1.Multicenter machine learning-based construction of a model for predicting potential organ donors and validation with decision curve analysis
Xu WANG ; Wenxiu LI ; Fenghua WANG ; Shuli WU ; Dong JIA ; Xin GE ; Zhihua SHAN ; Tongzuo LI
Organ Transplantation 2026;17(1):106-115
Objective To evaluate the predictive value of different machine learning models constructed in a multicenter environment for potential organ donors and verify their clinical application feasibility. Methods The study included 2 000 inpatients admitted to five domestic tertiary hospitals from January 2020 to December 2023, who met the criteria for potential organ donation assessment. They were randomly divided into a training set and an internal validation set (7∶3). Another 300 similar patients admitted to the First Affiliated Hospital of Harbin Medical University from January 2024 to April 2025 were included as an external validation set. The area under the curve (AUC), sensitivity, specificity, accuracy and F1-score of three models were compared, and the consistency of the potential organ donor determination process was tested. Multivariate logistic regression analysis was used to identify predictive factors of potential organ donors. Decision curve analysis (DCA) was employed to verify the resource efficiency of each model, and the threshold interval and intervention balance point were assessed. Results Apart from age, there were no significant differences in other basic characteristics among the centers (all P>0.05). The consistency of the potential organ donor determination process among researchers in each center was good [all 95% confidence interval (CI) lower limits >0]. In the internal validation set, the XGBoost model had the best predictive performance (AUC=0.92, 95% CI 0.89-0.94) and the best calibration (P=0.441, Brier score 0.099). In the external validation set, the XGBoost model also had the best predictive performance (AUC=0.91, 95% CI 0.88-0.94), outperforming logistic regression and random forest models. Multivariate logistic regression showed that mechanical ventilation had the greatest impact (odds ratio=2.06, 95% CI 1.54-2.76, P<0.001). DCA indicated that the XGBoost model had the highest net benefit in the threshold interval of 0.2-0.6. The “treat all” strategy only had a slight advantage at extremely low thresholds. The recommended threshold interval, which balances intervention costs and clinical benefits, considers ≥50% positive predictive value (PPV) and ≤50 referrals per 100 high-risk patients. Conclusions The XGBoost model established in a multicenter environment is accurate and well-calibrated in predicting potential organ donors. Combined with DCA, it may effectively guide the timing of clinical interventions and resource allocation, providing new ideas for the assessment and management of organ donation after brain death.
2.Epidemiological characteristics, outcome analysis, and management strategies for DAT-positive blood donors
Shiyu YIN ; Zhihua XU ; Xueqin GENG ; Zhuan LIU ; Hongliang HUANG
Chinese Journal of Blood Transfusion 2026;39(3):360-366
Objective: To investigate the epidemiological characteristics, outcome patterns, and management strategies for blood donors with a positive direct antiglobulin test (DAT). Methods: A retrospective analysis was conducted on donation data from 808 386 donors from 2013 to 2023, focusing on those whose blood was discarded due to DAT positivity. Follow-up was performed on 125 DAT-positive donors, and 98 blood samples were collected. The samples were re-tested for DAT, DAT typing (IgG/C3d), and unexpected antibody screening using both the tube method and the microcolumn gel method. Results: Epidemiological characteristics: Retrospective data revealed 147 DAT-positive blood donors, yielding a positivity rate of 1/5 500. The DAT positivity rate using the tube method was 0.118‰ (49/416 893), lower than that of the microcolumn gel method at 0.25‰ (98/391 493). Among DAT-positive individuals, 44.2% (65/147) exhibited agglutination intensity<2+. Outcome analysis: The proportion of donors with positive DAT test results that converted to negative was 54.1% (53/98), with a conversion interval ranging from 8 to 117 months (mean 49.9 months). All donors in the negative conversion group had a previous DAT intensity<2+, whereas 95.6% (43/45) of the non-negative conversion group had intensity ≥2+ (P<0.001). Unexpected antibodies (anti-E, anti-M, etc.) were detected in 18 cases. Methodological differences: Review of results revealed 35 cases positive by both the DAT tube assay and microcolumn gel method. An additional 10 cases were positive by only one method: 5 were positive only by the tube assay, and 5 were positive only by the microcolumn gel method. Clinical validation: Among 14 DAT-positive donors who became negative and donated blood again, the clinical infusion efficacy of red blood cell products could be assessed in 10 cases, with 9 cases demonstrating effective infusion. Conclusion: Some DAT-positive blood donors may naturally convert to negative status, with the intensity of previous test results potentially serving as a key predictive factor for conversion. It is recommended to employ a combined approach of tube-based and microcolumn gel-based methods for retesting, concurrently screening for irregular antibodies. A tentative tiered management strategy is proposed: individuals with DAT intensity <2+ should be deferred for 12 months before retesting, while those with ≥2+ intensity should be permanently deferred.
