Literature DB >> 29846617

The Association Between Arthralgia and Vedolizumab Using Natural Language Processing.

Tianrun Cai1, Tzu-Chieh Lin1, Allison Bond2, Jie Huang1, Gwendolyn Kane-Wanger1, Andrew Cagan3, Shawn N Murphy4,3, Ashwin N Ananthakrishnan5, Katherine P Liao1.   

Abstract

Background: The gut-selective nature of vedolizumab has raised questions regarding increased joint pain or arthralgia with its use in inflammatory bowel disease (IBD) patients. As arthralgias are seldom coded and thus difficult to study, few studies have examined the comparative risk of arthralgia between vedolizumab and tumor necrosis factor inhibitor (TNFi). Our objectives were to evaluate the application of natural language processing (NLP) to identify arthralgia in the clinical notes and to compare the risk of arthralgia between vedolizumab and TNFi in IBD.
Methods: We performed a retrospective study using a validated electronic medical record (EMR)-based IBD cohort from 2 large tertiary care centers. The index date was the first date of vedolizumab or TNFi prescription. Baseline covariates were assessed 1 year before the index date; patients were followed 1 year after the index date. The primary outcome was arthralgia, defined using NLP. Using inverse probability of treatment weight to balance the cohorts, we then constructed Cox regression models to calculate the hazard ratio (HR) for arthralgia in the vedolizumab and TNFi groups.
Results: We studied 367 IBD patients on vedolizumab and 1218 IBD patients on TNFi. Patients on vedolizumab were older (mean age, 41.2 vs 34.9 years) and had more prevalent use of immunomodulators (52.3% vs 31.9%) than TNFi users. Our data did not observe a significantly increased risk of arthralgia in the vedolizumab group compared with TNFi (HR, 1.20; 95% confidence interval, 0.97-1.49). Conclusions: In this large observational study, we did not find a significantly increased risk of arthralgia associated with vedolizumab use compared with TNFi.

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Year:  2018        PMID: 29846617      PMCID: PMC6140445          DOI: 10.1093/ibd/izy127

Source DB:  PubMed          Journal:  Inflamm Bowel Dis        ISSN: 1078-0998            Impact factor:   5.325


  16 in total

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Authors:  Ø Palm; B Moum; J Jahnsen; J T Gran
Journal:  Rheumatology (Oxford)       Date:  2001-11       Impact factor: 7.580

2.  Improving case definition of Crohn's disease and ulcerative colitis in electronic medical records using natural language processing: a novel informatics approach.

Authors:  Ashwin N Ananthakrishnan; Tianxi Cai; Guergana Savova; Su-Chun Cheng; Pei Chen; Raul Guzman Perez; Vivian S Gainer; Shawn N Murphy; Peter Szolovits; Zongqi Xia; Stanley Shaw; Susanne Churchill; Elizabeth W Karlson; Isaac Kohane; Robert M Plenge; Katherine P Liao
Journal:  Inflamm Bowel Dis       Date:  2013-06       Impact factor: 5.325

Review 3.  2012 update of the 2008 American College of Rheumatology recommendations for the use of disease-modifying antirheumatic drugs and biologic agents in the treatment of rheumatoid arthritis.

Authors:  Jasvinder A Singh; Daniel E Furst; Aseem Bharat; Jeffrey R Curtis; Arthur F Kavanaugh; Joel M Kremer; Larry W Moreland; James O'Dell; Kevin L Winthrop; Timothy Beukelman; S Louis Bridges; W Winn Chatham; Harold E Paulus; Maria Suarez-Almazor; Claire Bombardier; Maxime Dougados; Dinesh Khanna; Charles M King; Amye L Leong; Eric L Matteson; John T Schousboe; Eileen Moynihan; Karen S Kolba; Archana Jain; Elizabeth R Volkmann; Harsh Agrawal; Sangmee Bae; Amy S Mudano; Nivedita M Patkar; Kenneth G Saag
Journal:  Arthritis Care Res (Hoboken)       Date:  2012-05       Impact factor: 4.794

4.  Peripheral arthropathies in inflammatory bowel disease: their articular distribution and natural history.

Authors:  T R Orchard; B P Wordsworth; D P Jewell
Journal:  Gut       Date:  1998-03       Impact factor: 23.059

5.  Chronological Order of Appearance of Extraintestinal Manifestations Relative to the Time of IBD Diagnosis in the Swiss Inflammatory Bowel Disease Cohort.

