1.Construction and validation of machine learning predictive models for the risk of metabolic associated fatty liver disease
Linjie QIU ; Haiyan REN ; Yan REN ; Meijie LI ; Chacha ZOU ; Zijing WU ; Jin ZHANG
Journal of Clinical Hepatology 2026;42(4):848-855
ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease (MAFLD), and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment, Xiyuan Hospital, China Academy of Chinese Medical Sciences, from January 2021 to December 2024, including body composition, past history, and laboratory tests, and according to whether they were diagnosed with MAFLD or not, they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis, LASSO regression, and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods: Logistic regression, decision tree, random forest (RF), eXtreme gradient boosting, light gradient boosting machine, support vector machine, and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve (AUC), sensitivity, specificity, and Youden index for each model. Furthermore, the SHapley Additive exPlanation (SHAP) method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% (265/2 168). Smoking, diastolic blood pressure, phase angle, visceral fat area, muscle fat ratio, waist-to-hip ratio, aspartate aminotransferase, non-HDL-C/HDL-C ratio, triglyceride-glucose index, and gallstones were independent risk factors for MAFLD (all P<0.05). The seven predictive models of support vector machine, eXtreme gradient boosting, decision tree, light gradient boosting machine, artificial neural network, RF, and Logistic regression had an AUC of 0.738, 0.754, 0.757, 0.786, 0.795, 0.796, and 0.815, respectively, in the validation set, among which the RF model had the best discriminatory ability (AUC=0.796, 95% confidence interval: 0.754 — 0.839), with a sensitivity of 81.01%, a specificity of 63.16%, and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area, waist-to-hip ratio, and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model, constructed based on body composition and clinical indicators, has a good performance in predicting the risk of MAFLD, and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.
2.Proteomic Profiling of Qi-blood Deficiency vs Damp-heat Syndrome in Colorectal Cancer: Therapeutic Targeting by Astragaloside IV-berberine
Zhao-Huan LI ; Jing-Wen ZHAO ; Xin ZHANG ; Jian-Jin GUO ; Jie XU ; Zeng-Qiang YANG ; Hao TU ; Min ZOU ; Ming-Bin GUI ; Feng GAO
Progress in Biochemistry and Biophysics 2026;53(9):2462-2479
ObjectiveColorectal cancer (CRC) is a highly heterogeneous malignancy, and traditional Chinese medicine (TCM) syndrome differentiation is widely used in its clinical management. However, the biological basis underlying different TCM syndromes remains insufficiently understood. This study aimed to investigate the proteomic differences between qi-blood deficiency syndrome (QBDS) and damp-heat syndrome (DHS) in CRC patients and to establish a “syndrome-differential protein-herbal component” network for exploring potential molecular mechanisms and therapeutic targets associated with syndrome-specific treatment strategies. MethodsTumor tissue samples were collected from 10 patients with pathologically confirmed CRC, including 5 patients diagnosed with QBDS and 5 with DHS according to standardized TCM syndrome differentiation criteria. Tandem mass tag (TMT)-based quantitative proteomics was employed to identify differentially expressed proteins (DEPs) between the two syndrome groups. Functional enrichment analyses, including Gene Ontology (GO) annotation and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses, were performed to characterize the biological functions and signaling pathways associated with the identified DEPs. Least absolute shrinkage and selection operator (LASSO) regression analysis was further applied to screen key syndrome-related proteins and construct a core protein prediction model. Subsequently, molecular docking was conducted to evaluate the binding affinities between representative herbal compounds, astragaloside IV and berberine, and the identified core proteins. Finally, cell counting kit-8 (CCK-8) assays were performed in HCT 116 and HT-29 colorectal cancer cell lines to validate the anti-proliferative activities of these compounds in vitro. ResultsA total of 44 DEPs were identified between QBDS and DHS tissues, including 21 upregulated and 23 downregulated proteins in the QBDS group relative to the DHS group. Functional enrichment analyses revealed that these proteins were primarily associated with antiviral immune responses, regulation of inflammatory signaling, NF‑κB signaling pathways, cholesterol metabolism, and other biological processes relevant to tumor progression and host immune regulation. LASSO regression analysis identified eight core proteins with potential syndrome-specific significance. Among them, ST7, GPCPD1, and PODXL were closely associated with QBDS, whereas FAT1, GRB7, KRT7, MAFF, and MMP8 were associated with DHS. Molecular docking demonstrated favorable interactions between astragaloside IV and QBDS-related proteins, with binding energies lower than -5 kcal/mol, indicating stable binding activity. Berberine exhibited even lower binding energies and stronger binding specificity toward DHS-related core proteins. In vitro experiments further confirmed that both compounds inhibited CRC cell proliferation, while berberine displayed significantly greater anti-proliferative efficacy. The lowest 48 h IC50 value of berberine reached 15.21 mg/L in CRC cells, indicating a stronger growth-inhibitory effect than astragaloside IV. ConclusionCRC patients with QBDS and DHS exhibit distinct proteomic characteristics, suggesting that different TCM syndromes possess unique molecular signatures. The identified core proteins may serve as potential biomarkers for syndrome differentiation, while astragaloside IV and berberine may exert therapeutic effects through targeting syndrome-specific molecular networks. These findings provide preliminary proteomic evidence supporting syndrome-guided precision integrative medicine in CRC and offer new insights into the biological basis of TCM syndrome differentiation and individualized therapeutic strategies.