3.Predictive factors and prognostic value of textbook outcomes after radical resection for intrahepatic cholangiocarcinoma
Biyuan ZHANG ; Weixuan XIE ; Yang BAI ; Zheng FANG ; Kunlun LUO ; Xue MEI ; Haiting XU ; Zhihua ZHOU ; Qingzhou ZHU
Chinese Journal of General Surgery 2025;34(8):1688-1695
Background and Aims:Radical resection is the only potentially curative treatment for intrahepatic cholangiocarcinoma(ICC),yet the high recurrence rate results in poor prognosis.In recent years,"textbook outcome"(TO)has been proposed as a comprehensive quality metric,but its association with prognosis remains unclear.This study aimed to analyze the risk factors influencing the achievement of TO after radical resection of ICC and to explore the relationship between TO and survival.Methods:A retrospective analysis was conducted on the clinical data of 180 ICC patients who underwent radical resection at the 904th Hospital of the Joint Logistic Support Force of the PLA between February 2018 and February 2023.Univariate and multivariate Logistic regression analyses were performed to identify risk factors associated with TO,and survival analysis was carried out using the Kaplan-Meier method and Log-rank test.Results:Of the 180 patients,66 achieved TO.Multivariate Logistic regression analysis indicated that preoperative total bilirubin>22 μmol/L,preoperative CA19-9>35 U/mL,maximum tumor diameter>5 cm,poor tumor differentiation,microvascular invasion(MVI),and lymph node metastasis were independent risk factors for failing to achieve TO(all P<0.05).Survival analysis demonstrated that patients who achieved TO had a significantly longer median survival compared with those who did not(36 months vs.16 months,P<0.001).Conclusion:Preoperative total bilirubin>22 μmol/L,preoperative CA19-9>35 U/mL,maximum tumor diameter>5 cm,poor tumor differentiation,MVI,and lymph node metastasis are independent risk factors for not achieving TO after radical resection of ICC.Patients who achieved TO exhibited markedly longer survival,suggesting that TO not only reflects perioperative treatment quality but also serves as an important prognostic indicator.Greater attention to these risk factors and optimization of perioperative management may improve the likelihood of achieving TO and enhance long-term outcomes.
