1.Pathogenesis Reasoning Chain-of-thought Supervision for Large Language Models: Syndrome Manifestation Recognition and Multidimensional Evaluation in Spleen-stomach Disorders
Shu-Han YANG ; Yu-Xin HU ; Xin-Yu YU ; Yu-Ying TU ; Yi-Chang ZANG ; Pan-Fei LI
Progress in Biochemistry and Biophysics 2026;53(5):1240-1263
ObjectiveThe essence of syndrome manifestation recognition in traditional Chinese medicine (TCM) is to infer the body’s latent pathogenesis state from clinical observational information, rather than to perform simple label matching. However, previous studies have largely modeled this task as syndrome pattern classification within a fixed label space, which does not adequately reflect the cognition process of TCM syndrome differentiation centered on pathogenesis reasoning, and is also insufficient to capture the openness, semantic variability, and cross-disease reusability of syndrome manifestation expression. This study aimed to investigate whether introducing pathogenesis reasoning chain-of-thought (PR-CoT) supervision into large language models (LLMs) could improve the quality and cognitive consistency of syndrome manifestation recognition and support cross-disease transfer. MethodsSyndrome manifestation recognition was formulated as a conditional generation task under the framework of clinical observational information (X)→pathogenesis structure (Z)→syndrome pattern output (Y), where Z serves as an explicit intermediate structural variable linking the clinical evidence and syndrome judgment. Within this framework, a PR-CoT-supervised dataset for syndrome manifestation recognition was constructed based on medical case records of spleen-stomach disorders. After preprocessing, information extraction, manual proofreading, and data cleaning, the dataset comprised 4 800 training cases, 400 development cases, and 400 test cases. Each sample was annotated with a structured PR-CoT consisting of three progressive levels: clinical information summarization, comprehensive pathogenesis analysis, and syndrome pattern output. Supervised fine-tuning was conducted on open-source LLMs, with an end-to-end model serving as the baseline. Qwen3-32B was used as the primary experimental model, and Qwen3-14B as the scale comparison model. A progressive multidimensional evaluation framework was further established, comprising a structural parsing level, a semantic similarity level, and an expert blind review level. At the structural parsing level, syndrome pattern expressions were decomposed into structural elements and evaluated using Precision, Recall, F1 score, and Jaccard similarity. At the semantic similarity level, independent LLMs scored the theoretical proximity between predicted and reference syndrome patterns. At the expert blind review level, three TCM experts independently evaluated model outputs on two dimensions: syndrome differentiation consistency and terminology standardization of syndrome patterns. In addition, zero-shot cross-disease transfer evaluation was conducted on gynecological and heart-system disorder test sets. ResultsAt the structural parsing level, PR-CoT supervision did not lead to a stable improvement in the element-wise overlap of syndrome pattern structural components. Compared with the corresponding baselines, neither Qwen3-32B nor Qwen3-14B showed consistent advantages in structural matching metrics after the introduction of PR-CoT supervision. In contrast, at the semantic similarity level, PR-CoT supervision produced stable positive gains across different model scales and evaluation systems. The average semantic score of Qwen3-32B increased from 6.425 8 in the baseline model to 6.585 0 after PR-CoT supervision, and that of Qwen3-14B increased from 5.870 0 to 5.964 2. At the expert blind review level, the overall score of Qwen3-32B (PR-CoT) was 7.026 0±0.107 7, higher than 6.416 3±0.288 9 for its baseline. In zero-shot cross-disease testing, the PR-CoT model still showed advantages in semantic evaluation and expert evaluation on both gynecological and heart-system disorder test sets, indicating a certain degree of transferability. ConclusionThe benefits of PR-CoT supervision are mainly reflected in TCM semantic consistency and clinical plausibility, rather than in improved hard matching of structural elements. These findings support understanding syndrome manifestation recognition as a process of generating and expressing latent pathogenesis structures, rather than as a classification task within a traditional fixed label space. By introducing pathogenesis reasoning as an explicit intermediate structure into the modeling process and combining it with a progressive multidimensional evaluation framework, this study provides a methodological pathway for intelligent TCM syndrome differentiation that integrates theoretical alignment, interpretability, and multi-level evaluation.