3.Aluminum adjuvant promotes liver inflammation and fibrosis in mice:A novel approach to establish a liver fibrosis animal model
Zhixian ZHU ; Sen LIANG ; Nan ZHAO ; Huiling ZOU ; Liangjun ZHANG ; Xiaoxun ZHANG ; Jin CHAI
Liver Research 2025;9(3):209-220
Background and aims:Liver fibrosis is a prevalent pathological stage of various chronic liver diseases and has the potential to progress to liver cirrhosis and hepatocellular carcinoma.However,experimental models for in vivo research are limited.Unexpectedly,increased liver inflammation and fibrosis were previously observed in mice treated with aluminum adjuvant(commercial Imject Alum,a mixture of Al(OH)3 and Mg(OH)2).Our study aimed to reveal the pathogenesis and pathological features of Imject Alum-induced liver injury and evaluate its potential as an experimental model of fibrotic liver disease.Methods and materials:C57BL/6J mice were randomly divided into the following four groups:(ⅰ)control group,which received phosphate-buffered saline injections on days 1,12,26,40,and 54;(ⅱ)Imject Alum(Al(OH)3 160 mg/kg)D26 group,which was administered with Imject Alum(Al(OH)3 160 mg/kg)on days 1,12,and 26;(ⅲ)Imject Alum(Al(OH)3 80 mg/kg)D54;and(ⅳ)Imject Alum(Al(OH)3 160 mg/kg)D54 groups,which were treated with 80 mg/kg and 160 mg/kg of Imject Alum(Al(OH)3),respectively,on days 1,12,26,40,and 54.All reagents were delivered by intraperitoneal injection.Serum biochemical pa-rameters,liver pathology,and expression of genes related to inflammation and fibrogenesis were eval-uated.Transcriptome sequencing was performed.The genetic characteristics of the Imject Alum-induced liver lesions in the existing fibrosis model and patients with cirrhosis were determined.Results:Administration of Imject Alum(Al(OH)3 160 mg/kg)at certain points for 54 days led to extensive hepatic inflammation and fibrosis,accompanied by disturbed bile acid metabolism in mice.Moreover,Imject Alum aggravated liver inflammation and injury by activating the pyroptosis-related inflamma-some pathway.Transcriptome analysis revealed that Imject Alum-induced liver lesions had differentially expressed genes that were significantly enriched in pathways related to inflammation,fibrogenesis,and multiple metabolic processes.Moreover,Imject Alum-induced liver lesions exhibited gene signatures similar to those of existing fibrosis models and patients with cirrhosis.Conclusions:Aluminum adjuvant(Imject Alum;Al(OH)3 160 mg/kg)administration at certain points for 54 days resulted in notable liver injury,inflammation,and fibrosis.This model had similar gene expression characteristics with existing fibrosis models and liver samples from patients with cirrhosis.Overall,aluminum adjuvant(Imject Alum)-induced mouse model may be a novel approach for estab-lishing a liver fibrosis animal model.
