1.Artificial intelligence in traditional Chinese medicine: from systems biological mechanism discovery, real-world clinical evidence inference to personalized clinical decision support.
Dengying YAN ; Qiguang ZHENG ; Kai CHANG ; Rui HUA ; Yiming LIU ; Jingyan XUE ; Zixin SHU ; Yunhui HU ; Pengcheng YANG ; Yu WEI ; Jidong LANG ; Haibin YU ; Xiaodong LI ; Runshun ZHANG ; Wenjia WANG ; Baoyan LIU ; Xuezhong ZHOU
Chinese Journal of Natural Medicines (English Ed.) 2025;23(11):1310-1328
Traditional Chinese medicine (TCM) represents a paradigmatic approach to personalized medicine, developed through the systematic accumulation and refinement of clinical empirical data over more than 2000 years, and now encompasses large-scale electronic medical records (EMR) and experimental molecular data. Artificial intelligence (AI) has demonstrated its utility in medicine through the development of various expert systems (e.g., MYCIN) since the 1970s. With the emergence of deep learning and large language models (LLMs), AI's potential in medicine shows considerable promise. Consequently, the integration of AI and TCM from both clinical and scientific perspectives presents a fundamental and promising research direction. This survey provides an insightful overview of TCM AI research, summarizing related research tasks from three perspectives: systems-level biological mechanism elucidation, real-world clinical evidence inference, and personalized clinical decision support. The review highlights representative AI methodologies alongside their applications in both TCM scientific inquiry and clinical practice. To critically assess the current state of the field, this work identifies major challenges and opportunities that constrain the development of robust research capabilities-particularly in the mechanistic understanding of TCM syndromes and herbal formulations, novel drug discovery, and the delivery of high-quality, patient-centered clinical care. The findings underscore that future advancements in AI-driven TCM research will rely on the development of high-quality, large-scale data repositories; the construction of comprehensive and domain-specific knowledge graphs (KGs); deeper insights into the biological mechanisms underpinning clinical efficacy; rigorous causal inference frameworks; and intelligent, personalized decision support systems.
Medicine, Chinese Traditional/methods*
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Artificial Intelligence
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Humans
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Precision Medicine
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Decision Support Systems, Clinical
2.Clinical phenotype and genetic analysis of a case of progressive pseudorheumatoid dysplasia caused by CCN6 compound heterozygous mutations and literature review
Mengyu WANG ; Qiaofeng MA ; Zhenhong ZHANG ; Li CHEN ; Jidong LIU
Chinese Journal of Medical Genetics 2025;42(9):1141-1150
Objective:To explore the clinical phenotype and genetic characteristics of a patient with Progressive pseudorheumatoid dysplasia (PPRD) due to compound heterozygous variants of CCN6 gene. Methods:A patient who was admitted to Qilu Hospital of Shandong University due to " bilateral finger joint deformity, bilateral hip and knee joint movement limitation for 19 years" was selected as the study subject. Clinical data of the patient were retrospectively collected. Peripheral blood samples were collected from the patient and her parents and subjected to whole exome sequencing (WES). Long-read sequencing (LRS) and Sanger sequencing were used to verify the candidate variants. Based on the guidelines from the American College of Medical Genetics and Genomics (ACMG), the pathogenicity of candidate variants was classified. This study was approved by the Medical Ethics Committee of Qilu Hospital of Shandong University (Ethics No.: KYLL-202502 061).Results:The patient, a 23-year-old female, presented with progressive polyarticular deformity, limited movement and abnormal growth and development since childhood. She was initially misdiagnosed as Ankylosing spondylitis and had poor response to sulphasalazine and etoricoxib treatment. WES revealed that she has harbored two heterozygous variants of the CCN6 gene (NM_198239.2), namely c. 348C>A and c. 676G>C. LRS confirmed that the two variants are located on two homologous chromosomes and constitute compound heterozygous variants. Based on the ACMG guidelines, both variants were rated as pathogenic (PVS1+ PM2_Supporting+ PM3; PM1+ PM2_Supporting+ PM3_Supporting+ PM5+ PP3_Strong). The c. 676G>C variant has not been recorded by the HGMD and ClinVar databases. Conclusion:The c. 348C>A and c. 676G>C compound heterozygous variants of the CCN6 gene probably underlay the pathogenesis of PPRD in this patient. Above finding has enriched the mutational spectrum of PPRD and provided a basis for the clinical diagnosis and genetic counseling.