2.Pathogenesis Reasoning Chain-of-thought Supervision for Large Language Models: Syndrome Manifestation Recognition and Multidimensional Evaluation in Spleen-stomach Disorders
Shu-Han YANG ; Yu-Xin HU ; Xin-Yu YU ; Yu-Ying TU ; Yi-Chang ZANG ; Pan-Fei LI
Progress in Biochemistry and Biophysics 2026;53(5):1240-1263
ObjectiveThe essence of syndrome manifestation recognition in traditional Chinese medicine (TCM) is to infer the body’s latent pathogenesis state from clinical observational information, rather than to perform simple label matching. However, previous studies have largely modeled this task as syndrome pattern classification within a fixed label space, which does not adequately reflect the cognition process of TCM syndrome differentiation centered on pathogenesis reasoning, and is also insufficient to capture the openness, semantic variability, and cross-disease reusability of syndrome manifestation expression. This study aimed to investigate whether introducing pathogenesis reasoning chain-of-thought (PR-CoT) supervision into large language models (LLMs) could improve the quality and cognitive consistency of syndrome manifestation recognition and support cross-disease transfer. MethodsSyndrome manifestation recognition was formulated as a conditional generation task under the framework of clinical observational information (X)→pathogenesis structure (Z)→syndrome pattern output (Y), where Z serves as an explicit intermediate structural variable linking the clinical evidence and syndrome judgment. Within this framework, a PR-CoT-supervised dataset for syndrome manifestation recognition was constructed based on medical case records of spleen-stomach disorders. After preprocessing, information extraction, manual proofreading, and data cleaning, the dataset comprised 4 800 training cases, 400 development cases, and 400 test cases. Each sample was annotated with a structured PR-CoT consisting of three progressive levels: clinical information summarization, comprehensive pathogenesis analysis, and syndrome pattern output. Supervised fine-tuning was conducted on open-source LLMs, with an end-to-end model serving as the baseline. Qwen3-32B was used as the primary experimental model, and Qwen3-14B as the scale comparison model. A progressive multidimensional evaluation framework was further established, comprising a structural parsing level, a semantic similarity level, and an expert blind review level. At the structural parsing level, syndrome pattern expressions were decomposed into structural elements and evaluated using Precision, Recall, F1 score, and Jaccard similarity. At the semantic similarity level, independent LLMs scored the theoretical proximity between predicted and reference syndrome patterns. At the expert blind review level, three TCM experts independently evaluated model outputs on two dimensions: syndrome differentiation consistency and terminology standardization of syndrome patterns. In addition, zero-shot cross-disease transfer evaluation was conducted on gynecological and heart-system disorder test sets. ResultsAt the structural parsing level, PR-CoT supervision did not lead to a stable improvement in the element-wise overlap of syndrome pattern structural components. Compared with the corresponding baselines, neither Qwen3-32B nor Qwen3-14B showed consistent advantages in structural matching metrics after the introduction of PR-CoT supervision. In contrast, at the semantic similarity level, PR-CoT supervision produced stable positive gains across different model scales and evaluation systems. The average semantic score of Qwen3-32B increased from 6.425 8 in the baseline model to 6.585 0 after PR-CoT supervision, and that of Qwen3-14B increased from 5.870 0 to 5.964 2. At the expert blind review level, the overall score of Qwen3-32B (PR-CoT) was 7.026 0±0.107 7, higher than 6.416 3±0.288 9 for its baseline. In zero-shot cross-disease testing, the PR-CoT model still showed advantages in semantic evaluation and expert evaluation on both gynecological and heart-system disorder test sets, indicating a certain degree of transferability. ConclusionThe benefits of PR-CoT supervision are mainly reflected in TCM semantic consistency and clinical plausibility, rather than in improved hard matching of structural elements. These findings support understanding syndrome manifestation recognition as a process of generating and expressing latent pathogenesis structures, rather than as a classification task within a traditional fixed label space. By introducing pathogenesis reasoning as an explicit intermediate structure into the modeling process and combining it with a progressive multidimensional evaluation framework, this study provides a methodological pathway for intelligent TCM syndrome differentiation that integrates theoretical alignment, interpretability, and multi-level evaluation.