4.SCREENING AND EXPRESSION ANALYSIS OF GENES ASSOCIATED WITH INNATE IMMUNITY IN RESPONSE TO DENV2 INFECTION IN AEDES ALBOPICTUS
Yang ZHOU ; Man-Jin LI ; Jin CHENG ; Ya-Ming ZOU ; Ding ZHU ; Ce-Jie LAN ; Yuan SHEN
Acta Parasitologica et Medica Entomologica Sinica 2025;32(3):153-159,178
Objective Aedes albopictus is the primary vector of the dengue virus.Screening and the analysis of immune-related genes in DENV2-infected Ae.albopictus provides a scientific basis for further research on blocking the extrinsic incubation period of the dengue virus.Methods Through the approach of literature mining,thirty-three potential immune-related genes were screened from species such as Aedes aegypti and Anopheles gambiae,which have a close genetic relationship with Ae.albopictus.The protein—protein interaction(PPI)analysis is employed to explore the interaction relationship of the proteins encoded by genes.The alterations in mRNA expression levels of the relevant genes in DENV2-infected Ae.albopictus midgut were detected using the qRT-PCR method.Results The PPI results indicates that TLR and Spz of Ae.albopictus;Rel1,Rel2,DefC,Spz,PIWI,Ago2,DOME and HOP of Ae.aegypti;and Rel1,Rel2,CACT,STAT and DOME of An.gambiae exhibit PPI relationships.After Ae.albopictus was infected with DENV2,10 genes showed significant difference in expression.Ago3(7.39,P<0.05),DOMEa(1.63,P<0.01),DOMEb(21.29,P<0.001),and TLRb(1.61,P<0.05)were significantly up-regulated.Rel1(0.62,P<0.001),CACTl(0.65,P<0.001),Rel2a(0.65,P<0.01),Rel2b(0.24,P<0.001),GATAa(0.64,P<0.01)and DefC(0.28,P<0.05)were significantly down-regulated.Conclusions The concordance of Ae.albopictus with Ae.aegypti was higher than that with An.gambiae.DOMEb,Ago3,Rel2b and DefC,can serve as the preferred target genes for subsequent studies on DENV2 immune blockade.
5.Morphological characteristics of hepatocellular carcinoma tumor margin:a crucial factor in clinical treatment decision-making and prognostic assessment
Rui ZHOU ; Minghao ZOU ; Wenxuan ZHOU ; Fuchen LIU ; Kaiting ZHANG ; Xiaoqin WU ; Man ZHAO ; Jin QIAN ; Ningyang JIA ; Hui LIU
Journal of Clinical Medicine in Practice 2025;29(7):127-130,137
The morphological characteristics of hepatocellular carcinoma(HCC)tumor margins are pivotal in influencing patient's prognosis and the selection of therapeutic strategies.This paper re-viewed the classification methods of HCC tumor margins,ranging from traditional macroscopic classifi-cations to refined classification systems based on multi-omics analysis,and analyzed the role of these classification methods in guiding the formulation of personalized treatment plans.Additionally,this paper emphasized the crucial role of three-dimensional imaging techniques in assessing tumor margin morphology and outlined future research directions,including validating the effectiveness of multi-omics classification systems and developing new imaging and molecular biomarkers to achieve more precise treatment plans and prolong patient survival.
6.Analysis of a Chinese pedigree affected with hereditary factor Ⅶ deficiency due to compound heterozygous variants of F7 gene.
Fei XU ; Anqing ZOU ; Haixiao XIE ; Fengjiao WANG ; Lihong YANG ; Mingshan WANG ; Yanhui JIN
Chinese Journal of Medical Genetics 2025;42(10):1265-1271
OBJECTIVE:
To investigate the molecular pathogenic mechanisms of a family with hereditary factor Ⅶ (FⅦ) deficiency.
METHODS:
A family (3 generations, 12 members) with hereditary FⅦ deficiency, in which the proband presented with menorrhagia and was admitted to the First Affiliated Hospital of Wenzhou Medical University in April 2023, was selected as the study subject. Clinical data of the family members were collected. Peripheral venous blood samples were collected from all 12 members for routine coagulation tests and genomic DNA extraction. All exons and flanking sequences of the F7 gene were amplified by PCR and analyzed by Sanger sequencing. Thrombin generation assay was performed to evaluate the coagulation potential of the proband and her parents. Multiple online bioinformatics software tools were used to analyze the conservation and pathogenicity of candidate variants identified in the proband. The pathogenicity of variant was classified according to the Standards and Guidelines for the Interpretation of Sequence Variants released by American College of Medical Genetics and Genomics (ACMG) (hereinafter referred to as ACMG guidelines). Homology modeling of the variant FⅦ protein was performed using homology modeling (SWISS-MODEL). Amino acid sequence alignment between wild-type and variant FⅦ proteins was conducted using MEGA v7, and spatial conformational differences were analyzed using PyMOL to assess the potential impact of the F7 gene variants on the structure and function of the FⅦ protein. This study was approved by the Ethics Committee of the First Affiliated Hospital of Wenzhou Medical University (Ethics No.: KY2022-R193).