3.Comparative analysis of the predictive value of fried frailty phenotype, liver fraily index and short physical performance battery in the prognosis of patients with liver cirrhosis
Jia LUO ; Dai ZHANG ; Shan SHAN ; Xiaoming WANG ; Xiaojuan OU ; Yu WANG ; Jidong JIA
Journal of Clinical Hepatology 2025;41(9):1818-1828
ObjectiveTo investigate the value of Fried Frailty Phenotype (FFP), liver frailty index (LFI), and Short Physical Performance Battery (SPPB) in predicting 2-year all-cause mortality and decompensation events in patients with liver cirrhosis. MethodsA total of 277 patients with liver cirrhosis who were hospitalized in Beijing Friendship Hospital, Capital Medical University, from December 2020 to December 2021 were enrolled, and FFP, LFI, and SPPB were used to assess the state of frailty. Based on the scores of each tool, these patients were divided into frail and non-frail groups. These three tools were compared in terms of consistency and independent predictive performance. The primary endpoints were 2-year all-cause mortality rate and composite endpoints (death+decompensation events), and the Cox regression analysis, the receiver operating characteristic (ROC) curve, net reclassification index (NRI), and integrated discrimination improvement (IDI) index were used to analyze the predictive value of the three tools. Normally distributed continuous data were compared between two groups using the independent samples t-test, while non-normally distributed continuous data were compared using the Mann-Whitney U test. Categorical data were compared between groups using the chi-square test or Fisher’s exact test. The agreement among different frailty tools was evaluated using Cohen’s Kappa statistic. The Kaplan-Meier survival curve was plotted, and a survival analysis was performed using the log-rank test. ResultsThe prevalence rate of frailty assessed by FFP, LFI, and SPPB was 37.2%, 22.4%, and 20.2%, respectively, with a moderate consistency between FFP and LFI/SPPB (κ=0.57, 95% confidence interval [CI]: 0.47 — 0.67; κ=0.51, 95%CI: 0.41 — 0.62) and a relatively high consistency between LFI and SPPB (κ=0.87, 95%CI: 0.80 — 0.94). Compared with the non-frailty group, the frailty group had significantly higher all-cause mortality rate and incidence rate of composite endpoints (P0.001). After multivariate adjustment, FFP, LFI, and SPPB had a hazard ratio of 2.42(95%CI: 1.51 — 5.11), 2.21(95%CI: 1.11 — 4.42), and 2.21(95%CI: 1.14 — 4.30), respectively, in predicting all-cause mortality, as well as a hazard ratio of 2.51(95%CI: 1.61 — 3.91), 2.40(95%CI: 1.51 — 3.80), and 2.20(95%CI: 1.39 — 3.47), respectively, in predicting composite endpoints. Compared with Child-Pugh score, FFP had a significantly greater area under the ROC curve (AUC) in predicting all-cause mortality (0.79 vs 0.69, P=0.032) and composite endpoints (0.75 vs 0.68, P=0.044). Frailty assessment tools combined with Child-Pugh score significantly improved the performance in predicting all-cause mortality and composite endpoints, with an AUC of 0.81 — 0.82 and 0.77 — 0.78, respectively (P0.05). NRI and IDI analyses further confirmed the improvement of the combined model in classification (all P0.001). ConclusionFFP, LFI, and SPPB can independently predict adverse outcomes in patients with liver cirrhosis, among which FFP has the best predictive performance, and the combination of frailty assessment tools with Child-Pugh score can significantly enhance the accuracy of prognostic evaluation.
4.Clinical phenotype and genetic analysis of a patient with Progressive pseudorheumatoid dysplasia due to compound heterozygous variants of CCN6 gene and a literature review.