3.Development of the "Clinical Ethics" Course for the Eight-Year Clinical Medicine Program: Explorations and Practices by an Interdisciplinary Teaching Team
Jiangli HAN ; Yali CONG ; Qiong BAI ; Shu LI ; Guangkuan XIE ; Tongyan HAN ; Chuan MA ; Ying YAO ; Fei DONG ; Huilin LIU ; Rui WU ; Qinggang GE ; Liang WANG ; Yuxi XIA ; Shixian GU ; Xuan HE ; Ning SHEN
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1223-1229
With the rapid advancement of medical technology and the increasing complexity of clinical environments, competence in clinical ethical decision-making has become an indispensable core competency for exemplary physicians. However, traditional medical ethics education has long been confronted with the persistent challenges of theory-practice dissociation and the disconnect between pedagogical settings and clinical realities. Thus, how to construct a "Clinical Ethics" curriculum that aligns with the objectives of training high-caliber medical professionals has emerged as a critical and challenging issue in current medical education reform. To effectively address this challenge, the Office of Education at Peking University Third Hospital, since 2021, has assembled a multidisciplinary "Clinical Ethics" teaching and management team comprising faculty from Peking University School of Humanities and key clinical specialists from the hospital. In 2022, the "Clinical Ethics" elective course was formally launched for fourth-year students in the eight-year MD program who had completed coursework in "Medical Ethics" and organ-system-based curricula, with the aim of exploring and operationalizing a pre-clinical ethics education model tailored for senior medical students. The course employs a modular instructional design encompassing "theoretical review-case-based deliberation-clinical workshop", which effectively facilitates the deep integration of medical humanities with clinical practice.Following four years of iterative refinement through the "plan-act-observe-reflect" cycle, the course has demonstrated positive outcomes in enhancing students' ethical awareness and decision-making capabilities, and has preliminarily established a sustainable collaborative mechanism among the multidisciplinary faculty team. This article systematically delineates the course development background, pedagogical model and methodological innovations, and the multidisciplinary collaborative framework, alongside reflections and summaries based on implementation outcomes, with the intent of providing references for the future development of "Clinical Ethics" curricula.
4.Clinicopathological analysis of medullary thyroid carcinoma combined with papillary thyroid carcinoma
Ying YIN ; Yan SHU ; Ruiping LI ; Zheng ZENG
China Modern Doctor 2025;63(27):41-45
Objective To explore the clinical and pathological characteristics of medullary thyroid carcinoma(MTC)combined with papillary thyroid carcinoma(PTC),and to improve the detection rate of mixed thyroid tumors.Methods A retrospective analysis was conducted on the clinicopathological data of 11 cases of MTC combined with PTC diagnosed in the Department of Pathology,Jiangsu Province Hospital on Integration of Chinese and Western Medicine from April 2010 to April 2025,and analysis.Results Among the 11 patients,there were 4 males and 7 females with a median age of 57 years.The preoperative puncture pathology of 11 cases was not diagnosed as MTC combined with PTC.All patients underwent intraoperative rapid pathological diagnosis.Among them,5 cases were MTC combined with PTC,3 cases were PTC combined with thyroid follicular neoplasm,and the rest were diagnosed with single tumor(PTC or MTC).Conventional pathology diagnosed that all 11 patients had MTC combined with PTC,among which 2 cases were mixed MTC-PTC,and 6 cases were combined with multinodular goiter,and 3 cases combined with chronic lymphocytic thyroiditis.The histological morphology of MTC and PTC was diverse,presenting in arrangements such as papillary,island,follicular or solid.MTC cells are round,oval,spindle-shaped or plasma cell-like,with indistinct boundaries.The cytoplasm is eosinophilic,bicolotropic or transparent.The nucleus is round,irregular or spindle-shaped,with rough chromatin that does not have the characteristics of PTC cell nuclei.Amyloid deposits are seen in the interstitium.Immunohistochemistry expresses calcitonin(CT)and carcinoembryonic antigen(CEA),but does not express thyroglobulin(Tg).Special staining shows Congo red as brick red,and under a polarizing microscope,it appears as a refractive apple green.The nuclei of PTC cells are round or oval,and the cytoplasm is eosinophilic or bicolotropic.The nuclei are enlarged and arranged in a crowded manner.Nuclear grooves and pseudo-inclusions within the nucleus can be seen.Immunohistochemistry expressed thyroid transcription factor-1,paired box gene 8,and mesothelial cell membrane protein protenin mesothelial cell membrane protenin-1,Tg,galectin-3,cytokeratin are not expressed.CT and CEA are not expressed.Special staining is negative for Congo red.Conclusion MTC combined with PTC is relatively rare.There are no special manifestations in clinical features and imaging examinations.Preoperative puncture pathology and intraoperative rapid pathology are difficult to make a clear diagnosis.Clinicians and pathologists should avoid missed diagnoses or misdiagnoses.