4.Analysis for the prevalence trend of malignant tumor incidence and mortality in cancer registration areas in Qinghai Prov-ince from 2014 to 2021
Suxia ZHOU ; Zhihua XU ; Shuling GUO ; Ning FAN ; Lili XU
Practical Oncology Journal 2025;39(5):381-387
Objective The aim of this study was to analyze the incidence,mortality,and epidemiological trends of malignant tumors in the cancer registration areas of Qinghai Province and provide a reference for the prevention and control strategies and meas-ures of malignant tumors.Methods According to the quality control standards for cancer registration,the data on malignant tumor in-cidence and mortality from 8 national cancer registration areas in Qinghai Province from 2014 to 2021 were collated.The crude inci-dence/mortality,age-standardized incidence/mortality rate by Chinese standard population(ASIRC/ASMRC)and World standard population(ASIRW/ASMRW),the cumulative rates(0-74 years old),and the age-specific incidence/mortality of malignant tumors were calculated for different sexes and regions.The Joinpoint 4.9.0.0 software was used to calculate the average annual percentage change(AAPC)and conduct trend analysis.Results The crude incidence of malignant tumors in the cancer registration areas of Qinghai Province from 2014 to 2021 was 221.25/100,000(243.31/100,000 for males and 198.68/100,000 for females),the ASIRC was 199.48/100,000(229.13/100,000 for males and 173.34/100,000 for females),the ASIRW was 196.38/100,000(228.32/100,000 for males and 167.97/100,000 for females).The cumulative rate for those aged 0-74 years was 21.57%;the crude mortali-ty of malignant tumors was 131.90/100,000(163.86/100,000 for males and 99.20/100,000 for females),the ASMRC was 121.07/100,000(157.33/100,000 for males and 87.45/100,000 for females),the ASMRW was 120.53/100,000(157.54/100,000 for males and 86.31/100,000 for females),and the cumulative rate for those aged 0-74 years was 12.79%.The crude incidence,ASIRC,ASIRW,crude mortality,ASMRC and ASMRW were all higher in males than those in females.Both the crude incidence and mortality of malignant tumors increased with age.The crude incidence rate increased rapidly after age 45,peaked in the 80-84 age group(2,352.29 per 100,000),and declined slightly in the 85+age group.The crude mortality increased rapidly after age 50,peaked in the 85+age group(2,305.44 per 100,000).The crude incidence(AAPC=5.68%,95%CI:3.48%-7.93%,P<0.05)and erude mortality(AAPC=3.67%,95%CI:2.44%-4.91%,P<0.05)of malignant tumors showed an overall upward trend from 2014 to 2021.The ASIRC(AAPC=-0.12%,95%CI:-3.70%-3.59%,P>0.05)remained stable,while the ASMRC(AAPC=-2.81%,95%CI:-3.28%--2.03%,P<0.05)showed a downward trend.The top five malignant tumors in terms of crude incidence were stom-ach cancer,lung cancer,liver cancer,female breast cancer,and cervical cancer,respectively;the top five malignant tumors in terms of crude mortality were stomach cancer,lung cancer,liver cancer,esophagus cancer,and colorectal cancer,respectively.Conclusion From 2014 to 2021,the incidence and mortality of malignant tumors in the Qinghai Province cancerregistration areas showed an in-creasing trend,with higher rates in males than those in females.It is recommended that targeted prevention and control measures should be implemented for people aged 45 and older,with stomach cancer,liver cancer,and cervical cancer as key cancers.
5.Evaluation of the feasibility and safety of a Chinese developed modular surgical robotic system for robot-assisted pyeloplasty
Shihao LIU ; Liqing XU ; Xinfei LI ; Kunlin YANG ; Zhaoying LI ; Zibo ZHANG ; Xiang WANG ; Wei-xiao FU ; Zhihua LI ; Xuesong LI
Journal of Peking University(Health Sciences) 2025;57(4):779-783
Objective:To evaluate the technical feasibility and perioperative safety of pyeloplasty assis-ted by the CarinaTM modular laparoscopic surgical robotic system in patients with ureteropelvic junction obstruction(UPJO).Methods:From November to December 2024,five consecutive patients diagnosed with UPJO underwent robot-assisted pyeloplasty using the CarinaTM modular laparoscopic surgical system at Peking University First Hospital.Data on patient demographics,intraoperative parameters(including docking time,console time,and estimated blood loss),perioperative outcomes,follow-up results,and surgeons' subjective evaluations of system performance were prospectively collected.Descriptive statistics were used;continuous variables were presented as median(range),and categorical variables as frequen-cy and percentage.Results:The cohort included four females and one male.All the patients successfully completed the robotic procedure without conversion to open or conventional laparoscopic surgery.The me-dian age was 32 years(24-37 years),and the median body mass index was 21.6 kg/m2(15.8-27.3 kg/m2).The median docking time was 8 min(3-12 min),and the median console time was 91 min(71-125 min).Intraoperative blood loss was uniformly 20 mL.The median postoperative drainage du-ration was 3 d(0-4 d),and the median length of hospital stay was 4 d(4-9 d).No Clavien-Dindo grade Ⅲ or higher complications occurred.All the patients had their double-J stents removed at 2 months postoperatively,and pain in the ipsilateral flank,reported preoperatively by all the five patients,was al-leviated.The subjective surgical success rate was 100%.Surgeons reported stable system performance throughout all the procedures,with no instances of mechanical arm interference or visual drift affecting surgical fluency.Conclusion:Preliminary findings indicate that pyeloplasty using the domestically deve-loped CarinaTM modular laparoscopic robotic system is technically feasible and perioperatively safe for the treatment of UPJO.