Mengyu WANG ; Qiaofeng MA ; Zhenhong ZHANG ; Li CHEN ; Jidong LIU
Chinese Journal of Medical Genetics 2025;42(9):1141-1150
OBJECTIVE:
To explore the clinical phenotype and genetic characteristics of a patient with Progressive pseudorheumatoid dysplasia (PPRD) due to compound heterozygous variants of CCN6 gene.
METHODS:
A patient who was admitted to Qilu Hospital of Shandong University due to "bilateral finger joint deformity, bilateral hip and knee joint movement limitation for 19 years" was selected as the study subject. Clinical data of the patient were retrospectively collected. Peripheral blood samples were collected from the patient and her parents and subjected to whole exome sequencing (WES). Long-read sequencing (LRS) and Sanger sequencing were used to verify the candidate variants. Based on the guidelines from the American College of Medical Genetics and Genomics (ACMG), the pathogenicity of candidate variants was classified. This study was approved by the Medical Ethics Committee of Qilu Hospital of Shandong University (Ethics No.: KYLL-202502 061).
RESULTS:
The patient, a 23-year-old female, presented with progressive polyarticular deformity, limited movement and abnormal growth and development since childhood. She was initially misdiagnosed as Ankylosing spondylitis and had poor response to sulphasalazine and etoricoxib treatment. WES revealed that she has harbored two heterozygous variants of the CCN6 gene (NM_198239.2), namely c.348C>A and c.676G>C. LRS confirmed that the two variants are located on two homologous chromosomes and constitute compound heterozygous variants. Based on the ACMG guidelines, both variants were rated as pathogenic (PVS1+PM2_Supporting+PM3; PM1+PM2_Supporting+PM3_Supporting+PM5+PP3_Strong). The c.676G>C variant has not been recorded by the HGMD and ClinVar databases.
CONCLUSION
The c.348C>A and c.676G>C compound heterozygous variants of the CCN6 gene probably underlay the pathogenesis of PPRD in this patient. Above finding has enriched the mutational spectrum of PPRD and provided a basis for the clinical diagnosis and genetic counseling.
Humans
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Female
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CCN Intercellular Signaling Proteins/genetics*
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Phenotype
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Heterozygote
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Young Adult
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Mutation
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Exome Sequencing
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Joint Diseases/congenital*
5.An excerpt of management of acute variceal bleeding: updated APASL guidelines (2025 edition)
Lijuan FENG ; Min WANG ; Guanhua ZHANG ; Yuhong SUO ; You DENG ; Fuliang HE ; Yu WANG ; Jidong JIA
Journal of Clinical Hepatology 2025;41(11):2252-2257
On August 31, 2025, the Asian Pacific Association for the Study of the Liver (APASL) updated and released management of acute variceal bleeding: updated APASL guidelines (2025 edition), which systematically elaborates on the definition, diagnosis, assessment, and treatment of acute variceal bleeding. This article gives an excerpt of the recommendations in this guideline.
6.LncRNA GAS5 inhibits glioma progression through miR-135b-5p/APC axis
Jidong ZHANG ; Yutao WANG ; Jianwen JI
Journal of Army Medical University 2025;47(3):243-254
Objective To explore the interaction between long non-coding RNA growth arrest-specific 5(GAS5)and miR-135b-5p/adenomatous polyposis coli(APC)axis,and to elucidate its biological function in the proliferation,metastasis and invasion of glioma.Methods The relationship of GAS5 expression level with survival rate of glioma patients was analyzed based on CGGA database.qRT-PCR was used to detect the expression level of GAS5 in glioma tissues and cell lines.Human glioma T98 and A172 cell lines were subjected for overexpression and knockdown of GAS5,miR-135b-5p and APC by transfection.Western blotting and qRT-PCR were applied to measure the expression of related genes in glioma tissues or cell lines.CCK-8,Transwell and wound healing assays was conducted to determine the effect of GAS5 on the viability and motility of glioma cells.Moreover,dual luciferase reporter analysis were utilized to elucidate the regulatory mechanisms of GAS5 and miR-135b-5p/APC.Results Analysis on CGGA database showed that the survival rate of glioma patients with low GAS5 expression was significantly decreased(P<0.001).Western blotting and qRT-PCR indicated that GAS5 was down-regulated in the glioma cell lines and tissues than human normal astrocytes and para-cancer tissues(P<0.01).The results of CCK-8,Transwell and wound healing assays revealed that overexpression of GAS5 significantly inhibited the viability,invasion and migration abilities in T98 cells when compared with the cells of the vector group(P<0.01).Dual luciferase reporter analysis displayed that there were binding sites between GAS5 and miR-135b-5p,and the expression of the two was negatively correlated(P=0.019).Further studies suggested that the effect of GAS5 on biological function in glioma cells was through targeting miR-135b-5p,and overexpression of APC reversed the promoting effect of miR-135b-5p on glioma cells(P<0.01).Western blotting displayed that enhancing miR-135b-5p expression inhibited the expression of APC(P<0.001),and GAS5 upregulated the expression of APC by targeting miR-135b-5p(P<0.01).Conclusion GAS5 inhibits the progression of glioma via miR-135b-5p/APC axis,which revealing the molecular regulatory mechanism of GAS5/miR-135b-5p/APC.