RESULTS:
Coagulation tests showed that the proband's prothrombin time (PT) was significantly prolonged to 33.1 s, and both factor Ⅶ activity (FⅦ:C) and antigen (FⅦ:Ag) levels were reduced to 2%. Her parents, eldest sister, second sister, younger brother, and four children all showed mildly prolonged PT, with FⅦ:C and FⅦ:Ag levels approximately 50% of normal. Genetic sequencing identified compound heterozygous variants in the F7 gene of the proband: a heterozygous missense variant c.722C>A (p.Thr241Asn) in exon 7, and a heterozygous deletion variant c.1261_1261delA (p.Ile421Ser*fs75) in exon 8. Retrieval from domestic and international databases found no previous reports of the latter variant, suggesting it is novel. Familial co-segregation analysis confirmed that these variants were inherited from her father and mother, respectively. The thrombin generation assay demonstrated that the proband had a significantly decreased peak thrombin height (peak ratio: 29.5%), significantly increased thrombin lag time ratio and time-to-peak ratio (3.03 and 2.93, respectively), but only a mildly decreased endogenous thrombin potential (ETP) ratio of 90.7%. Online bioinformatics analysis indicated that threonine-241 (p.Thr241) in the FⅦ protein was not conserved, while isoleucine-421 (p.Ile421) was highly conserved. Both the p.Thr241Asn and p.Ile421Serfs*75 variant sites in the proband's F7 gene were predicted to be pathogenic. According to the ACMG guidelines, the p.Thr241Asn (PM3+PP1+PP3+PP4+PP5) and p.Ile421Ser*fs75 (PM2+PM4 +PP1+PP3+PP4) variants were both classified as "likely pathogenic". Structural analysis of the FⅦ protein indicated that the p.Ile421Ser*fs75 frameshift variant led to the substitution of Cysteine-428 by Alanine, preventing the formation of a critical disulfide bond between amino acid residues 400 and 428 present in the wild-type FVII protein.
CONCLUSION
The compound heterozygous variants p.Thr241Asn and p.Ile421Ser*fs75 in the F7 gene are likely the genetic etiology responsible for the reduced FⅦ levels in this hereditary FⅦ deficiency family.
Adult
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Female
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Humans
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Male
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Middle Aged
;
China
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Factor VII/chemistry*
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Factor VII Deficiency/genetics*
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Heterozygote
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Mutation
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Pedigree
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East Asian People/genetics*
7.Correlation between thyroid autoimmunity and gestational diabetes mellitus in Chinese euthyroid women
Yue ZHAO ; Xiangyan RUAN ; Liying ZOU ; Jun MA ; Yuejiao WANG ; Xuanxuan TIAN ; Jing JIN
Journal of Capital Medical University 2025;46(4):626-631
Objective To explore the correlation between thyroid autoimmunity(TAI)and gestational diabetes mellitus(GDM)in Chinese euthyroid women.Methods A total of 508 euthyroid women were enrolled in the cross-sectional study,who performed their entire clinical/biological workup and oral glucose tolerance test(OGTT)from the department of Gynecology and Endocrinology of the Beijing Obstetrics and Gynecology Hospital,Capital Medical University from June 2023 to June 2024.At median 8(6-10)weeks of gestation,thyroid-stimulating hormone(TSH),free thyroxine(fT4),and thyroid peroxidase antibodies(TPOAb)were measured,baseline characteristics were recorded,and an OGTT was performed between 24 and 28 weeks of pregnancy.According to the OGTT results,they were divided into GDM group(n=169)and non GDM group(n=339).Thyroid parameters,the demographic and obstetric parameters,and the prevalence of TAI were compared with two groups.The factors associated with GDM were analyzed with multivariate Logistic regression analysis.Results The age,body mass index(BMI),and proportion of obese women before pregnancy in the GDM group were all significantly higher than those in the non-GDM group,with statistically significant differences(P<0.001).The proportion of pregnant women over 30 years old in the GDM group was significantly higher than that in the non-GDM group(59.17%vs 6.79%,χ2=168.667,P<0.001).The proportion of obese mothers(BMI≥28 kg/m2)before pregnancy in the GDM group was 24.26%,which was significantly higher than that in the non-GDM group(8.26%)(χ2=24.599,P<0.001).The incidence of TAI in the GDM group was 54.44%,while it was 15.93%in the non-GDM group.The difference between the two groups was statistically significant(χ2=81.659,P<0.001).The results of Logistic regression analysis showed that maternal age over 30 years and pre-pregnancy obesity increased the risk of GDM occurrence in TAI women by 6.08 times(OR=6.08,95%CI 3.61-10.25,P<.001).Conclusion Among early pregnancy women with normal thyroid function,as age increases during follow-up(especially over 30 years old),pre-pregnancy BMI increases(especially in obese individuals),and those with pre-pregnancy TAI,the risk of developing GDM during pregnancy significantly increases.It is necessary to explore preventive strategies for GDM in euthyroid TAI women,with a view to improving adverse pregnancy outcomes.