6.Surgical techniques and clinical outcomes of upper urinary tract reconstruction for stone-related ureteral strictures
Xiaoteng YU ; Yixuan HUANG ; Xinfei LI ; Changfu CHEN ; Fangzhou ZHAO ; Honggang YING ; Zihao TAO ; Yiming ZHANG ; Liqing XU ; Zhihua LI ; Kunlin YANG ; Liqun ZHOU ; Xuesong LI ; Zheng ZHAO
Journal of Peking University(Health Sciences) 2025;57(4):670-675
Objective:To summarize the surgical strategies and to evaluate the clinical outcomes of up-per urinary tract reconstruction in patients with stone-related ureteral strictures.Methods:This retro-spective study included 71 patients diagnosed with ureteral strictures secondary to urinary stones who un-derwent upper urinary tract reconstructive surgery at Peking University First Hospital between March 2014 and November 2023.Patient data were collected,including demographic characteristics,clinical presen-tation,laboratory results,imaging findings,surgical procedures,and follow-up outcomes.Ureteral stric-tures were classified according to anatomical location into upper,middle,lower,or multiple segments.Surgical procedures were carried out depending on the stricture characteristics.Surgical success was de-fined as resolution or improvement of clinical symptoms,radiographic improvement or stabilization of hy-dronephrosis,and maintenance of normal and stable renal function.Results:Among the 71 patients,36(50.7%)had strictures in the upper ureter,9(12.7%)in the middle ureter,15(21.1%)in the lower ureter,and 11(15.5%)had multifocal ureteral strictures.The median stricture length was 5.0 cm(interquartile range:3.0-15.0 cm).Surgical approach selection was individualized based on the location and extent of the stricture.For upper ureteral strictures,the most frequently employed techniques were oral mucosal graft ureteroplasty(13/36,36.1%)and appendiceal flap ureteroplasty(8/36,22.2%).Other options included ureteroureterostomy and ileal ureter replacement for longer or more complex strictures.In middle ureteral strictures,treatment was stratified by length:balloon dilation(1/9,11.1%)and ureteroureterostomy(1/9,11.1%)were applied in shorter strictures,while oral mucosal graft ureteroplasty(3/9,33.3%)and ileal ureter replacement(4/9,44.4%)were reserved for longer segments.For lower ureteral strictures,ureteral reimplantation into the bladder was the most common approach(10/15,66.7%),often combined with a psoas hitch or Boari flap when necessary.All the patients with multiple segmental strictures underwent ileal ureter replacement due to the extensive nature of the disease.The median follow-up period was 14.2 months(range:6.1-107.1 months).During follow-up,69 of 71 patients(97.2%)achieved surgical success.Conclusion:Stone-related ure-teral strictures present with considerable heterogeneity in terms of anatomical location,length,and com-plexity.Careful preoperative evaluation and individualized surgical planning are critical to successful re-construction.With appropriate selection of surgical methods,favorable long-term clinical outcomes can be achieved in the majority of patients.
