Artificial Intelligence in Rheumatoid Arthritis: Current Status and Future Perspectives: A State-of-the-Art Review

Artificial intelligence. https://www.merriam-webster.com/dictionary/artificial%20intelligence. Accessed 15 Feb 2022.

Hamet P, Tremblay J. Artificial intelligence in medicine. Metabolism. 2017;69S:S36–40.

PubMed  Article  CAS  Google Scholar 

Niazi MKK, Parwani AV, Gurcan MN. Digital pathology and artificial intelligence. Lancet Oncol. 2019;20:e253–61.

PubMed  PubMed Central  Article  Google Scholar 

Hosny A, Parmar C, Quackenbush J, Schwartz LH, Aerts H. Artificial intelligence in radiology. Nat Rev Cancer. 2018;18:500–10.

CAS  PubMed  PubMed Central  Article  Google Scholar 

Vamathevan J, Clark D, Czodrowski P, Dunham I, Ferran E, Lee G, Li B, Madabhushi A, Shah P, Spitzer M, Zhao S. Applications of machine learning in drug discovery and development. Nat Rev Drug Discov. 2019;18:463–77.

CAS  PubMed  PubMed Central  Article  Google Scholar 

Benke K, Benke G. Artificial intelligence and Big Data in public health. Int J Environ Res Public Health. 2018;15:2796.

PubMed Central  Article  Google Scholar 

Liu X, Faes L, Kale AU, Wagner SK, Fu DJ, Bruynseels A, Mahendiran T, Moraes G, Shamdas M, Kern C, et al. A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis. Lancet Digit Health. 2019;1:e271–97.

PubMed  Article  Google Scholar 

Cao C, Liu F, Tan H, Song D, Shu W, Li W, Zhou Y, Bo X, Xie Z. Deep learning and its applications in biomedicine. Genom Proteom Bioinform. 2018;16:17–32.

Article  Google Scholar 

GBD Results Tool. http://ghdx.healthdata.org/gbd-results-tool. Accessed 15 Feb 2022.

Cooper GS, Stroehla BC. The epidemiology of autoimmune diseases. Autoimmun Rev. 2003;2:119–25.

PubMed  Article  Google Scholar 

van der Woude D, van der Helm-van Mil AHM. Update on the epidemiology, risk factors, and disease outcomes of rheumatoid arthritis. Best Pract Res Clin Rheumatol. 2018;32:174–87.

PubMed  Article  Google Scholar 

Aletaha D, Neogi T, Silman AJ, Funovits J, Felson DT, Bingham CO 3rd, Birnbaum NS, Burmester GR, Bykerk VP, Cohen MD, et al. 2010 Rheumatoid arthritis classification criteria: an American College of Rheumatology/European League Against Rheumatism collaborative initiative. Arthritis Rheum. 2010;62:2569–81.

PubMed  Article  Google Scholar 

Bullock J, Rizvi SAA, Saleh AM, Ahmed SS, Do DP, Ansari RA, Ahmed J. Rheumatoid arthritis: a brief overview of the treatment. Med Princ Pract. 2018;27:501–7.

PubMed  PubMed Central  Article  Google Scholar 

Mathur S, Sutton J. Personalized medicine could transform healthcare. Biomed Rep. 2017;7:3–5.

PubMed  PubMed Central  Article  Google Scholar 

Yu K-H, Beam AL, Kohane IS. Artificial intelligence in healthcare. Nat Biomed Eng. 2018;2:719–31.

PubMed  Article  Google Scholar 

LeCun Y, Bengio Y, Hinton G. Deep learning. Nature. 2015;521:436–44.

CAS  PubMed  Article  Google Scholar 

Meskó B, Görög M. A short guide for medical professionals in the era of artificial intelligence. npj Digit Med. 2020;3:126.

PubMed  PubMed Central  Article  Google Scholar 

Iglesias LL, Bellón PS, del Barrio AP, Fernández-Miranda PM, González DR, Vega JA, Mandly AAG, Blanco JAP. A primer on deep learning and convolutional neural networks for clinicians. Insights Imaging. 2021;12:117.

PubMed  PubMed Central  Article  Google Scholar 

Esteva A, Robicquet A, Ramsundar B, Kuleshov V, DePristo M, Chou K, Cui C, Corrado G, Thrun S, Dean J. A guide to deep learning in healthcare. Nat Med. 2019;25:24–9.

CAS  PubMed  Article  Google Scholar 

Bluemke DA, Moy L, Bredella MA, Ertl-Wagner BB, Fowler KJ, Goh VJ, Halpern EF, Hess CP, Schiebler ML, Weiss CR. Assessing radiology research on artificial intelligence: a brief guide for authors, reviewers, and readers-from the radiology editorial board. Radiology. 2020;294:487–9.

PubMed  Article  Google Scholar 

Liu Y, Chen PC, Krause J, Peng L. How to read articles that use machine learning: users’ guides to the medical literature. JAMA. 2019;322:1806–16.

PubMed  Article  Google Scholar 

Mongan J, Moy L, Kahn CE. Checklist for artificial intelligence in medical imaging (CLAIM): a guide for authors and reviewers. Radiol Artif Intell. 2020;2:e200029.

PubMed  PubMed Central  Article  Google Scholar 

Kohane IS, Aronow BJ, Avillach P, Beaulieu-Jones BK, Bellazzi R, Bradford RL, Brat GA, Cannataro M, Cimino JJ, Garcia-Barrio N, et al. What every reader should know about studies using electronic health record data but may be afraid to ask. J Med Internet Res. 2021;23: e22219.

