1.Research advances in Infantile liver failure syndrome.
Chinese Journal of Medical Genetics 2026;43(4):312-317
Pediatric acute liver failure (PALF) is a rare and critical clinical syndrome with a poor prognosis. Its etiology is complex, with a significant proportion of cases having remained classified as indeterminate or cryptogenic PALF. With the application of high-throughput sequencing technologies, a spectrum of disorders caused by specific genetic metabolic defects and characterized by stress-sensitive Recurrent acute liver failure (RALF) has been gradually unveiled, collectively termed Infantile liver failure syndrome (ILFS). Although the molecular mechanisms underlying the subtypes ILFS1, ILFS2, and ILFS3 differ by involving aminoacyl-tRNA synthetase defects, vesicular transport disorders, and autophagy abnormalities, respectively, they share a common clinical phenotype of RALF triggered by fever or infection. This article has systematically reviewed the clinical phenotypic spectrum, molecular genetic characteristics, differential diagnosis strategies, and therapeutic advances of the three ILFS subtypes, with the goal of improving early clinical recognition and precise intervention, and providing an important reference for evaluating the prognosis of different subtypes.
Humans
;
Liver Failure, Acute/therapy*
;
Infant
;
Diagnosis, Differential
2.Case of a 17-year-old with incidental tuberculous liver abscess: A case report.
Dixie Joice C. LOMAAD ; Jeremy Jones F. ROBLES
Philippine Journal of Internal Medicine 2026;64(1):63-69
BACKGROUND
Tuberculosis (TB) has long been a recognized infectious disease contributory to worldwide mortalities. Most cases are from low- to middle-income countries, including the Philippines. Hepatobiliary TB comprises only a small portion of extrapulmonary TB. Tuberculous liver abscess (TLA) usually presents with nonspecific findings causing delay in the diagnosis. Due to this, further reports are needed for early detection along with timely treatment for future courses.
CASEPresenting a 17-year-old male who came in with right upper quadrant abdominal pain associated with intermittent fever. The symptoms persisted and eventually progressed to abdominal distention, weight loss and jaundice. Initial laboratories were taken including an ultrasound finding of a complex lesion in the hepatic lobe. He was initially managed with empiric antibiotic therapy – Ciprofloxacin and Metronidazole, however, despite it, there was persistence of right upper quadrant pain, abdominal distention and jaundice. Due to this, further work-up was done with drainage of the abscess. Cultures were taken revealing tubercle bacilli along with other microbial growth. Antibiotics and antituberculosis medications sensitive to the microorganisms were started. With the noted improvement of jaundice and abdominal distention and resolution of pain and fever, he was discharged.
CONCLUSION Tuberculous liver abscess is an uncommon presentation of extrapulmonary tuberculosis in an
immunocompetent male with right upper quadrant abdominal pain and jaundice. Although TB is endemic in the
Philippines, this gastrointestinal involvement is often not immediately recognized. Thus, with any suspicion of liver abscess,
tuberculous (TLA) type should be included in the differentials for early diagnosis and management.
Human ; Male ; Adolescent: 13-18 Yrs Old ; Abscess ; Liver ; Liver Abscess ; Research Report
3.The association between myostatin and sarcopenia in liver cirrhosis.
Komang Agus Wira Nugraha ; Ketut Mariadi ; Gusti Agung Suryadarma ; Gde Somayana ; Cokorde Istri Yuliandari Krisnawardani Kumbara
Acta Medica Philippina 2026;60(6):107-113
BACKGROUND
Sarcopenia is highly prevalent in patients with liver cirrhosis and contributes to decreased quality of life, increased morbidity, and mortality. The role of myostatin in cirrhosis-related sarcopenia remains controversial but may represent a potential therapeutic target.
OBJECTIVEThis study aimed to investigate the association between serum myostatin levels and sarcopenia in patients with liver cirrhosis.
