Literature DB >> 27217051

Clinical-pharmacogenetic predictive models for MTX discontinuation due to adverse events in rheumatoid arthritis.

B Jenko1, L Lusa2, M Tomsic3,4, S Praprotnik3,4, V Dolzan1.   

Abstract

We describe a novel approach to investigate and evaluate combined effect of a large number of clinical and pharmacogenetic factors on treatment outcome. We have used this approach to investigate predictors of methotrexate (MTX)-induced adverse events (AEs) leading to treatment discontinuation in rheumatoid arthritis (RA) patients. In total, 333 RA patients were genotyped for 34 polymorphisms in MTX transporters, folate and adenosine pathways. The effect of clinical and pharmacogenetic factors was assessed with penalized regression in the cause-specific Cox proportional hazards model. The predictive capacity was evaluated with the area under time-dependent receiver operating characteristic curve where cross-validation was applied. SLC19A1, ABCG2, ADORA3 and TYMS were associated with discontinuation because of AEs in clinical-pharmacogenetic model. Cross-validation showed that both clinical-pharmacogenetic model and nongenetic model had worthless predictive ability for MTX discontinuation because of AEs. These models could be further improved, either with additional polymorphisms or with epigenetic predictors.

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Year:  2016        PMID: 27217051     DOI: 10.1038/tpj.2016.36

Source DB:  PubMed          Journal:  Pharmacogenomics J        ISSN: 1470-269X            Impact factor:   3.550


  46 in total

1.  dbSNP: the NCBI database of genetic variation.

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Journal:  Nucleic Acids Res       Date:  2001-01-01       Impact factor: 16.971

2.  The rheumatoid arthritis patient in the clinic: comparing more than 1,300 consecutive DMARD courses.

Authors:  D Aletaha; J S Smolen
Journal:  Rheumatology (Oxford)       Date:  2002-12       Impact factor: 7.580

3.  International Transporter Consortium commentary on clinically important transporter polymorphisms.

Authors:  K M Giacomini; P V Balimane; S K Cho; M Eadon; T Edeki; K M Hillgren; S-M Huang; Y Sugiyama; D Weitz; Y Wen; C Q Xia; S W Yee; H Zimdahl; M Niemi
Journal:  Clin Pharmacol Ther       Date:  2013-07       Impact factor: 6.875

4.  Associations of rheumatoid factor and anti-citrullinated peptide antibody with disease progression and treatment outcomes in patients with rheumatoid arthritis.

Authors:  Wanruchada Katchamart; Ajchara Koolvisoot; Emvalee Aromdee; Praveena Chiowchanwesawakit; Chayawee Muengchan
Journal:  Rheumatol Int       Date:  2015-04-23       Impact factor: 2.631

5.  SLC19A1, SLC46A1 and SLCO1B1 polymorphisms as predictors of methotrexate-related toxicity in Portuguese rheumatoid arthritis patients.

Authors:  Aurea Lima; Miguel Bernardes; Rita Azevedo; Joaquim Monteiro; Hugo Sousa; Rui Medeiros; Vítor Seabra
Journal:  Toxicol Sci       Date:  2014-08-14       Impact factor: 4.849

6.  Pharmacogenetic and metabolite measurements are associated with clinical status in patients with rheumatoid arthritis treated with methotrexate: results of a multicentred cross sectional observational study.

Authors:  T Dervieux; D Furst; D O Lein; R Capps; K Smith; J Caldwell; J Kremer
Journal:  Ann Rheum Dis       Date:  2005-01-27       Impact factor: 19.103

7.  Clinical pharmacogenetic model to predict response of MTX monotherapy in patients with established rheumatoid arthritis after DMARD failure.

Authors:  Jaap Fransen; Wouter M Kooloos; Judith A M Wessels; Tom W J Huizinga; Henk-Jan Guchelaar; Piet L C M van Riel; Pilar Barrera
Journal:  Pharmacogenomics       Date:  2012-07       Impact factor: 2.533

8.  Detection of independent associations in a large epidemiologic dataset: a comparison of random forests, boosted regression trees, conventional and penalized logistic regression for identifying independent factors associated with H1N1pdm influenza infections.

Authors:  Yohann Mansiaux; Fabrice Carrat
Journal:  BMC Med Res Methodol       Date:  2014-08-26       Impact factor: 4.615

9.  Genetic polymorphisms in key methotrexate pathway genes are associated with response to treatment in rheumatoid arthritis patients.

Authors:  S A Owen; S L Hider; P Martin; I N Bruce; A Barton; W Thomson
Journal:  Pharmacogenomics J       Date:  2012-03-27       Impact factor: 3.550

10.  Polymorphisms within the adenosine receptor 2a gene are associated with adverse events in RA patients treated with MTX.

Authors:  S L Hider; W Thomson; L F Mack; D J Armstrong; M Shadforth; I N Bruce
Journal:  Rheumatology (Oxford)       Date:  2008-06-06       Impact factor: 7.580

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  3 in total

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Authors:  Chiara Jeiziner; Samuel S Allemann; Kurt E Hersberger; Henriette E Meyer Zu Schwabedissen
Journal:  Pharmgenomics Pers Med       Date:  2022-05-09

2.  Genetic polymorphism of the methotrexate transporter ABCG2, blood pressure and markers of arterial function in patients with rheumatoid arthritis: repeated cross-sectional study.

Authors:  Leena R Baghdadi; Richard J Woodman; E Michael Shanahan; Michael D Wiese; Arduino A Mangoni
Journal:  Pharmgenomics Pers Med       Date:  2018-11-12

3.  Clinical and Clinical-Pharmacogenetic Models for Prediction of the Most Common Psychiatric Complications Due to Dopaminergic Treatment in Parkinson's Disease.

Authors:  Sara Redenšek; Barbara Jenko Bizjan; Maja Trošt; Vita Dolžan
Journal:  Int J Neuropsychopharmacol       Date:  2020-11-26       Impact factor: 5.176

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