7.Construction of performance management model based on comprehensive evaluation method with probability weight for emergency equipment
Xinyi HE ; Jing ZHANG ; Zhenglin LOU ; Jidong ZHANG
China Medical Equipment 2025;22(10):115-119,127
Objective:To construct a performance management model based on comprehensive evaluation method with probability weight,and to explore its application value in management for emergency equipment.Methods:A performance evaluation system was formulated by performance management model from three dimensions included operation quality,cost investment and social benefit of emergency equipment.Probability weight method was used to assign the index weight,and management countermeasures included engineering technical support,expenditure control and improvement of social benefit were formulated according to the comprehensive evaluation results.A total of 109 emergency equipment in clinical use at Renji Hospital,Shanghai Jiao Tong University School of Medicine from March 2022 to February 2024 were selected.The management method with conventional evaluation model(conventional evaluation management method)was adopted to manage 103 equipment during March 2022 and February 2023,and the management method with performance management model based on comprehensive evaluation method with probability weight(comprehensive evaluation management method)was adopted to manage 104 equipment(included the used 98 equipment that were managed by conventional evaluation management method at the first stage,and 6 new equipment)during March 2023 and February 2024.The operation quality and management cost of the two kinds of management methods for equipment were compared.A self-made questionnaire survey was conducted to investigate the performance evaluation of operators,who used equipment,for the two kinds of management methods in using equipment.Results:The average use rate,data integrity rate and pass rate of quality inspection of clinical emergency equipment of adopting the comprehensive evaluation management method were respectively(96.61±1.52)%,(97.74±1.91)%and(95.96±1.19)%,all of which were higher than those of adopting conventional evaluation management method.The average values of the alarm rate and the damage rate of the component and accessories of the system were respectively(1.24±0.83)%and(1.08±0.56)%,both of which were lower than those of the conventional evaluation management method.The differences of the above indicators were statistically significant(t=3.410,3.292,3.848,2.967,2.825,P<0.05).The average amplification of the management investment of respiratory therapy,diagnosis and treatment of electrocardiogram,rescue treatment,basic treatment and other management investment of emergency equipment were lower than those of the conventional evaluation management method,and the differences were statistically significant(t=3.533,3.487,4.002,3.317,2.726,P<0.05).The scores of operators who used equipment for configurations quantity,configuration quality and management level that adopted comprehensive evaluation management method were all higher than those that adopted conventional evaluation management method,and the differences were statistically significant(t=3.183,3.934,2.363,P<0.05).Conclusion:The performance management model based on the comprehensive evaluation method with probability weight can enhance the operational quality of clinical emergency equipment,and control the management cost of equipment,and improve the service level of equipment.