METHODSA cross-sectional study was conducted with 80 patients diagnosed with liver cirrhosis at Prof. Dr. I.G.N.G. Ngoerah General Hospital, Denpasar, Bali, Indonesia. Serum myostatin levels (ng/L) were measured using an ELISA technique. Sarcopenia was diagnosed based on the 2019 Asian Working Group for Sarcopenia (AWGS) consensus. Elevated myostatin levels were defined as values above the median. Bivariate and multivariate analyses were performed to assess associations between myostatin, cirrhosis severity, and sarcopenia.
RESULTSThe severity of cirrhosis (CTP B and C) was associated with elevated myostatin levels (PR = 2.046; 95% CI: 1.310–3.193; p = 0.002). Bivariate analysis demonstrated that elevated myostatin (PR = 2.178; 95% CI: 1.370–3.461; p < 0.001), CTP B and C (PR = 1.818; 95% CI: 1.223–2.701; p = 0.004), ascites (PR = 1.606; 95% CI: 1.110–2.324; p = 0.034), and malnutrition (PR = 1.806; 95% CI: 1.242–2.626; p = 0.004) were associated with sarcopenia. In multivariate analysis, only elevated serum myostatin remained significantly associated with sarcopenia (AOR = 4.273; 95% CI: 1.557–11.724; p = 0.005).
CONCLUSIONElevated serum myostatin levels are strongly associated with sarcopenia in patients with liver cirrhosis. Cirrhosis severity is also linked to higher myostatin levels, suggesting a potential role for myostatin-targeted interventions in sarcopenia management.
Myostatin ; Sarcopenia ; Liver Cirrhosis
4.Risk Stratification and Referral Patterns for Metabolic Liver Disease in Type 2 Diabetes: Real-World FIB-4 Utilization
Calven Fu Hao Lim ; Min Chow ; Jess Jie Ying Ng
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):38-
Introduction:
Metabolic dysfunction–associated steatotic liver disease
(MASLD) is common among patients with type 2 diabetes
(T2D) and increases the risk of cirrhosis, yet fibrosis often
remains clinically silent until hepatic decompensation
occurs. Current diabetes guidelines recommend noninvasive fibrosis risk stratification, such as the fibrosis-4
index (FIB-4), during routine diabetes care, but real-world
adoption remains unclear. This study aimed to evaluate
the implementation of FIB-4 as a risk stratification tool in
patients with T2D.
Methodology:
This was a retrospective study of consecutive patients with
T2D who were seen in the Diabetes Clinic of University of
Malaya Medical Centre in 2023. Patients were identified as
having a higher risk of future cirrhosis based on elevated
FIB-4 ≥1.3.
Results:
The data for 1,009 patients were analyzed, median age
62 (52–71) years, 40.7% male. Elevated FIB-4 was seen in
28.8% (291/1,009). Only 12.0% (35/291) with elevated FIB-4
were referred for further hepatology evaluation, whereas
3.3% (24/718) with low FIB-4 were referred. Among the
patients with elevated FIB-4, those referred were more
likely known to have hepatic steatosis, had higher alanine
aminotransferase, aspartate aminotransferase, gammaglutamyl transferase, and lower low-density lipoprotein cholesterol and platelet count. Over a median follow-up of
1.71 (0.99–1.95) years, totaling 1,440 person-years, two liverrelated events (0.2%) occurred (one each in the elevated
and low FIB-4 group, respectively). Sixteen patients (4.0%)
experienced cardiovascular events, including one patient
(0.6%) in the elevated FIB-4 group and 15 (2.9%) in the low
FIB-4 group.
Conclusion
Despite automated FIB-4 reporting, this risk stratification
tool was underutilized in T2D, resulting in missed
opportunities for early identification and management of
more severe liver disease. Integration of FIB-4 into diabetes
care workflows, alongside structured referral pathways
and clinician education, may improve early detection and
reduce long-term hepatic complications in T2D.