5.Application of teamwork cooperation model of encephalopathy discipline group in clinical teaching of Neurology
Ying BIAN ; Bao QIU ; Shu LI ; Junping RAO ; Hongzhong SONG ; Lisheng YU
Journal of Shenyang Medical College 2025;27(1):91-95
Objective:To observe the applying effect of teamwork cooperation model of encephalopathy in the clinical teaching of Neurology.Methods:Sixty undergraduate students who practiced in our hospital were randomly divided into the control group and the experimental group,with 30 students in each group.The control group was arranged for internship according to the traditional department-based model,while the experimental group was arranged according to the teamwork cooperation model of encephalopathy discipline group.The theoretical examination scores and clinical skills scores of the two groups were compared,and the Mini-Clinical Evaluation Exercise(Mini-CEX)scale was used for dual evaluation by teachers and students from seven aspects:inquiry skills,physical examination skills,humanistic care,clinical judgment,communication skills,organizational effectiveness,and overall clinical competence.Result:There were statistically significant differences between the experimental group and the control group in theoretical examination scores,clinical skills scores,and dual evaluation by teachers and students(P<0.05).Conclusion:Compared with the traditional teaching model,the teamwork cooperation model of encephalopathy discipline group has achieved better results in the clinical teaching of Neurology.
6.A Randomized Controlled Trial of Stone Needle Thermocompression and Massage for Treating Chronic Musculoskeletal Pain in the Shoulder and Back:A Secondary Analysis of Muscle Elasticity as a Mediator
Jingjing QIAN ; Yuanjing LI ; Li LI ; Yawei XI ; Ying WANG ; Cuihua GUO ; Jiayan ZHOU ; Yaxuan SUN ; Shu LIU ; Guangjing YANG ; Na YUAN ; Xiaofang YANG
Journal of Traditional Chinese Medicine 2025;66(9):935-940
ObjectiveTo evaluate the effectiveness of stone needle thermocompression and massage compared to flurbiprofen gel patch in relieving chronic musculoskeletal pain in the shoulder and back, and to explore the potential mediating mechanism through muscle elasticity. MethodsA total of 120 patients with chronic musculoskeletal pain in the shoulder and back were randomly assigned to either stone needle group or flurbiprofen group, with 60 patients in each. The stone needle group received stone needle thermocompression and massage for 30 minutes, three times per week; the flurbiprofen group received flurbiprofen gel patch twice daily. Both groups were treated for 2 weeks. Pain improvement, as the primary outcome, was assessed using the Global Pain Scale (GPS) at baseline, after 2 weeks of treatment, and again 2 weeks post-treatment. To explore potential mechanisms, a mediator analysis was conducted by measuring changes in superficial and deep muscle elasticity using musculoskeletal ultrasound at baseline and after the 2-week treatment period. ResultsThe stone needle group showed significantly greater pain relief than the flurbiprofen group 2 weeks post-treatment. After adjusting for confounders related to pain duration, the between-group mean difference was -8.8 [95% CI (-18.2, -0.7), P<0.05]. Part of the therapeutic effect was mediated by changes in deep muscle elasticity, with a mediation effect size of -1.5 [95% CI (-2.0, -0.9), P = 0.024], accounting for 17.9% of the total effect. ConclusionStone needle thermocompression and massage can effectively relieve chronic musculoskeletal pain in the shoulder and back, partly through a mediating effect of improved deep muscle elasticity.
7.Association between insulin resistance and idiopathic central precocious puberty in girls and the diagnostic value of insulin resistance
Jin-Bo LI ; Ya XIAO ; Shu-Qin JIANG ; Xiang-Yang LUO ; Hong-Ru ZHANG ; Jun SUN ; Wen-Hui SHI ; Ying YANG ; Wei WANG
Chinese Journal of Contemporary Pediatrics 2025;27(12):1487-1492
Objective To explore the relationship between insulin resistance and idiopathic central precocious puberty(ICPP)in girls and the diagnostic value of insulin resistance.Methods Clinical data of 245 girls aged 4 to 7.5 years with low luteinizing hormone(LH)levels(0.2-0.83 IU/L),normal body weight(body mass index standard deviation score between-2 and+2),and early breast development who visited the Department of Pediatric Endocrinology,Henan Provincial Maternal and Child Health Hospital from January 2022 to March 2025 were retrospectively analyzed.According to the Expert Consensus on the Diagnosis and Treatment of Central Precocious Puberty(2022),patients were assigned to an ICPP group(n=123)or a control group(n=122).Correlations between the homeostasis model assessment of insulin resistance(HOMA-IR)and selected indices were assessed.Multivariable logistic regression was used to evaluate the association between HOMA-IR and ICPP,and the diagnostic performance of various indices for ICPP was evaluated.Results HOMA-IR was higher in the ICPP group than in the control group(P<0.001)and was positively correlated with LH peak(rs=0.467,P<0.05)and the LH peak/FSH peak ratio(rs=0.444,P<0.05).The multivariable logistic regression model including age,BMI,and basal LH showed that HOMA-IR was closely associated with ICPP(OR=2.756,95%CI:1.940-3.913).Receiver operating characteristic curve analysis showed that the areas under the curve for basal LH,HOMA-IR,and their combination in diagnosing ICPP were 0.735,0.735,and 0.805,respectively(P<0.05),and the combined model had a greater area under the curve than either basal LH or HOMA-IR alone(both P<0.05).Conclusions HOMA-IR is closely associated with ICPP in girls with low LH and normal body weight,and combining HOMA-IR with basal LH improves early identification and diagnostic efficiency in this population.