8.Correlation between thyroid autoimmunity and gestational diabetes mellitus in Chinese euthyroid women
Yue ZHAO ; Xiangyan RUAN ; Liying ZOU ; Jun MA ; Yuejiao WANG ; Xuanxuan TIAN ; Jing JIN
Journal of Capital Medical University 2025;46(4):626-631
Objective To explore the correlation between thyroid autoimmunity(TAI)and gestational diabetes mellitus(GDM)in Chinese euthyroid women.Methods A total of 508 euthyroid women were enrolled in the cross-sectional study,who performed their entire clinical/biological workup and oral glucose tolerance test(OGTT)from the department of Gynecology and Endocrinology of the Beijing Obstetrics and Gynecology Hospital,Capital Medical University from June 2023 to June 2024.At median 8(6-10)weeks of gestation,thyroid-stimulating hormone(TSH),free thyroxine(fT4),and thyroid peroxidase antibodies(TPOAb)were measured,baseline characteristics were recorded,and an OGTT was performed between 24 and 28 weeks of pregnancy.According to the OGTT results,they were divided into GDM group(n=169)and non GDM group(n=339).Thyroid parameters,the demographic and obstetric parameters,and the prevalence of TAI were compared with two groups.The factors associated with GDM were analyzed with multivariate Logistic regression analysis.Results The age,body mass index(BMI),and proportion of obese women before pregnancy in the GDM group were all significantly higher than those in the non-GDM group,with statistically significant differences(P<0.001).The proportion of pregnant women over 30 years old in the GDM group was significantly higher than that in the non-GDM group(59.17%vs 6.79%,χ2=168.667,P<0.001).The proportion of obese mothers(BMI≥28 kg/m2)before pregnancy in the GDM group was 24.26%,which was significantly higher than that in the non-GDM group(8.26%)(χ2=24.599,P<0.001).The incidence of TAI in the GDM group was 54.44%,while it was 15.93%in the non-GDM group.The difference between the two groups was statistically significant(χ2=81.659,P<0.001).The results of Logistic regression analysis showed that maternal age over 30 years and pre-pregnancy obesity increased the risk of GDM occurrence in TAI women by 6.08 times(OR=6.08,95%CI 3.61-10.25,P<.001).Conclusion Among early pregnancy women with normal thyroid function,as age increases during follow-up(especially over 30 years old),pre-pregnancy BMI increases(especially in obese individuals),and those with pre-pregnancy TAI,the risk of developing GDM during pregnancy significantly increases.It is necessary to explore preventive strategies for GDM in euthyroid TAI women,with a view to improving adverse pregnancy outcomes.
