Pathogenesis-based treatments in primary Sjogren's syndrome using artificial intelligence and advanced machine learning techniques: a systematic literature review

Human Vaccines & Immunotherapeutics
Nathan FoulquierAlain Saraux

Abstract

Big data analysis has become a common way to extract information from complex and large datasets among most scientific domains. This approach is now used to study large cohorts of patients in medicine. This work is a review of publications that have used artificial intelligence and advanced machine learning techniques to study physio pathogenesis-based treatments in pSS. A systematic literature review retrieved all articles reporting on the use of advanced statistical analysis applied to the study of systemic autoimmune diseases (SADs) over the last decade. An automatic bibliography screening method has been developed to perform this task. The program called BIBOT was designed to fetch and analyze articles from the pubmed database using a list of keywords and Natural Language Processing approaches. The evolution of trends in statistical approaches, sizes of cohorts and number of publications over this period were also computed in the process. In all, 44077 abstracts were screened and 1017 publications were analyzed. The mean number of selected articles was 101.0 (S.D. 19.16) by year, but increased significantly over the time (from 74 articles in 2008 to 138 in 2017). Among them only 12 focused on pSS but none of them emphasized...Continue Reading

References

May 12, 2010·Autoimmunity Reviews·Ilias Alevizos, Gabor G Illei
Mar 7, 2012·Expert Review of Clinical Immunology·DeLisa FairweatherLeslie T Cooper
Jun 26, 2014·Journal of Immunology Research·Ildiko Fanny HorvathMargit Zeher
Mar 18, 2015·Current Pharmaceutical Design·Young-Seok ParkSeunghee Cha
Aug 26, 2015·Artificial Intelligence in Medicine·Peter HobsonArnold Wiliem
Nov 5, 2015·Biology of Sex Differences·Jessica E BrandtDeLisa Fairweather
Jun 24, 2016·Medicine·Sofia FragkioudakiHaralampos M Moutsopoulos
Jul 15, 2016·Nature Reviews. Rheumatology·Alain SarauxValérie Devauchelle-Pensec
Dec 21, 2016·Arthritis Care & Research·Gabriel MacielDivi Cornec
Apr 19, 2017·Journal of Hematology & Oncology·Pilar Brito-ZerónUNKNOWN SS Study Group GEAS-SEMI
Sep 17, 2017·Annals of the Rheumatic Diseases·Shu-Fang Wang-RenaultJörg Tost
Nov 16, 2017·Clinical Epidemiology·Fu-Chao LiuHuang-Ping Yu

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Methods Mentioned

BETA
Flow
PCR

Software Mentioned

utility
BIBOT bot
Bio
BIBOT
nltk
HarmonicSS
Entrez
pSS
PRECISEADS

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