8.Effects of Japan Tallow on Alleviating Liver Injury and Modulating Gut Microbiota in Type 2 Diabetic Mice
Kai-ya XIE ; Xin YU ; En-ya LI ; Li-ping HUA ; Xiao-man LI ; Ying-zhen SU ; Meng-chun SHU ; Yi-jian YANG
Progress in Modern Biomedicine 2025;25(19):3041-3047
Objective:To investigate the effects of Japan tallow(JT)on liver injury and gut microbiota regulation in type 2 diabetes mellitus(T2DM)mice,thereby providing a theoretical basis for developing therapeutic edible oils for diabetes treatment.Methods:T2DM animal model was established through a combined approach of nutritional intervention and chemical induction.Experimental animals were first fed a high-fat diet(HFD)for 6 weeks,followed by intraperitoneal injection of freshly prepared streptozotocin(STZ).After successful model establishment,the mice were divided into five groups(n=6 per group):control group without any intervention;T2DM group;HFD reversion to standard chow group;metformin group;and JT intervention group,which received respective treatments for 4 weeks.At the endpoint,fresh fecal samples were collected from all groups,and the gut microbiota composition was analyzed using 16s rDNA high-throughput sequencing.Liver histopathological changes were examined using histological methods.Results:Compared with the normal control(ND),T2DM mice showed significantly increased fasting blood glucose(FBG)levels,with evident hepatocyte lipid accumulation,steatosis,inflammatory cell infiltration,and widespread vacuolar and fatty degeneration.After Japan tallow(JT)intervention,FBG levels decreased significantly,liver color approximated normal appearance,and pathological morphology improved noticeably.16s rDNA sequencing analysis demonstrated that JT treatment could effectively regulate the intestinal microbiota structure in T2DM mice.Increased microbial α-diversity indices(Chao1,observed_species,Faith_pd,Simpson);At the phylum level,increased Verrucomicrobia abundance while decreased Proteobacteria were detected;At the family level,elevated Bifidobacteriaceae and reduced Porphyromonadaceae were seen;At the genus level,Bifidobacterium was promoted and Akkermansia proliferat while Escherichia and Klebsiella were downregulated.Conclusions:Japan tallow exhibits significant effects in alleviating liver tissue damage and regulating intestinal microbiota disorders in T2DM mice,our study indicated new theoretical basis for the research and development of potential strategy for diabetes.