Diabetes Mellitus, Type 2
;
Risk Assessment
;
Liver Diseases
;
Referral and Consultation
5.Metabolic Dysfunction–Associated Steatotic Liver Disease Among Children and Adolescents in a Tertiary Centre in Sarawak
Geraldine Yee Pei Lim ; Victoria David ; Kiew Siong Lau ; Chiong Hung Kiew ; Hooi Peng Cheng
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):131-
Introduction:
The global rise in paediatric obesity has led to an increasing burden of metabolic comorbidities, including metabolic
dysfunction–associated steatotic liver disease (MASLD). Obstructive sleep apnea (OSA), characterized by chronic
intermittent hypoxia, has been implicated in the pathogenesis of liver injury. This study aimed to evaluate the prevalence
of MASLD and its association with OSA among children and adolescents in a tertiary centre.
Methodology:
A retrospective cross-sectional study was conducted involving children aged 6–15 years who were admitted for
polysomnography at Sarawak General Hospital between 2024 and 2025. Clinical, biochemical, and lifestyle data were
obtained from medical records and parental questionnaires. Hepatic steatosis was assessed using hepatobiliary ultrasound
in a subset of patients.
Results:
A total of 132 children (mean age 10.8 ± 2.7 years; 87.5% male) were included. The median BMI SDS was 2.50 (IQR: 2.29–
2.93). The mean apnea–hypopnea index (AHI) was 12.0 ± 7.9, with 60% classified as severe OSA.
Among the 16 children who underwent liver ultrasound, MASLD was identified in 81.2%, including five cases of grade
1 and eight cases of grade 2 steatosis. Liver transaminitis was present in six patients. Metabolic comorbidities were
common, with 43.8% requiring metformin for insulin resistance or impaired glucose tolerance, and four patients requiring
antihypertensive therapy.
Unhealthy lifestyle behaviors were prevalent: 64.2% consumed sugary drinks ≥3 times weekly, 42.9% consumed fast food
≥3 times weekly, and only 24.3% reported daily fruit or vegetable intake. Physical inactivity (≤2 times/week) was observed
in 71.4%, while 64.3% had screen time exceeding 2 hours daily.
Conclusion
Children and adolescents with moderate-to-severe OSA exhibit a high burden of metabolic dysfunction, including MASLD.
The findings support a potential contributory role of OSA-related hypoxia in paediatric fatty liver disease and highlight
the need for integrated screening and early intervention in this high-risk population.
Adolescent
;
Child
;
Malaysia
;
Liver Diseases
6.Early liver injury risk assessment in critically injured trauma patients using intelligent calculation method: a retrospective study.
Xiaoming HOU ; Wenjun ZHAO ; Wenhua LI ; Xiaomei WANG ; Baoqi ZENG ; Xiaozhi LIU ; Qingguo FENG ; Bo KANG ; Na XUE
Chinese Critical Care Medicine 2025;37(2):165-169
OBJECTIVE:
To explore the early changes in various liver function indicators in critically injured trauma patients assessed by intelligent calculation method, aiming to develop more advantageous diagnostic and treatment strategies for traumatic liver injury.
METHODS:
A retrospective study was conducted. Critically injured trauma patients [injury severity score (ISS) ≥ 16, age > 18 years old] admitted to the Emergency Medical Center of Tianjin Fifth Central Hospital from January 1, 2022, to December 1, 2023 were enrolled. ISS score and acute physiology and chronic health evaluation II (APACHE II) assessed by intelligent calculation method were collected upon patient admission to the emergency medical center. Trends in liver function indicators in fasting venous serum were analyzed at 6, 24 and 72 hours after admission, including alanine aminotransferase (ALT), aspartate aminotransferase (AST), alkaline phosphatase (ALP), γ-glutamyl transferase (GGT), lactate dehydrogenase (LDH), albumin (ALB), total bilirubin (TBil), prothrombin time (PT). Patients were grouped based on APACHE II scores into those with APACHE II < 15 and APACHE II ≤ 15, and liver function indicators within 6 hours of admission were compared between the two groups.