8.Distribution characteristics of serum HBsAg levels in Chinese patients with chronic hepatitis B based on CR-HepB
Shuyan CHEN ; Shan SHAN ; Yuanyuan KONG ; Xiaoqian XU ; Hao WANG ; Xiaoning WU ; Jialing ZHOU ; Bingqiong WANG ; Tongtong MENG ; Mengyang ZHANG ; Jidong JIA ; Yameng SUN ; Hong YOU
Chinese Journal of Hepatology 2025;33(1):34-40
Objective:To explore the distribution characteristics of HBsAg levels in treatment-na?ve and treatment-experienced patients with chronic hepatitis B (CHB) in China.Methods:Data were obtained from the China Registry of Hepatitis B (CR-HepB) platform from the establishment of the platform to April 11, 2024. Patients with CHB who were treatment-na?ve and treatment-experienced with nucleos(t)ide analogs (NAs) were included. Relevant clinical data were collected. The distribution of hepatitis B surface antigen (HBsAg) status, as well as the levels in populations of different age groups after different antiviral treatment durations, were retrospectively analyzed. Normally and non-normally distributed measured data were represented by Mean± SD, and M( Q1, Q3). Results:A total of 13 505 treatment-na?ve patients and 6 390 treatment-experienced patients were included in the analysis. The proportions of treatment-na?ve patients with HBsAg<100, <500, and <1 500 IU/mL were 10.51%, 28.47%, and 46.85%, and the corresponding proportions of treatment-experienced patients were 12.88%, 29.84%, and 52.07%. The proportions of treatment-na?ve patients with HBsAg levels≥1 500, ≥3 000, and≥8 000 IU/mL were 53.15%, 38.17%, and 15.62%, and the corresponding proportions of treatment-experienced patients were 47.93%, 31.77%, and 10.39%. HBsAg level showed a trend of gradual decrease with the increase of antiviral treatment time. The proportion of treatment-experienced patients with HBsAg<100 IU/mL increased from 12.73% when the treatment duration was less than three years to 26.92% when the treatment duration was≥10 years, while the proportion of patients with HBsAg levels≥3 000 IU/mL or≥8 000 IU/mL decreased from 34.66% to 23.08% and from 12.19% to 5.77%, respectively. The proportion of patients with HBsAg<100, <500, and<1 500 IU/mL increased with age, while the proportion of patients with HBsAg≥1 500, ≥3 000, and ≥8 000 IU/mL decreased sequentially.Conclusions:The CR-HepB platform provides a basis for clarifying the serum HBsAg levels in treatment-na?ve and treatment-experienced CHB patients in China. The HBsAg status indicates that with a prolonged antiviral treatment duration, there is a gradual decline trend in HBsAg level.
9.Analysis of factors affecting fibrosis reversal in patients with metabolic associated steatohepatitis based on magnetic resonance elastography
Ziyi ZHANG ; Chenglin SUN ; Hao REN ; Dawei YANG ; Xinyu ZHAO ; Mengyang ZHANG ; Xiao HAN ; Jingjie ZHAO ; Qianyi WANG ; Yameng SUN ; Xinyan ZHAO ; Jidong JIA ; Zhenghan YANG ; Xiaofei TONG ; Hong YOU
Chinese Journal of Hepatology 2025;33(10):1001-1008
Objective:To dynamically assess liver fibrosis using magnetic resonance elastography (MRE) and explore factors associated with fibrosis reversal in patients with metabolic dysfunction-associated steatohepatitis (MASH).Methods:This study included data from patients diagnosed with MASH by liver biopsy who underwent at least two MRE examinations. Patients were divided into a fibrosis reversal group and a non-reversal group according to whether MRE values decreased by 20% during follow-up. Differences in clinical data between the groups were compared using analysis of variance, the Kruskal-Wallis test, and the chi-square test. Univariate and multivariate logistic regression analyses were used to explore independent risk factors for fibrosis reversal in MASH.Results:A total of 46 cases were included in this study (mean age 50.1±12.3 years, BMI 26.1±3.1 kg/m2). Among them, the reversal group accounted for 26.1%. The rate of decrease in MRI proton density fat fraction (PDFF) was significantly higher in the reversal group (-50.0% vs. -8.1%, P=0.001) than in the non-reversal group between the two MRE examinations. The reversal group showed a more significant change rate of decreases in fasting insulin (-37.3% vs. -3.6%, P=0.011), insulin resistance index (-38.6% vs. -6.5%, P=0.044), and ALP (-24.9% vs. 0, P=0.004). Multivariate logistic regression analysis indicated that the rate of change in MRI PDFF was an independent predictor of fibrosis reversal ( OR=0.96, 95% CI: 0.92-1.00, P=0.046). Conclusion:A decrease in MRI proton density fat fraction levels is independently associated with liver fibrosis reversal in MASH, suggesting that intervention targeting liver fat content may be an effective treatment strategy.
