Derivation and Internal Validation of a Clinical Prediction Tool to Predict Nonalcoholic Fatty Liver Disease in Patients With Crohn's Disease. Issue 12 (7th January 2020)
- Record Type:
- Journal Article
- Title:
- Derivation and Internal Validation of a Clinical Prediction Tool to Predict Nonalcoholic Fatty Liver Disease in Patients With Crohn's Disease. Issue 12 (7th January 2020)
- Main Title:
- Derivation and Internal Validation of a Clinical Prediction Tool to Predict Nonalcoholic Fatty Liver Disease in Patients With Crohn's Disease
- Authors:
- McHenry, Scott
Tirath, Ankita
Tsai, Richard
Sharma, Yeshika
Flores, Avegail G
Davidson, Nicholas O
Fowler, Kathryn J
Ciorba, Matthew A
Deepak, Parakkal - Abstract:
- Abstract: Background: Crohn's disease (CD) patients have more than double the risk of nonalcoholic fatty liver disease (NAFLD) compared with the general population after considering traditional risk factors. NAFLD remains underappreciated because routine imaging and liver biochemistries are neither sensitive nor specific for the diagnosis. Here we developed a Clinical Prediction Tool for NAFLD in CD (CPN-CD) using readily accessible parameters to diagnose NAFLD, as determined by magnetic resonance proton density fat fraction (PDFF). Methods: A total of 311 consecutive CD patients who underwent magnetic resonance enterography from June 1, 2017, to May 31, 2018, were screened for NAFLD, defined as a PDFF >5.5% after excluding other liver diagnoses. CPN-CD was derived using binary multivariate logistic regression and internally validated with a 10-fold cross-validation. CPN-CD was compared with the Hepatic Steatosis Index (HSI) by the C-statistic and categorical Net Reclassification Improvement (NRI). Results: CPN-CD included age, sex, ethnicity/race, serum alanine aminotransferase, body mass index, known cardiometabolic diagnoses, CD duration, and current use of azathioprine/6-mercaptopurine. At <20% risk, NAFLD could be excluded with a sensitivity of 86% (negative predictive value, 86%). At ≥50% risk, NAFLD was diagnosed with a specificity of 87% (positive predictive value, 75%). CPN-CD exhibited good discrimination (C-statistic 0.85) compared with fair discrimination of theAbstract: Background: Crohn's disease (CD) patients have more than double the risk of nonalcoholic fatty liver disease (NAFLD) compared with the general population after considering traditional risk factors. NAFLD remains underappreciated because routine imaging and liver biochemistries are neither sensitive nor specific for the diagnosis. Here we developed a Clinical Prediction Tool for NAFLD in CD (CPN-CD) using readily accessible parameters to diagnose NAFLD, as determined by magnetic resonance proton density fat fraction (PDFF). Methods: A total of 311 consecutive CD patients who underwent magnetic resonance enterography from June 1, 2017, to May 31, 2018, were screened for NAFLD, defined as a PDFF >5.5% after excluding other liver diagnoses. CPN-CD was derived using binary multivariate logistic regression and internally validated with a 10-fold cross-validation. CPN-CD was compared with the Hepatic Steatosis Index (HSI) by the C-statistic and categorical Net Reclassification Improvement (NRI). Results: CPN-CD included age, sex, ethnicity/race, serum alanine aminotransferase, body mass index, known cardiometabolic diagnoses, CD duration, and current use of azathioprine/6-mercaptopurine. At <20% risk, NAFLD could be excluded with a sensitivity of 86% (negative predictive value, 86%). At ≥50% risk, NAFLD was diagnosed with a specificity of 87% (positive predictive value, 75%). CPN-CD exhibited good discrimination (C-statistic 0.85) compared with fair discrimination of the HSI (C-statistic, 0.76). CPN-CD was superior to the HSI by net reclassification improvement (+0.20; P < 0.001) and decision curve analysis. Conclusions: CPN-CD outperforms HSI in detecting NAFLD in patients with CD. Future directions include external validation, outcome validation, and testing generalizability to patients with ulcerative colitis. Video Abstract: … (more)
- Is Part Of:
- Inflammatory bowel diseases. Volume 26:Issue 12(2020)
- Journal:
- Inflammatory bowel diseases
- Issue:
- Volume 26:Issue 12(2020)
- Issue Display:
- Volume 26, Issue 12 (2020)
- Year:
- 2020
- Volume:
- 26
- Issue:
- 12
- Issue Sort Value:
- 2020-0026-0012-0000
- Page Start:
- 1917
- Page End:
- 1925
- Publication Date:
- 2020-01-07
- Subjects:
- nonalcoholic fatty liver disease -- Crohn's disease -- clinical prediction tool
Inflammatory bowel diseases -- Periodicals
Colitis, Ulcerative -- Periodicals
Crohn Disease -- Periodicals
Inflammatory Bowel Diseases -- Periodicals
616.344 - Journal URLs:
- http://journals.lww.com/ibdjournal/pages/default.aspx ↗
http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1536-4844/ ↗
http://ovidsp.ovid.com/ovidweb.cgi?T=JS&NEWS=n&CSC=Y&PAGE=toc&D=ovft&AN=00054725-000000000-00000 ↗
https://academic.oup.com/ibdjournal ↗
http://journals.lww.com ↗ - DOI:
- 10.1093/ibd/izz324 ↗
- Languages:
- English
- ISSNs:
- 1078-0998
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 4478.845400
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