Minsoo Kim , Su A Kim , Jeong Min Kim , Hee Young Kim , Ho Yeong Yoon , Sung Won Park , Daegyun Park , Ji Sook Han , Ki Tae Suk
{"title":"联合色度作为肝脏疾病监测中AST和ALT测量的可靠的基于浓度的替代方法的验证","authors":"Minsoo Kim , Su A Kim , Jeong Min Kim , Hee Young Kim , Ho Yeong Yoon , Sung Won Park , Daegyun Park , Ji Sook Han , Ki Tae Suk","doi":"10.1016/j.ymeth.2025.08.011","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Traditional assays for aspartate aminotransferase (AST) and alanine aminotransferase (ALT) measure enzymatic activity, which degrades during long-term frozen storage, threatening the accuracy of the assay. Instead, Combo ichroma (CI), a fluorescence immunoassay that quantifies AST and ALT concentrations, is a robust alternative for retrospective and point-of-care liver function testing, free from the influence of long-term storage.</div></div><div><h3>Methods</h3><div>Serum samples from 256 individuals (controls and patients with hepatitis, cirrhosis, or liver cancer) were collected and stored at −80 °C for an average of three years. AST and ALT were measured using CI, the 7180 clinical analyzer (HT), and Atellica CH 930 analyzer performed immediately after collection (HL). Correlations between AST, ALT, and AST/ALT ratios were analyzed. Random Forest Regression (RFR) models using CI or HT data were developed to predict HL-derived AST/ALT ratios.</div></div><div><h3>Results</h3><div>CI-AST showed strong correlation with HL-AST across all groups (R2 > 0.95), outperforming HT-AST, especially in controls (R2 = 0.58). CI-ALT moderately correlated with HL-ALT (R2 = 0.87), surpassing HT-ALT (R2 = 0.71). AST/ALT ratios varied across methods due to ALT variability, but RFR using CI data accurately predicted HL ratios (R2 = 0.85–0.91). Subgroup analysis confirmed CI’s superior concordance across etiologies.</div></div><div><h3>Conclusions</h3><div>CI enables activity-independent, reliable measurement of AST and ALT even after extended storage, outperforming enzymatic assays in precision and correlation. Its simplicity, and compatibility with machine learning models position CI as a promising tool for liver enzyme diagnostics in both clinical and resource-limited settings.</div></div>","PeriodicalId":390,"journal":{"name":"Methods","volume":"243 ","pages":"Pages 66-75"},"PeriodicalIF":4.3000,"publicationDate":"2025-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Validation of combo ichroma as a reliable concentration-based alternative for AST and ALT measurement in liver disease monitoring\",\"authors\":\"Minsoo Kim , Su A Kim , Jeong Min Kim , Hee Young Kim , Ho Yeong Yoon , Sung Won Park , Daegyun Park , Ji Sook Han , Ki Tae Suk\",\"doi\":\"10.1016/j.ymeth.2025.08.011\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Traditional assays for aspartate aminotransferase (AST) and alanine aminotransferase (ALT) measure enzymatic activity, which degrades during long-term frozen storage, threatening the accuracy of the assay. Instead, Combo ichroma (CI), a fluorescence immunoassay that quantifies AST and ALT concentrations, is a robust alternative for retrospective and point-of-care liver function testing, free from the influence of long-term storage.</div></div><div><h3>Methods</h3><div>Serum samples from 256 individuals (controls and patients with hepatitis, cirrhosis, or liver cancer) were collected and stored at −80 °C for an average of three years. AST and ALT were measured using CI, the 7180 clinical analyzer (HT), and Atellica CH 930 analyzer performed immediately after collection (HL). Correlations between AST, ALT, and AST/ALT ratios were analyzed. Random Forest Regression (RFR) models using CI or HT data were developed to predict HL-derived AST/ALT ratios.</div></div><div><h3>Results</h3><div>CI-AST showed strong correlation with HL-AST across all groups (R2 > 0.95), outperforming HT-AST, especially in controls (R2 = 0.58). CI-ALT moderately correlated with HL-ALT (R2 = 0.87), surpassing HT-ALT (R2 = 0.71). AST/ALT ratios varied across methods due to ALT variability, but RFR using CI data accurately predicted HL ratios (R2 = 0.85–0.91). Subgroup analysis confirmed CI’s superior concordance across etiologies.</div></div><div><h3>Conclusions</h3><div>CI enables activity-independent, reliable measurement of AST and ALT even after extended storage, outperforming enzymatic assays in precision and correlation. Its simplicity, and compatibility with machine learning models position CI as a promising tool for liver enzyme diagnostics in both clinical and resource-limited settings.</div></div>\",\"PeriodicalId\":390,\"journal\":{\"name\":\"Methods\",\"volume\":\"243 \",\"pages\":\"Pages 66-75\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2025-08-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Methods\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1046202325001859\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOCHEMICAL RESEARCH METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Methods","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1046202325001859","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMICAL RESEARCH METHODS","Score":null,"Total":0}
Validation of combo ichroma as a reliable concentration-based alternative for AST and ALT measurement in liver disease monitoring
Background
Traditional assays for aspartate aminotransferase (AST) and alanine aminotransferase (ALT) measure enzymatic activity, which degrades during long-term frozen storage, threatening the accuracy of the assay. Instead, Combo ichroma (CI), a fluorescence immunoassay that quantifies AST and ALT concentrations, is a robust alternative for retrospective and point-of-care liver function testing, free from the influence of long-term storage.
Methods
Serum samples from 256 individuals (controls and patients with hepatitis, cirrhosis, or liver cancer) were collected and stored at −80 °C for an average of three years. AST and ALT were measured using CI, the 7180 clinical analyzer (HT), and Atellica CH 930 analyzer performed immediately after collection (HL). Correlations between AST, ALT, and AST/ALT ratios were analyzed. Random Forest Regression (RFR) models using CI or HT data were developed to predict HL-derived AST/ALT ratios.
Results
CI-AST showed strong correlation with HL-AST across all groups (R2 > 0.95), outperforming HT-AST, especially in controls (R2 = 0.58). CI-ALT moderately correlated with HL-ALT (R2 = 0.87), surpassing HT-ALT (R2 = 0.71). AST/ALT ratios varied across methods due to ALT variability, but RFR using CI data accurately predicted HL ratios (R2 = 0.85–0.91). Subgroup analysis confirmed CI’s superior concordance across etiologies.
Conclusions
CI enables activity-independent, reliable measurement of AST and ALT even after extended storage, outperforming enzymatic assays in precision and correlation. Its simplicity, and compatibility with machine learning models position CI as a promising tool for liver enzyme diagnostics in both clinical and resource-limited settings.
期刊介绍:
Methods focuses on rapidly developing techniques in the experimental biological and medical sciences.
Each topical issue, organized by a guest editor who is an expert in the area covered, consists solely of invited quality articles by specialist authors, many of them reviews. Issues are devoted to specific technical approaches with emphasis on clear detailed descriptions of protocols that allow them to be reproduced easily. The background information provided enables researchers to understand the principles underlying the methods; other helpful sections include comparisons of alternative methods giving the advantages and disadvantages of particular methods, guidance on avoiding potential pitfalls, and suggestions for troubleshooting.