10.Clinical features and prognosis of patients with primary sclerosing cholangitis:An analysis of 107 cases
Tongtong MENG ; Weijia DUAN ; Xinyu LI ; Junqi NIU ; Huiguo DING ; Ying HAN ; Wen XIE ; Lu ZHOU ; Bangmao WANG ; Liping GUO ; Jie LI ; Bei JIA ; Lingyi ZHANG ; Liang WANG ; Xiaoqian XU ; Yu WANG ; Xiaojuan OU ; Xinyan ZHAO ; Hong YOU ; Jidong JIA ; Yuanyuan KONG
Journal of Clinical Hepatology 2025;41(7):1337-1343
Objective To describe the clinical features of patients with primary sclerosing cholangitis(PSC)in China based on a nationwide multicenter patient cohort,and to investigate the risk factors for prognosis.Methods A retrospective cohort study was conducted among the patients with a confirmed diagnosis of PSC based on the electronic medical record system of seven grade A tertiary hospitals across the country,and related data were extracted.The Mann-Whitney U test was used for comparison of continuous data between groups,and the chi-square test was used for comparison of categorical data between groups.The Kaplan-Meier method was used to estimate liver transplant-free survival,and the log-rank test was used for comparison of survival rate between PSC patients with different features.The Cox regression model was used to identify independent risk factors for the prognosis of PSC patients and the interactions between key factors.Results A total of 107 patients were enrolled,among whom 55.6%(55/99)had large-duct PSC and 29.0%(31/107)had comorbidity with inflammatory bowel disease(IBD).The positivity rate of anti-neutrophil cytoplasmic antibody(ANCA)was 32.9%(24/73),and 50.0%(40/80)of the patients had an increase in IgG/IgM.The median symptom-to-diagnosis interval was 1 year(<1-4.0),and 38.3%(41/107)of the patients had progressed to decompensated cirrhosis at the time of diagnosis.The median liver transplant-free survival time was 114 months(95%confidence interval[CI]:62-166),with a 5-year survival rate of 65.7%.The multivariate analysis showed that an increase in total bile acid(TBA)(hazard ratio[HR]=1.006,95%CI:1.002-1.010,P=0.001)and a prolonged symptom-to-diagnosis interval(HR=1.252,95%CI:1.059-1.480,P=0.009)were independent risk factors for prognosis.The interaction analysis showed that compared with the female patients with TBA<50 μmol/L,both male and female patients with TBA≥50 μmol/L had a significant increase in the risk of liver transplantation or death(male:HR=16.563,95%CI:2.103-130.449,P<0.001;female:HR=17.009,95%CI:2.113-136.934,P<0.001),and compared with the patients with an age of<45 years and a TBA level of<50 μmol/L,the patients with an age of≥45 years and a TBA level of≥50 μmol/L had a significant increase in the risk of liver transplantation or death(HR=10.729,95%CI:1.325-86.859,P=0.026).Compared with the female patients with an symptom-to-diagnosis interval of≤2 years,the male patients with a symptom-to-diagnosis interval of>2 years had an increased risk of liver transplantation or death(HR=4.825,95%CI:1.725-13.644,P=0.003),and compared with the patients with an age of<45 years and a symptom-to-diagnosis interval of≤2 years,the patients with an age of<45 years and a symptom-to-diagnosis interval of>2 years had an increased risk of liver transplantation or death(HR=4.983,95%CI:1.366-18.173,P=0.015).Conclusion Compared with the reports from Western countries,large-duct PSC is also the main type of PSC in China,but with a relatively low proportion,and there is also a relatively low proportion of patients with IBD or positive ANCA.An increase in TBA and a prolonged symptom-to-diagnosis interval are independent risk factors for prognosis,with significant interactions with age and sex.This suggests that early screening and intervention should be enhanced to improve prognosis.

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