: PMC10627901 DOI: 10.1007/s40520-023-02552-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 08/24/2023] [Indexed: 09/09/2023]
12
Jiang L, Xia Z, Zhu R, Gong H, Wang J, Li J, Wang L. Diabetes risk prediction model based on community follow-up data using machine learning. Prev Med Rep 2023;35:102358. [PMID: 37654514 PMCID: PMC10465943 DOI: 10.1016/j.pmedr.2023.102358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 07/31/2023] [Accepted: 08/01/2023] [Indexed: 09/02/2023]  Open
13
Zhou D, Qiu H, Wang L, Shen M. Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning. BMC Med Inform Decis Mak 2023;23:99. [PMID: 37221512 DOI: 10.1186/s12911-023-02196-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 05/15/2023] [Indexed: 05/25/2023]  Open
14
Kumar R, Maheshwari S, Sharma A, Linda S, Kumar S, Chatterjee I. Ensemble learning-based early detection of influenza disease. MULTIMEDIA TOOLS AND APPLICATIONS 2023:1-21. [PMID: 37362719 PMCID: PMC10199437 DOI: 10.1007/s11042-023-15848-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 08/16/2022] [Accepted: 05/15/2023] [Indexed: 06/28/2023]
15
Choudhary GI, Fränti P. Predicting onset of disease progression using temporal disease occurrence networks. Int J Med Inform 2023;175:105068. [PMID: 37104895 DOI: 10.1016/j.ijmedinf.2023.105068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Revised: 03/27/2023] [Accepted: 04/05/2023] [Indexed: 04/29/2023]
16
Lu H, Uddin S. Disease Prediction Using Graph Machine Learning Based on Electronic Health Data: A Review of Approaches and Trends. Healthcare (Basel) 2023;11:healthcare11071031. [PMID: 37046958 PMCID: PMC10094099 DOI: 10.3390/healthcare11071031] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 03/11/2023] [Accepted: 04/01/2023] [Indexed: 04/07/2023]  Open
17
Qi H, Song X, Liu S, Zhang Y, Wong KKL. KFPredict: An ensemble learning prediction framework for diabetes based on fusion of key features. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2023;231:107378. [PMID: 36731312 DOI: 10.1016/j.cmpb.2023.107378] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 10/30/2022] [Accepted: 01/25/2023] [Indexed: 06/18/2023]
18
Ghaffar Nia N, Kaplanoglu E, Nasab A. Evaluation of artificial intelligence techniques in disease diagnosis and prediction. DISCOVER ARTIFICIAL INTELLIGENCE 2023. [PMCID: PMC9885935 DOI: 10.1007/s44163-023-00049-5] [Citation(s) in RCA: 57] [Impact Index Per Article: 28.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
19
Afsaneh E, Sharifdini A, Ghazzaghi H, Ghobadi MZ. Recent applications of machine learning and deep learning models in the prediction, diagnosis, and management of diabetes: a comprehensive review. Diabetol Metab Syndr 2022;14:196. [PMID: 36572938 PMCID: PMC9793536 DOI: 10.1186/s13098-022-00969-9] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 12/16/2022] [Indexed: 12/28/2022]  Open
20
Yan SR, Guo W, Mohammadzadeh A, Rathinasamy S. Optimal deep learning control for modernized microgrids. APPL INTELL 2022. [DOI: 10.1007/s10489-022-04298-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
21
Rashid J, Batool S, Kim J, Wasif Nisar M, Hussain A, Juneja S, Kushwaha R. An Augmented Artificial Intelligence Approach for Chronic Diseases Prediction. Front Public Health 2022;10:860396. [PMID: 35433587 PMCID: PMC9008324 DOI: 10.3389/fpubh.2022.860396] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 02/22/2022] [Indexed: 12/23/2022]  Open
22
Hu Z, Qiu H, Wang L, Shen M. Network analytics and machine learning for predicting length of stay in elderly patients with chronic diseases at point of admission. BMC Med Inform Decis Mak 2022;22:62. [PMID: 35272654 PMCID: PMC8915508 DOI: 10.1186/s12911-022-01802-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Accepted: 03/07/2022] [Indexed: 11/13/2022]  Open
23
Machine learning models for classification and identification of significant attributes to detect type 2 diabetes. Health Inf Sci Syst 2022;10:2. [PMID: 35178244 PMCID: PMC8828812 DOI: 10.1007/s13755-021-00168-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 10/27/2021] [Indexed: 12/15/2022]  Open
24
Lu H, Uddin S. A disease network-based recommender system framework for predictive risk modelling of chronic diseases and their comorbidities. APPL INTELL 2022. [DOI: 10.1007/s10489-021-02963-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
25
Lu H, Uddin S. A weighted patient network-based framework for predicting chronic diseases using graph neural networks. Sci Rep 2021;11:22607. [PMID: 34799627 PMCID: PMC8604920 DOI: 10.1038/s41598-021-01964-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 11/08/2021] [Indexed: 01/16/2023]  Open
26
Uddin S, Imam T, Hossain ME, Gide E, Sianaki OA, Moni MA, Mohammed AA, Vandana V. Intelligent type 2 diabetes risk prediction from administrative claim data. Inform Health Soc Care 2021;47:243-257. [PMID: 34672859 DOI: 10.1080/17538157.2021.1988957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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