RESULTS:
A total of 112 critically injured trauma patients were included, with 83 males and 29 females, an average age of (47.78±14.84) years old. The median ISS score was 21.0 (18.0, 26.0). The most common cause of injury for critically injured trauma patients was road traffic accidents (68 cases, accounting for 60.71%), followed by falls from heights, compression injuries, heavy object injuries, knife stabs, and explosion injuries. The most common injured areas was the limbs and pelvis (97 cases, accounting for 86.61%), followed by chest injuries, surface skin and soft tissue injuries, abdominal and pelvic organ injuries, head injuries, and facial injuries. The proportion of elevated LDH, AST, and ALT within 6 hours of admission was 77.68%, 79.46%, and 52.68%, respectively, while the proportion of decreased ALB was 75.89%, the abnormal rates of ALP, GGT, TBil, and PT were all below 50%. The ALT and AST levels of patients at 24 hours and 72 hours after admission were significantly lower than those at 6 hours after admission [ALT (U/L): 37.0 (22.0, 66.0), 31.0 (21.2, 52.0) vs. 41.0 (25.0, 71.0), AST (U/L): 55.5 (30.0, 93.5), 40.0 (27.0, 63.2) vs. 69.5 (39.0, 130.8), all P < 0.05]. There was no statistically significant difference in ISS score between APACHE II > 15 group (45 cases) and APACHE II ≤ 15 group [67 cases; 21.0 (18.5, 26.5) vs. 20.0 (17.0, 22.0), P > 0.05]. Nevertheless, compared with patients with APACHE II ≤ 15, patients with APACHE II > 15 have a higher abnormality rate of ALT and AST within 6 hours of admission [ALT abnormal rate: 66.44% (29/45) vs. 44.78% (30/67), AST abnormal rate: 93.33% (42/45) vs. 70.15% (47/67), both P < 0.05], and the levels of ALT and AST were higher [ALT (U/L): 56.0 (30.0, 121.0) vs. 35.0 (21.0, 69.0), AST (U/L): 87.0 (48.0, 233.0) vs. 52.0 (31.0, 117.0), both P < 0.05].
CONCLUSIONS
Severe trauma patients frequently exhibit a high incidence of reversible early liver function impairment. Based on intelligent calculation method, the utilization of both the ISS and APACHE II scores demonstrates a distinct advantage in the assessment of their early liver injury.
Humans
;
Retrospective Studies
;
Liver/physiopathology*
;
Risk Assessment
;
APACHE
;
Wounds and Injuries
;
Adult
;
Injury Severity Score
;
Male
;
Middle Aged
;
Female
;
Liver Function Tests
;
Alanine Transaminase/blood*
;
Young Adult
;
Aspartate Aminotransferases/blood*
7.Mechanism of auraptene in improving acute liver injury induced by diquat poisoning in mice.
Renyang OU ; Shan HUANG ; Lihong MA ; Zhijie ZHAO ; Shengshan LIU ; Yuanliang WANG ; Yezi SUN ; Nana XU ; Lijun ZHOU ; Mei LI ; Manhong ZHOU ; Guosheng RAO
Chinese Critical Care Medicine 2025;37(6):590-594
OBJECTIVE:
To investigate whether auraptene (AUR) exerts a protective effect on acute diquat (DQ)-induced liver injury in mice and explore its underlying mechanisms.
METHODS:
Forty SPF-grade healthy male C57BL/6 mice were randomly divided into normal control group (Control group), DQ poisoning model group (DQ group), AUR treatment group (DQ+AUR group), and AUR control group (AUR group), with 10 mice in each group. The DQ poisoning model was established via a single intraperitoneal injection of 40 mg/kg DQ aqueous solution (0.5 mL); Control group and AUR group received an equal volume of pure water intraperitoneally. Four hours post-modeling, DQ+AUR group and AUR group were administered 0.5 mg/kg AUR aqueous solution (0.2 mL) by gavage once daily for 7 consecutive days, while Control group and DQ group received pure water. Blood and liver tissues were collected after anesthesia on day 7. Liver ultrastructure was observed by transmission electron microscopy. Serum alanine aminotransferase (ALT) and aspartate aminotransferase (AST) levels were measured via enzyme-linked immunosorbent assay (ELISA). Hepatic glutathione (GSH), superoxide dismutase (SOD), and malondialdehyde (MDA) levels were detected using WST-1, thiobarbituric acid (TBA), and enzymatic reaction methods, respectively. Protein expression of nuclear factor-erythroid 2-related factor 2 (Nrf2), heme oxygenase-1 (HO-1), Kelch-like ECH-associated protein 1 (Keap1), and activated caspase-9 in liver tissues was analyzed by Western blotting.