Authors:  Stephan R Vavricka; Gerhard Rogler; Claudine Gantenbein; Muriel Spoerri; Mareike Prinz Vavricka; Alexander A Navarini; Lars E French; Ekaterina Safroneeva; Nicolas Fournier; Alex Straumann; Florian Froehlich; Michael Fried; Pierre Michetti; Frank Seibold; Peter L Lakatos; Laurent Peyrin-Biroulet; Alain M Schoepfer
Journal:  Inflamm Bowel Dis       Date:  2015-08       Impact factor: 5.325

6.  Prolonged use of proton pump inhibitors, CagA status, and the outcome of Helicobacter pylori gastritis.

Authors:  Sunna Gudlaugsdottir; Hermann van Dekken; Theo Stijnen; J H Paul Wilson
Journal:  J Clin Gastroenterol       Date:  2002 May-Jun       Impact factor: 3.062

7.  Coding algorithms for defining comorbidities in ICD-9-CM and ICD-10 administrative data.

Authors:  Hude Quan; Vijaya Sundararajan; Patricia Halfon; Andrew Fong; Bernard Burnand; Jean-Christophe Luthi; L Duncan Saunders; Cynthia A Beck; Thomas E Feasby; William A Ghali
Journal:  Med Care       Date:  2005-11       Impact factor: 2.983

8.  A cross-sectional study of 130 Brazilian patients with Crohn's disease and ulcerative colitis: analysis of articular and ophthalmologic manifestations.

Authors:  Cristina Costa Duarte Lanna; Maria de Lourdes Abreu Ferrari; Sidney Lemos Rocha; Evaldo Nascimento; Marco Antônio Parreiras de Carvalho; Aloísio Sales da Cunha
Journal:  Clin Rheumatol       Date:  2007-12-21       Impact factor: 2.980

9.  Vedolizumab induction therapy for inflammatory bowel disease in clinical practice--a nationwide consecutive German cohort study.

Authors:  D C Baumgart; B Bokemeyer; A Drabik; A Stallmach; S Schreiber
Journal:  Aliment Pharmacol Ther       Date:  2016-04-01       Impact factor: 8.171

Review 10.  Next-Generation Therapeutics for IBD.

Authors:  Mark Löwenberg; Geert D'Haens
Journal:  Curr Gastroenterol Rep       Date:  2015-06
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  7 in total

Review 1.  Vedolizumab and Extraintestinal Manifestations in Inflammatory Bowel Disease.

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Journal:  Drugs       Date:  2021-01-05       Impact factor: 9.546

2.  Clinical characteristics and comorbidities in adult-onset Still's disease using a large US administrative claims database.

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Journal:  Rheumatology (Oxford)       Date:  2020-07-01       Impact factor: 7.580

Review 3.  Evolving Role and Future Directions of Natural Language Processing in Gastroenterology.

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Journal:  Dig Dis Sci       Date:  2020-02-27       Impact factor: 3.199

Review 4.  Artificial Intelligence for Disease Assessment in Inflammatory Bowel Disease: How Will it Change Our Practice?

Authors:  Ryan W Stidham; Kento Takenaka
Journal:  Gastroenterology       Date:  2022-01-04       Impact factor: 22.682

5.  High-throughput phenotyping with electronic medical record data using a common semi-supervised approach (PheCAP).

Authors:  Yichi Zhang; Tianrun Cai; Sheng Yu; Kelly Cho; Chuan Hong; Jiehuan Sun; Jie Huang; Yuk-Lam Ho; Ashwin N Ananthakrishnan; Zongqi Xia; Stanley Y Shaw; Vivian Gainer; Victor Castro; Nicholas Link; Jacqueline Honerlaw; Sicong Huang; David Gagnon; Elizabeth W Karlson; Robert M Plenge; Peter Szolovits; Guergana Savova; Susanne Churchill; Christopher O'Donnell; Shawn N Murphy; J Michael Gaziano; Isaac Kohane; Tianxi Cai; Katherine P Liao
Journal:  Nat Protoc       Date:  2019-11-20       Impact factor: 13.491

6.  Artificial Intelligence for Inflammatory Bowel Diseases (IBD); Accurately Predicting Adverse Outcomes Using Machine Learning.

Authors:  Aria Zand; Zack Stokes; Arjun Sharma; Welmoed K van Deen; Daniel Hommes
Journal:  Dig Dis Sci       Date:  2022-04-27       Impact factor: 3.487

Review 7.  Big data in IBD: big progress for clinical practice.

Authors:  Nasim Sadat Seyed Tabib; Matthew Madgwick; Padhmanand Sudhakar; Bram Verstockt; Tamas Korcsmaros; Séverine Vermeire
Journal:  Gut       Date:  2020-02-28       Impact factor: 23.059

  7 in total

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