9.A phase Ⅲ clinical study to evaluate the efficacy and safety profile of antaitasvir phosphate combined with yiqibuvir in the treatment of adults with chronic hepatitis C
Lai WEI ; Jia SHANG ; Xuan AN ; Guoqiang ZHANG ; Yujuan GUAN ; Hongxin PIAO ; Jinglan JIN ; Lang BAI ; Xingxiang YANG ; Daokun YANG ; Xinhua LUO ; Shufang YUAN ; Yingren ZHAO ; Yingjie MA ; Guangming LI ; Feng LIN ; Xiaoping WU ; Jiawei GENG ; Guizhou ZOU ; Jiabao CHANG ; Zuojiong GONG ; Xiaorong MAO ; Jing ZHU ; Wentao GUO ; Qingwei HE ; Lin LUO ; Yulei ZHUANG ; Hongming XIE ; Yingjun ZHANG
Chinese Journal of Hepatology 2025;33(6):560-569
Objective:To assess the efficacy and safety profile of antaitasvir phosphate combined with yiqibuvir in the treatment of chronic hepatitis C (CHC) of various genotypes, without cirrhosis or with compensated cirrhosis.Methods:394 cases with CHC from 22 centers were collected from October 2021 to April 2023. They were randomly assigned to receive either the experimental drugs (antaitasvir phosphate 100 mg+yiqibuvir 600 mg) or placebo treatment in a 3∶1 ratio. The patients were administered drugs once a day for 12 consecutive weeks, and then followed up for 24 weeks after treatment cessation. All subjects were unblinded at the four-week follow-up following drug discontinuation, with the experimental drug group continuing to complete subsequent post-discontinuation follow-up. The placebo group was switched to receive the experimental drugs for a repeated 12-week treatment period and followed up for another 24 weeks after discontinuation of the drug (placebo delayed treatment phase).The sustained virologic response rate (SVR12) was observed for subjects in the double-blind phase and the placebo delayed-treatment phase at 12 weeks after treatment cessation.Virological resistance analysis was performed on subjects who failed treatment. The primary efficacy endpoint was SVR12. The number and percentage of subjects who achieved "HCV RNA
10.Pulmonary hamartoma: a clinicopathological analysis of 316 cases
Yan DONG ; Fanqing MENG ; Huidi HU ; Lihua SHEN ; Qianqian ZHANG ; Xiaoyan JIN ; Jue ZOU
Chinese Journal of Pathology 2025;54(11):1172-1179
Objective:To investigate the clinicopathological features, pathological classification, and molecular characteristics of pulmonary hamartomas.Methods:A retrospective analysis was conducted on 316 cases of pulmonary hamartomas diagnosed at Nanjing Chest Hospital, Nanjing, China from January 2015 to June 2024. Next generation sequencing (NGS) was performed on 15 cases of this study. The clinical data, histopathological features, immunophenotypes, and molecular alterations were analyzed. Relevant literature was reviewed.Results:Among the 316 patients, there were 154 males and 162 females, with an average age of 56±10 years. Among the 316 cases, 310 were intrapulmonary hamartomas and 6 were intraluminal bronchial hamartomas. Microscopically, there were complex proliferative mesenchymal components and epithelial components, presenting various combinations and hamartomatous morphologies. These hamartomas were morphologically classified into mesenchymal-type hamartomas (cartilaginous, fibrous, smooth muscle, adipose tissue, and mixed types) and epithelial-mesenchymal mixed-type hamartomas (respiratory epithelial-mesenchymal mixed and mucosal gland-mesenchymal mixed types). The cartilaginous hamartomas accounted for 72.8% (230/316) of them, and the non-cartilaginous hamartoma accounted for 27.2% (86/316). Secondary changes such as calcification, ossification, collagenization, mucin degeneration, and cystic changes were commonly present. The immunophenotype was CK7 +/TTF1 + for respiratory epithelial cells, or TTF1 -/CK7 +/p40 + for interstitial cells. Interstitial cells might express desmin, SMA, S-100, caldesmon, etc, while CD34 +/CD10 +/ER + spindle-shaped interstitial cells were also commonly noted. Genetic variations were detected in 11 of the 15 cases that were subject to NGS, including HMGA2-related fusion genes, EP300 mutations, FLT1 mutations, JAK1 mutations, SETD2 and TAP2 mutations, and high-copy amplification of CDK4/PHF1/TSPAN31. The patients were followed up for 6 to 110 months without any known recurrence or metastasis. Conclusions:Pulmonary hamartomas mainly occur in the peripheral lung parenchyma, with the cartilaginous type being the most common. Their clinical pathological and molecular features of pulmonary hamartomas are characterized and the histological types are roughly ascertained in this study, with emphasis of the key points of diagnosis and differential diagnosis. Classification of pulmonary hamartomas is valuable for guiding future research. Pulmonary hamartomas overall have a good prognosis. However, those with cystic changes or intraluminal hamartomas in the bronchus may cause serious airway lesions and therefore require special attention.

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