7.Consensus on informed consent for orthodontic treatment
Yang CAO ; Bing FANG ; Zuolin JIN ; Hong HE ; Yuxing BAI ; Lin WANG ; Haiping LU ; Zhihe ZHAO ; Tianmin XU ; Weiran LI ; Min HU ; Jinlin SONG ; Jun WANG ; Fang JIN ; Ding BAI ; Xianglong HAN ; Yuehua LIU ; Bin YAN ; Jie GUO ; Jiejun SHI ; Yongming LI ; Zhihua LI ; Xiuping WU ; Jiangtian HU ; Linyu XU ; Lin LIU ; Yi LIU ; Yanqin LU ; Wensheng MA ; Shuixue MO ; Liling REN ; Shuxia CUI ; Yongjie FAN ; Jianguang XU ; Lulu XU ; Zhijun ZHENG ; Peijun WANG ; Rui ZOU ; Chufeng LIU ; Lunguo XIA ; Li HU ; Weicai WANG ; Liping WU ; Xiaoxing KOU ; Jiali TAN ; Yuanbo LIU ; Bowen MENG ; Yuantao HAO ; Lili CHEN
Chinese Journal of Stomatology 2025;60(12):1327-1336
This consensus was developed by the Orthodontic Society of the Chinese Stomatological Association to provide a systematic, scientific, and practical guideline for informed consent in orthodontic care. Orthodontic treatment is typically lengthy, highly individualized, and involves multiple factors such as growth and development, occlusal function, and facial esthetics. Rapid technological advances and diverse risk profiles make the traditional reliance on orthodontist experience or institutional templates insufficient to ensure patients′ full understanding and autonomous decision-making. To address this, the expert panel conducted extensive reviews of domestic and international guidelines, analyzed representative dispute cases, and performed multicenter patient-clinician surveys. Using a multi-round Delphi method, the group established a standardized informed consent framework covering the initial consultation, treatment, and retention phases. The consensus emphasizes that informed consent is not only a fundamental legal and ethical requirement but also a key step in building trust, improving patient compliance, and enhancing treatment satisfaction. Orthodontists should clearly and comprehensively explain treatment plans, potential risks, uncertainties, and associated costs, while respecting the autonomy of patients or guardians, and maintain continuous communication and dynamic evaluation throughout the treatment process. The release of this consensus provides unified and authoritative guidance for clinical orthodontics, helping to standardize informed consent, enhance its transparency, safeguard patient rights, reduce medical risks, and promote high-quality, sustainable development of orthodontic practice.
8.Predictive factors and prognostic value of textbook outcomes after radical resection for intrahepatic cholangiocarcinoma
Biyuan ZHANG ; Weixuan XIE ; Yang BAI ; Zheng FANG ; Kunlun LUO ; Xue MEI ; Haiting XU ; Zhihua ZHOU ; Qingzhou ZHU
Chinese Journal of General Surgery 2025;34(8):1688-1695
Background and Aims:Radical resection is the only potentially curative treatment for intrahepatic cholangiocarcinoma(ICC),yet the high recurrence rate results in poor prognosis.In recent years,"textbook outcome"(TO)has been proposed as a comprehensive quality metric,but its association with prognosis remains unclear.This study aimed to analyze the risk factors influencing the achievement of TO after radical resection of ICC and to explore the relationship between TO and survival.Methods:A retrospective analysis was conducted on the clinical data of 180 ICC patients who underwent radical resection at the 904th Hospital of the Joint Logistic Support Force of the PLA between February 2018 and February 2023.Univariate and multivariate Logistic regression analyses were performed to identify risk factors associated with TO,and survival analysis was carried out using the Kaplan-Meier method and Log-rank test.Results:Of the 180 patients,66 achieved TO.Multivariate Logistic regression analysis indicated that preoperative total bilirubin>22 μmol/L,preoperative CA19-9>35 U/mL,maximum tumor diameter>5 cm,poor tumor differentiation,microvascular invasion(MVI),and lymph node metastasis were independent risk factors for failing to achieve TO(all P<0.05).Survival analysis demonstrated that patients who achieved TO had a significantly longer median survival compared with those who did not(36 months vs.16 months,P<0.001).Conclusion:Preoperative total bilirubin>22 μmol/L,preoperative CA19-9>35 U/mL,maximum tumor diameter>5 cm,poor tumor differentiation,MVI,and lymph node metastasis are independent risk factors for not achieving TO after radical resection of ICC.Patients who achieved TO exhibited markedly longer survival,suggesting that TO not only reflects perioperative treatment quality but also serves as an important prognostic indicator.Greater attention to these risk factors and optimization of perioperative management may improve the likelihood of achieving TO and enhance long-term outcomes.