RESULTS:
Transmission electron microscopy revealed that mitochondria in the Control group exhibited mild swelling, uneven distribution of matrix, and a small number of cristae fractures. In the AUR group, mitochondria showed mild swelling, with no obvious disruption of cristae structure. In the DQ group, mitochondria demonstrated marked swelling and increased volume, matrix dissolution, loss and fragmentation of cristae, and extensive vacuolization. In contrast, the DQ+AUR group showed significantly reduced mitochondrial swelling, volume increase, matrix dissolution, cristae loss and fragmentation, and vacuolization compared to the DQ group. Compared with the DQ group, the DQ+AUR group exhibited significantly lower serum AST levels (U/L: 173.45±23.60 vs. 255.33±41.51), ALT levels (U/L: 51.77±21.63 vs. 100.70±32.35), and hepatic MDA levels (μmol/g: 12.40±2.76 vs. 19.74±4.10), along with higher hepatic GSH levels (mmol/g: 37.65±14.95 vs. 20.58±8.52) and SOD levels (kU/g: 124.10±33.77 vs. 82.81±22.00), the differences were statistically significant (all P < 0.05). Western blotting showed upregulated Nrf2 expression (Nrf2/β-actin: 0.87±0.37 vs. 0.53±0.22) and HO-1 expression (HO-1/β-actin: 1.06±0.22 vs. 0.49±0.08), and downregulated Keap1 expression (Keap1/β-actin: 0.82±0.12 vs. 1.52±0.76) and activated caspase-9 expression (activated caspase-9/β-actin: 1.16±0.28 vs. 1.71±0.30) in the DQ+AUR group compared to the DQ group (all P < 0.05).
CONCLUSION
AUR attenuates DQ-induced acute liver injury in mice by activating the Keap1/Nrf2 signaling pathway.
Animals
;
Male
;
Mice
;
Mice, Inbred C57BL
;
Liver/pathology*
;
Chemical and Drug Induced Liver Injury/drug therapy*
;
Diquat/poisoning*
;
NF-E2-Related Factor 2/metabolism*
;
Oxidative Stress
;
Apoptosis
;
Coumarins
8.Development and validation of predictive model for 30-day mortality in elderly patients with sepsis-associated liver dysfunction.
Beiyuan ZHANG ; Chenzhe HE ; Zimeng QIN ; Ming CHEN ; Wenkui YU ; Ting SU
Chinese Critical Care Medicine 2025;37(9):802-808
OBJECTIVE:
To develop and validate a nomogram model for predicting 30-day mortality among elderly patients with sepsis-associated liver dysfunction (SALD), to identify high-risk patients and improve prognosis.
METHODS:
A retrospective cohort study was conducted using data extracted from the Medical Information Mart for Intensive Care-IV (MIMIC-IV) database for elderly patients with SALD who were first admitted to the intensive care unit (ICU) of Beth Israel Deaconess Medical Center between 2008 and 2019, including basic characteristics, severity scores, underlying diseases, infection foci, 24-hour vital signs, initial laboratory indicators, 24-hour complications, and prognosis related indicators. Patients were randomly assigned to training group and validation group in a ratio of 7 : 3. The training group used the LASSO regression analysis, as well as multivariate Logistic regression analysis to screen for independent risk factors for 30-day mortality. A nomogram prediction model was constructed, and receiver operator characteristic curve (ROC curve), calibration curves, and decision curve analysis (DCA) were used to evaluate the model, and validate the model using the validation cohort.