9.Construction and evaluation of a cell model simulating the change of testicular microenvironment mediated by hypoxic and high-pressure conditions in varicocele mice
Shu-lin LIANG ; Li-guo GENG ; Ling HAN ; Chu-nan RONG ; Zhan QIN ; Juan DU ; Chao-ba HE ; Shao-ying YUAN
National Journal of Andrology 2025;31(6):483-491
Objective:Varicocele(VC)induces male infertility by mediating changes in the testicular microenvironment,in which testicular hypoxia and high-pressure are important pathological conditions.This study aims to compare the mouse spermatogenesis(GC-2spd)cells and Sertoli(TM4)cells of mouse testis after hypoxic modeling and hypoxic and high-pressure combined modeling,and to explore the feasibility of establishing a hypoxic and high-pressure combined cell model.Methods:On the basis of cell hypoxia induced by CoCl2,the complex model of testicular cell hypoxia and high pressure was constructed by changing the osmotic pressure of GC-2 and TM4 cell medium with a high concentration of NaCl solution.After selecting the intervention concentration of CoCl2 by MTT test and detecting the expression level of HIF-1α for the determination of the optimal osmotic pressure conditions of the cell model,the cells were divided into normal group,hypoxia model group and composite model group.And the levels of OS,programmed cell death,inflammatory factors,and the expression levels of pyroptosis-related proteins were compared between the normal group and the groups with different modeling methods.Results:The optimal intervention concentration of CoCl2 in GC-2 and TM4 cells was 150 and 250μmol/L,respectively,and the expression of HIF-1α was the highest in both cells under osmotic pressure of 500 mOsmol/kg(P<0.05).Compared with the normal group,the SOD levels of GC-2 and TM4 cells decreased(all P<0.05),CAT level decreased(all P<0.05),and MDA level increased(all P<0.01),and the OS level of GC-2 and TM4 cells was more obvious than that of the hy-poxia model group(all P<0.05).Compared with the normal group,apoptosis occurred in GC-2 and TM4 cells after composite model-ing(all P<0.05).Compared with the normal group,the mRNA expressions of IL-1β,IL-18,TNF-α and COX-2 in GC-2 and TM4 cells significantly increased(P<0.01)and higher than those in hypoxia model group(P<0.05)and induced pyroptosis(P<0.01).The expression level of GSDMD increased(P<0.05).Conclusion:The cell model with hypoxia and high pressure com-bined modeling can not only induce oxidative stress and apoptosis of cells better than that with hypoxia alone,but also further cause in-flammatory response damage and pyroptosis,which simulates the changes of testis microenvironment mediated by hypoxia and high pressure combined conditions in VC.This cell model can be used for studying the pathogenesis of VC-associated male infertility,evalu-ating drug efficacy,and exploring pharmacological mechanisms.
10.Association between cumulative blood pressure and the risk of cerebrovascular disease in older adults
Peng ZHANG ; Ying GAO ; Shu LI ; Yujing JIN ; Chunxiao WAN
Chinese Journal of Health Management 2025;19(11):899-907
Objective:To explore the association between cumulative blood pressure (BP) and the risk of cerebrovascular disease (CVD) in older adults.Methods:This retrospective cohort study consecutively selected 4 480 older adults who participated in the Chinese Longitudinal Healthy Longevity Survey from 2008 to 2009 as the study subjects. The cumulative BP was calculated using the area under the curve from measurements taken at baseline (2008-2009), the first follow-up (2011), and the second follow-up (2014). The subjects were grouped with the quartiles (Q1-Q4) of cumulative systolic blood pressure (SBP), diastolic blood pressure (DBP), and pulse pressure (PP). The Cox proportional hazards regression models were used to analyze the hazard ratios (HR) and 95% CI for the association between cumulative BP and the risk of CVD among older adults. The restricted cubic spline function was employed to examine the potential dose-response pattern between cumulative BP and the risk of CVD. Results:During a total of 40 230 person-years of follow-up, with a mean follow-up duration of (8.98±2.16) years, 768 new cases of CVD were identified. The older adults in the highest quartile (Q4) of cumulative SBP, DBP, and PP had a significantly higher risk of CVD compared to those in the lowest quartile (Q1), with a HR of 1.68 (95% CI: 1.36-2.06), 1.67 (95% CI: 1.36-2.06), and 1.52 (95% CI: 1.24-1.84), respectively (all P<0.001). For every 10 mmHg (1 mmHg=0.133 kPa)×year increase in cumulative SBP, DBP, and PP, the risk of CVD increased by 2% ( HR=1.02, 95% CI: 1.01-1.03), 3% ( HR=1.03, 95% CI: 1.01-1.05), and 2% ( HR=1.02, 95% CI: 1.01-1.03), respectively (all P<0.05). The restricted cubic spline model revealed a linear positive correlation between cumulative SBP, DBP, and PP with the risk of CVD among older adults (all P for nonlinearity>0.05). When cumulative SBP, DBP, and PP exceeded 791.9 mmHg×years, 462.9 mmHg×years, and 323.6 mmHg×years, corresponding to an average BP level of 132.0 mmHg, 77.2 mmHg, and 53.9 mmHg, respectively, the risk of CVD began to increase. Conclusions:Elevated long-term cumulative BP may increase the risk of CVD in older adults. Caution is warranted when SBP, DBP, and PP exceed 132.0 mmHg, 77.2 mmHg, and 53.9 mmHg, respectively.

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