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Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients
BACKGROUND: Significant histopathologic changes of hepatic injury (SHCHI) play a decisive role in evaluating the condition and initiating antiviral in hepatitis B virus (HBV)-infected patients, especially those with normal or mildly elevated alanine transaminase levels. Considering that non-invasive...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929742/ https://www.ncbi.nlm.nih.gov/pubmed/36819502 http://dx.doi.org/10.21037/atm-22-5840 |
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author | Sun, Lin-Lin Wang, Min Zhang, Nan-Nan Chen, Ming-Xia Li, Yuan-Yuan Zhang, Shuai Qin, Cheng-Yong |
author_facet | Sun, Lin-Lin Wang, Min Zhang, Nan-Nan Chen, Ming-Xia Li, Yuan-Yuan Zhang, Shuai Qin, Cheng-Yong |
author_sort | Sun, Lin-Lin |
collection | PubMed |
description | BACKGROUND: Significant histopathologic changes of hepatic injury (SHCHI) play a decisive role in evaluating the condition and initiating antiviral in hepatitis B virus (HBV)-infected patients, especially those with normal or mildly elevated alanine transaminase levels. Considering that non-invasive methods were established through experience with chronic hepatitis C, the aim of this study was to establish and verify a nomogram based on hepatitis B for diagnosing SHCHI. METHODS: Three hundred eighty-four patients who fulfilled requirements for participation were randomly assigned to training cohort (n=270) and validation cohort (n=114) according to 7:3. The selection criteria for clinical factors were based on the previous research papers. SHCHI was subgrouped as followed: grade ≥ G2 inflammation and/or stage ≥ S2 fibrosis. The predictive accuracy and discriminative ability of nomogram were determined by a concordance index (C-index), calibration curve and the area under the receiver-operating characteristic curve (AUROC). We also compared diagnostic value of nomogram with model for AST-to-PLT ratio index (APRI) score and model for Fibrosis-4 (FIB-4) score. RESULTS: Two hundred and two patients (74.44%) and 87 patients (76.32%) were diagnosed as SHCHI, in the training and validation cohort. Logistic regression analysis illustrated that hepatitis B e antigen (HBeAg), aspartate aminotransferase (AST), γ-glutamyl transferase (GGT), and prothrombin time (PT) all independently served as risk factors for SHCHI (P<0.05) and were thus utilized to create the nomogram. The nomogram had well-fitted calibration curves and attained excellent concordance indices of 0.80 and 0.75. The sensitivity of nomogram in the diagnosis of SHCHI was 79.7%, the specificity was 68.1%. The area under the curve {AUC; 0.80 [95% confidence interval (CI): 0.74–0.86]} for diagnosing SHCHI by the nomogram was greater in comparison to that of APRI [0.78 (95% CI: 0.71–0.84)], and FIB-4 [0.76 (95% CI: 0.69–0.82)]. Patients with nomogram scores less than 119 were considered to have a lower risk of SHCHI. CONCLUSIONS: The constructed nomogram is suitable to serve as a SHCHI screening tool in chronic HBV-infected patients. But the dependability of the nomogram will necessitate further confirmation in a prospective study and further external validation is needed. |
format | Online Article Text |
id | pubmed-9929742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-99297422023-02-16 Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients Sun, Lin-Lin Wang, Min Zhang, Nan-Nan Chen, Ming-Xia Li, Yuan-Yuan Zhang, Shuai Qin, Cheng-Yong Ann Transl Med Original Article BACKGROUND: Significant histopathologic changes of hepatic injury (SHCHI) play a decisive role in evaluating the condition and initiating antiviral in hepatitis B virus (HBV)-infected patients, especially those with normal or mildly elevated alanine transaminase levels. Considering that non-invasive methods were established through experience with chronic hepatitis C, the aim of this study was to establish and verify a nomogram based on hepatitis B for diagnosing SHCHI. METHODS: Three hundred eighty-four patients who fulfilled requirements for participation were randomly assigned to training cohort (n=270) and validation cohort (n=114) according to 7:3. The selection criteria for clinical factors were based on the previous research papers. SHCHI was subgrouped as followed: grade ≥ G2 inflammation and/or stage ≥ S2 fibrosis. The predictive accuracy and discriminative ability of nomogram were determined by a concordance index (C-index), calibration curve and the area under the receiver-operating characteristic curve (AUROC). We also compared diagnostic value of nomogram with model for AST-to-PLT ratio index (APRI) score and model for Fibrosis-4 (FIB-4) score. RESULTS: Two hundred and two patients (74.44%) and 87 patients (76.32%) were diagnosed as SHCHI, in the training and validation cohort. Logistic regression analysis illustrated that hepatitis B e antigen (HBeAg), aspartate aminotransferase (AST), γ-glutamyl transferase (GGT), and prothrombin time (PT) all independently served as risk factors for SHCHI (P<0.05) and were thus utilized to create the nomogram. The nomogram had well-fitted calibration curves and attained excellent concordance indices of 0.80 and 0.75. The sensitivity of nomogram in the diagnosis of SHCHI was 79.7%, the specificity was 68.1%. The area under the curve {AUC; 0.80 [95% confidence interval (CI): 0.74–0.86]} for diagnosing SHCHI by the nomogram was greater in comparison to that of APRI [0.78 (95% CI: 0.71–0.84)], and FIB-4 [0.76 (95% CI: 0.69–0.82)]. Patients with nomogram scores less than 119 were considered to have a lower risk of SHCHI. CONCLUSIONS: The constructed nomogram is suitable to serve as a SHCHI screening tool in chronic HBV-infected patients. But the dependability of the nomogram will necessitate further confirmation in a prospective study and further external validation is needed. AME Publishing Company 2023-01-09 2023-01-31 /pmc/articles/PMC9929742/ /pubmed/36819502 http://dx.doi.org/10.21037/atm-22-5840 Text en 2023 Annals of Translational Medicine. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Sun, Lin-Lin Wang, Min Zhang, Nan-Nan Chen, Ming-Xia Li, Yuan-Yuan Zhang, Shuai Qin, Cheng-Yong Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients |
title | Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients |
title_full | Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients |
title_fullStr | Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients |
title_full_unstemmed | Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients |
title_short | Establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in HBV-infected patients |
title_sort | establishment and validation of a diagnostic nomogram for significant histopathologic changes of hepatic injury in hbv-infected patients |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929742/ https://www.ncbi.nlm.nih.gov/pubmed/36819502 http://dx.doi.org/10.21037/atm-22-5840 |
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