RESULTS:
A total of 630 elderly patients with SLAD were included in the study, including 441 in the training group and 189 in the validation group. Oxford acute severity of illness score (OASIS) for training group [odds ratio (OR) = 1.060, 95% confidence interval (95%CI) was 1.034-1.086], 24-hour pulse oxygen saturation (SpO2; OR = 0.876, 95%CI was 0.797-0.962), initial mean corpuscular volume (MCV; OR = 1.043, 95%CI was 1.009-1.077), initial red blood cell distribution width (RDW; OR = 1.237, 95%CI was 1.123-1.362), initial blood glucose (OR = 1.008, 95%CI was 1.004-1.013), and initial aspartate aminotransferase (AST; OR = 1.000, 95%CI was 1.000-1.001) were independent risk factors for 30-day mortality in patients (all P < 0.05). Based on the above variables, a nomogram model was constructed, and the ROC curve showed that the area under the curve (AUC) of the model in the training group was 0.757 (95%CI was 0.712-0.803), with a sensitivity of 65.05% and a specificity of 74.90%; the AUC of the model in the validation group was 0.712 (95%CI was 0.631-0.792), with a sensitivity of 58.67% and a specificity of 81.58%. The calibration curves of the training and validation groups show that both the fitted curves were close to the standard curves. The Hosmer-Lemeshow test: the training group (χ 2 = 6.729, P = 0.566), the validation group (χ 2 = 13.889, P = 0.085), indicating that the model can fit the observed data well. The DCA curve shows that when the threshold probability of the training group was 16% to 94% and the threshold probability of the validation group was 27% to 99%, the net benefit of the model was good.
CONCLUSIONS
OASIS, 24-hour SpO2, initial MCV, initial RDW, initial blood glucose and initial AST are independent risk factors for 30-day mortality in elderly patients with SALD. The nomogram based on these six variables demonstrates good predictive performance.
Humans
;
Sepsis/complications*
;
Retrospective Studies
;
Nomograms
;
Aged
;
Prognosis
;
Risk Factors
;
Liver Diseases/mortality*
;
Intensive Care Units
;
ROC Curve
;
Male
;
Female
;
Logistic Models
9.Resveratrol promotes mitophagy via the MALAT1/miR-143-3p/RRM2 axis and suppresses cancer progression in hepatocellular carcinoma.
Chun-Yan FENG ; Cheng-Song CAI ; Xiao-Qian SHI ; Zhi-Juan ZHANG ; Dan SU ; Yun-Qing QIU
Journal of Integrative Medicine 2025;23(1):79-92
OBJECTIVE:
Resveratrol (Res) is a promising anticancer drug against hepatocellular carcinoma (HCC), but whether its anti-HCC effects implicate mitophagy remains unclear. Therefore, we aimed to explore the specific role of Res in mitophagy and the related mechanisms during the treatment of HCC.
METHODS:
HepG2 cells and tumor-grafted nude mice were used to investigate the effects of low-, middle- and high-dose of Res on HCC progression and mitophagy in vitro and in vivo, respectively. A series of approaches including cell counting kit-8, flow cytometry, wound healing and transwell assays were used to evaluate tumor cell functions. Transmission electron microscopy, immunofluorescence and Western blotting were used to assess mitophagy. Mitochondrial oxygen consumption rate, reactive oxygen species and membrane potential were used to reflect mitochondrial function. After disrupting the expression of metastasis-associated lung adenocarcinoma transcript 1 (MALAT1), miR-143-3p, and ribonucleoside reductase M2 (RRM2), the effects of the MALAT1/miR-143-3p/RRM2 axis on cell function and mitophagy under Res treatment were explored in vitro. Additionally, dual-luciferase reporter and chromatin immunoprecipitation were used to confirm interactions between target genes.
RESULTS:
Res significantly inhibited the proliferation and promoted apoptosis of HCC cells in vitro, while significantly suppressing tumor growth in a dose-dependent manner and inducing mitophagy and mitochondrial dysfunction in vivo. Interestingly, MALAT1 was highly expressed in HCC cells and its knockdown upregulated miR-143-3p expression in HCC cells, which subsequently inhibited RRM2 expression. Furthermore, in nude mice grafted with HCC tumors and treated with Res, the expression of MALAT1, miR-143-3p and RRM2 were altered significantly. In vitro data further supported the targeted binding relationships between MALAT1 and miR-143-3p and between miR-143-3p and RRM2. Therefore, a series of cell-based experiments were carried out to study the mechanism of the MALAT1/miR-143-3p/RRM2 axis involved in mitophagy and HCC; these experiments revealed that MALAT1 knockdown, miR-143-3p mimic and RRM silencing potentiated the antitumor effects of Res and its activation of mitophagy.