PubMed  PubMed Central  Article  Google Scholar 

Scott I, Carter S, Coiera E. Clinician checklist for assessing suitability of machine learning applications in healthcare. BMJ Health Care Inf. 2021;28:e100251.

Article  Google Scholar 

O’Neil LJ, Spicer V, Smolik I, Meng X, Goel RR, Anaparti V, Wilkins J, El-Gabalawy HS. Association of a serum protein signature with rheumatoid arthritis development. Arthritis Rheumatol. 2021;73:78–88.

CAS  PubMed  Article  Google Scholar 

Tanner S, Dufault B, Smolik I, Meng X, Anaparti V, Hitchon C, Robinson DB, Robinson W, Sokolove J, Lahey L, et al. A prospective study of the development of inflammatory arthritis in the family members of Indigenous North American people with rheumatoid arthritis. Arthritis Rheumatol. 2019;71:1494–503.

CAS  PubMed  Article  Google Scholar 

Kruppa J, Ziegler A, Konig IR. Risk estimation and risk prediction using machine-learning methods. Hum Genet. 2012;131:1639–54.

PubMed  PubMed Central  Article  Google Scholar 

Negi S, Juyal G, Senapati S, Prasad P, Gupta A, Singh S, Kashyap S, Kumar A, Kumar U, Gupta R, et al. A genome-wide association study reveals ARL15, a novel non-HLA susceptibility gene for rheumatoid arthritis in North Indians. Arthritis Rheum. 2013;65:3026–35.

CAS  PubMed  Article  Google Scholar 

Abbasifard M, Imani D, Bagheri-Hosseinabadi Z. PTPN22 gene polymorphism and susceptibility to rheumatoid arthritis (RA): Updated systematic review and meta-analysis. J Gene Med. 2020;22: e3204.

CAS  PubMed  Article  Google Scholar 

Begovich AB, Carlton VE, Honigberg LA, Schrodi SJ, Chokkalingam AP, Alexander HC, Ardlie KG, Huang Q, Smith AM, Spoerke JM, et al. A missense single-nucleotide polymorphism in a gene encoding a protein tyrosine phosphatase (PTPN22) is associated with rheumatoid arthritis. Am J Hum Genet. 2004;75:330–7.

CAS  PubMed  PubMed Central  Article  Google Scholar 

Briggs FB, Ramsay PP, Madden E, Norris JM, Holers VM, Mikuls TR, Sokka T, Seldin MF, Gregersen PK, Criswell LA, Barcellos LF. Supervised machine learning and logistic regression identifies novel epistatic risk factors with PTPN22 for rheumatoid arthritis. Genes Immun. 2010;11:199–208.

CAS  PubMed  PubMed Central  Article  Google Scholar 

González-Recio O, de Maturana EL, Vega AT, Engelman CD, Broman KW. Detecting single-nucleotide polymorphism by single-nucleotide polymorphism interactions in rheumatoid arthritis using a two-step approach with machine learning and a Bayesian threshold least absolute shrinkage and selection operator (LASSO) model. BMC Proc. 2009;3(Suppl 7):S63.

PubMed  PubMed Central  Article  CAS  Google Scholar 

Jin W, Yao Q, Liu Z, Cao W, Zhang Y, Che Z, Peng H. Do eye diseases increase the risk of arthritis in the elderly population? Aging (Albany NY). 2021;13:15580–94.

Article  Google Scholar 

Gola D, Konig IR. Empowering individual trait prediction using interactions for precision medicine. BMC Bioinform. 2021;22:74.

Article  Google Scholar 

Chin CY, Hsieh SY, Tseng VS. eDRAM: Effective early disease risk assessment with matrix factorization on a large-scale medical database: a case study on rheumatoid arthritis. PLoS ONE. 2018;13: e0207579.

PubMed  PubMed Central  Article  CAS  Google Scholar 

Liu C, Ackerman HH, Carulli JP. A genome-wide screen of gene-gene interactions for rheumatoid arthritis susceptibility. Hum Genet. 2011;129:473–85.

PubMed  Article  Google Scholar 

van der Linden MP, le Cessie S, Raza K, van der Woude D, Knevel R, Huizinga TW, van der Helm-van Mil AH. Long-term impact of delay in assessment of patients with early arthritis. Arthritis Rheum. 2010;62:3537–46.

PubMed  Article  Google Scholar 

Kay J, Upchurch KS. ACR/EULAR 2010 rheumatoid arthritis classification criteria. Rheumatology (Oxford). 2012;51(Suppl 6):vi5-9.

Article  Google Scholar 

Pecani A, Alessandri C, Spinelli FR, Priori R, Riccieri V, Di Franco M, Ceccarelli F, Colasanti T, Pendolino M, Mancini R, et al. Prevalence, sensitivity and specificity of antibodies against carbamylated proteins in a monocentric cohort of patients with rheumatoid arthritis and other autoimmune rheumatic diseases. Arthritis Res Ther. 2016;18:276.

PubMed  PubMed Central  Article  CAS  Google Scholar 

Savvateeva E, Smoldovskaya O, Feyzkhanova G, Rubina A. Multiple biomarker approach for the diagnosis and therapy of rheumatoid arthritis. Crit Rev Clin Lab Sci. 2021;58:17–28.

CAS  PubMed  Article  Google Scholar 

Song X, Lin Q. Genomics, transcriptomics and proteomics to elucidate the pathogenesis of rheumatoid arthritis. Rheumatol Int. 2017;37:1257–65.

CAS  PubMed  Article 

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