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Article: Development of a non-invasive liver fibrosis score based on transient elastography for risk stratification in patients with type 2 diabetes
Title | Development of a non-invasive liver fibrosis score based on transient elastography for risk stratification in patients with type 2 diabetes |
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Authors | |
Keywords | Elasticity imaging techniques Type 2 Risk assessment Diabetes mellitus Non-alcoholic fatty liver disease Fibrosis |
Issue Date | 2021 |
Citation | Endocrinology and Metabolism, 2021, v. 36, n. 1, p. 134-145 How to Cite? |
Abstract | Background: In non-alcoholic fatty liver disease (NAFLD), transient elastography (TE) is an accurate non-invasive method to identify patients at risk of advanced fibrosis (AF). We developed a diabetes-specific, non-invasive liver fibrosis score based on TE to facilitate AF risk stratification, especially for use in diabetes clinics where TE is not readily available. Methods: Seven hundred sixty-six adults with type 2 diabetes and NAFLD were recruited and randomly divided into a training set (n=534) for the development of diabetes fibrosis score (DFS), and a testing set (n=232) for internal validation. DFS identified patients with AF on TE, defined as liver stiffness (LS) ≥9.6 kPa, based on a clinical model comprising significant determinants of LS with the lowest Akaike information criteria. The performance of DFS was compared with conventional liver fibrosis scores (NFS, FIB-4, and APRI), using area under the receiver operating characteristic curve (AUROC), sensitivity, specificity, positive and negative predictive values (NPV). Results: DFS comprised body mass index, platelet, aspartate aminotransferase, high-density lipoprotein cholesterol, and albuminuria, five routine measurements in standard diabetes care. Derived low and high DFS cut-offs were 0.1 and 0.3, with 90% sensitivity and 90% specificity, respectively. Both cut-offs provided better NPVs of >90% than conventional fibrosis scores. The AUROC of DFS for AF on TE was also higher (P<0.01) than the conventional fibrosis scores, being 0.85 and 0.81 in the training and testing sets, respectively. Conclusion: Compared to conventional fibrosis scores, DFS, with a high NPV, more accurately identified diabetes patients at-risk of AF, who need further evaluation by hepatologists. |
Persistent Identifier | http://hdl.handle.net/10722/298384 |
ISSN | 2023 Impact Factor: 3.9 2023 SCImago Journal Rankings: 1.122 |
PubMed Central ID | |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Lee, CH | - |
dc.contributor.author | Seto, WK | - |
dc.contributor.author | Ieong, K | - |
dc.contributor.author | Lui, DTW | - |
dc.contributor.author | Fong, CHY | - |
dc.contributor.author | Wan, HY | - |
dc.contributor.author | Chow, WS | - |
dc.contributor.author | Woo, YC | - |
dc.contributor.author | Yuen, MF | - |
dc.contributor.author | Lam, KSL | - |
dc.date.accessioned | 2021-04-08T03:08:18Z | - |
dc.date.available | 2021-04-08T03:08:18Z | - |
dc.date.issued | 2021 | - |
dc.identifier.citation | Endocrinology and Metabolism, 2021, v. 36, n. 1, p. 134-145 | - |
dc.identifier.issn | 2093-596X | - |
dc.identifier.uri | http://hdl.handle.net/10722/298384 | - |
dc.description.abstract | Background: In non-alcoholic fatty liver disease (NAFLD), transient elastography (TE) is an accurate non-invasive method to identify patients at risk of advanced fibrosis (AF). We developed a diabetes-specific, non-invasive liver fibrosis score based on TE to facilitate AF risk stratification, especially for use in diabetes clinics where TE is not readily available. Methods: Seven hundred sixty-six adults with type 2 diabetes and NAFLD were recruited and randomly divided into a training set (n=534) for the development of diabetes fibrosis score (DFS), and a testing set (n=232) for internal validation. DFS identified patients with AF on TE, defined as liver stiffness (LS) ≥9.6 kPa, based on a clinical model comprising significant determinants of LS with the lowest Akaike information criteria. The performance of DFS was compared with conventional liver fibrosis scores (NFS, FIB-4, and APRI), using area under the receiver operating characteristic curve (AUROC), sensitivity, specificity, positive and negative predictive values (NPV). Results: DFS comprised body mass index, platelet, aspartate aminotransferase, high-density lipoprotein cholesterol, and albuminuria, five routine measurements in standard diabetes care. Derived low and high DFS cut-offs were 0.1 and 0.3, with 90% sensitivity and 90% specificity, respectively. Both cut-offs provided better NPVs of >90% than conventional fibrosis scores. The AUROC of DFS for AF on TE was also higher (P<0.01) than the conventional fibrosis scores, being 0.85 and 0.81 in the training and testing sets, respectively. Conclusion: Compared to conventional fibrosis scores, DFS, with a high NPV, more accurately identified diabetes patients at-risk of AF, who need further evaluation by hepatologists. | - |
dc.language | eng | - |
dc.relation.ispartof | Endocrinology and Metabolism | - |
dc.rights | This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. | - |
dc.subject | Elasticity imaging techniques | - |
dc.subject | Type 2 | - |
dc.subject | Risk assessment | - |
dc.subject | Diabetes mellitus | - |
dc.subject | Non-alcoholic fatty liver disease | - |
dc.subject | Fibrosis | - |
dc.title | Development of a non-invasive liver fibrosis score based on transient elastography for risk stratification in patients with type 2 diabetes | - |
dc.type | Article | - |
dc.description.nature | published_or_final_version | - |
dc.identifier.doi | 10.3803/ENM.2020.887 | - |
dc.identifier.pmid | 33677935 | - |
dc.identifier.pmcid | PMC7937838 | - |
dc.identifier.scopus | eid_2-s2.0-85103067477 | - |
dc.identifier.hkuros | 323130 | - |
dc.identifier.hkuros | 325489 | - |
dc.identifier.volume | 36 | - |
dc.identifier.issue | 1 | - |
dc.identifier.spage | 134 | - |
dc.identifier.epage | 145 | - |
dc.identifier.eissn | 2093-5978 | - |
dc.identifier.isi | WOS:000623637200016 | - |
dc.identifier.issnl | 2093-596X | - |