CONCLUSION
Res facilitated mitophagy in HCC and exerted anti-cancer effects by targeting the MALAT1/miR-143-3p/RRM2 axis. Please cite this article as: Feng CY, Cai CS, Shi XQ, Zhang ZJ, Su D, Qiu YQ. Resveratrol promotes mitophagy via the MALAT1/miR-143-3p/RRM2 axis and suppresses cancer progression in hepatocellular carcinoma. J Integr Med. 2025; 23(1): 79-91.
Humans
;
MicroRNAs/genetics*
;
Liver Neoplasms/metabolism*
;
Carcinoma, Hepatocellular/metabolism*
;
Mitophagy/drug effects*
;
Resveratrol/pharmacology*
;
Animals
;
Mice, Nude
;
RNA, Long Noncoding/genetics*
;
Hep G2 Cells
;
Mice
;
Disease Progression
;
Mice, Inbred BALB C
10.A machine learning model for predicting abnormal liver function induced by a Chinese herbal medicine preparation (Zhengqing Fengtongning) in patients with rheumatoid arthritis based on real-world study.
Ze YU ; Fang KOU ; Ya GAO ; Fei GAO ; Chun-Ming LYU ; Hai WEI
Journal of Integrative Medicine 2025;23(1):25-35
OBJECTIVE:
Rheumatoid arthritis (RA) is a systemic autoimmune disease that affects the small joints of the whole body and degrades the patients' quality of life. Zhengqing Fengtongning (ZF) is a traditional Chinese medicine preparation used to treat RA. ZF may cause liver injury. In this study, we aimed to develop a prediction model for abnormal liver function caused by ZF.
METHODS:
This retrospective study collected data from multiple centers from January 2018 to April 2023. Abnormal liver function was set as the target variable according to the alanine transaminase (ALT) level. Features were screened through univariate analysis and sequential forward selection for modeling. Ten machine learning and deep learning models were compared to find the model that most effectively predicted liver function from the available data.
RESULTS:
This study included 1,913 eligible patients. The LightGBM model exhibited the best performance (accuracy = 0.96) out of the 10 learning models. The predictive metrics of the LightGBM model were as follows: precision = 0.99, recall rate = 0.97, F1_score = 0.98, area under the curve (AUC) = 0.98, sensitivity = 0.97 and specificity = 0.85 for predicting ALT < 40 U/L; precision = 0.60, recall rate = 0.83, F1_score = 0.70, AUC = 0.98, sensitivity = 0.83 and specificity = 0.97 for predicting 40 ≤ ALT < 80 U/L; and precision = 0.83, recall rate = 0.63, F1_score = 0.71, AUC = 0.97, sensitivity = 0.63 and specificity = 1.00 for predicting ALT ≥ 80 U/L. ZF-induced abnormal liver function was found to be associated with high total cholesterol and triglyceride levels, the combination of TNF-α inhibitors, JAK inhibitors, methotrexate + nonsteroidal anti-inflammatory drugs, leflunomide, smoking, older age, and females in middle-age (45-65 years old).
CONCLUSION
This study developed a model for predicting ZF-induced abnormal liver function, which may help improve the safety of integrated administration of ZF and Western medicine. Please cite this article as: Yu Z, Kou F, Gao Y, Lyu CM, Gao F, Wei H. A machine learning model for predicting abnormal liver function induced by a Chinese herbal medicine preparation (Zhengqing Fengtongning) in patients with rheumatoid arthritis based on real-world study. J Integr Med. 2025; 23(1): 25-35.
Humans
;
Arthritis, Rheumatoid/drug therapy*
;
Drugs, Chinese Herbal/therapeutic use*
;
Female
;
Middle Aged
;
Male
;
Retrospective Studies
;
Machine Learning
;
Adult
;
Aged
;
Liver/physiopathology*
;
Alanine Transaminase/blood*


Result Analysis
Print
Save
E-mail