9.Analysis for the prevalence trend of malignant tumor incidence and mortality in cancer registration areas in Qinghai Prov-ince from 2014 to 2021
Suxia ZHOU ; Zhihua XU ; Shuling GUO ; Ning FAN ; Lili XU
Practical Oncology Journal 2025;39(5):381-387
Objective The aim of this study was to analyze the incidence,mortality,and epidemiological trends of malignant tumors in the cancer registration areas of Qinghai Province and provide a reference for the prevention and control strategies and meas-ures of malignant tumors.Methods According to the quality control standards for cancer registration,the data on malignant tumor in-cidence and mortality from 8 national cancer registration areas in Qinghai Province from 2014 to 2021 were collated.The crude inci-dence/mortality,age-standardized incidence/mortality rate by Chinese standard population(ASIRC/ASMRC)and World standard population(ASIRW/ASMRW),the cumulative rates(0-74 years old),and the age-specific incidence/mortality of malignant tumors were calculated for different sexes and regions.The Joinpoint 4.9.0.0 software was used to calculate the average annual percentage change(AAPC)and conduct trend analysis.Results The crude incidence of malignant tumors in the cancer registration areas of Qinghai Province from 2014 to 2021 was 221.25/100,000(243.31/100,000 for males and 198.68/100,000 for females),the ASIRC was 199.48/100,000(229.13/100,000 for males and 173.34/100,000 for females),the ASIRW was 196.38/100,000(228.32/100,000 for males and 167.97/100,000 for females).The cumulative rate for those aged 0-74 years was 21.57%;the crude mortali-ty of malignant tumors was 131.90/100,000(163.86/100,000 for males and 99.20/100,000 for females),the ASMRC was 121.07/100,000(157.33/100,000 for males and 87.45/100,000 for females),the ASMRW was 120.53/100,000(157.54/100,000 for males and 86.31/100,000 for females),and the cumulative rate for those aged 0-74 years was 12.79%.The crude incidence,ASIRC,ASIRW,crude mortality,ASMRC and ASMRW were all higher in males than those in females.Both the crude incidence and mortality of malignant tumors increased with age.The crude incidence rate increased rapidly after age 45,peaked in the 80-84 age group(2,352.29 per 100,000),and declined slightly in the 85+age group.The crude mortality increased rapidly after age 50,peaked in the 85+age group(2,305.44 per 100,000).The crude incidence(AAPC=5.68%,95%CI:3.48%-7.93%,P<0.05)and erude mortality(AAPC=3.67%,95%CI:2.44%-4.91%,P<0.05)of malignant tumors showed an overall upward trend from 2014 to 2021.The ASIRC(AAPC=-0.12%,95%CI:-3.70%-3.59%,P>0.05)remained stable,while the ASMRC(AAPC=-2.81%,95%CI:-3.28%--2.03%,P<0.05)showed a downward trend.The top five malignant tumors in terms of crude incidence were stom-ach cancer,lung cancer,liver cancer,female breast cancer,and cervical cancer,respectively;the top five malignant tumors in terms of crude mortality were stomach cancer,lung cancer,liver cancer,esophagus cancer,and colorectal cancer,respectively.Conclusion From 2014 to 2021,the incidence and mortality of malignant tumors in the Qinghai Province cancerregistration areas showed an in-creasing trend,with higher rates in males than those in females.It is recommended that targeted prevention and control measures should be implemented for people aged 45 and older,with stomach cancer,liver cancer,and cervical cancer as key cancers.
10.Distribution characteristics of smoking behavior among adult twins in China
Shunkai LIU ; Wenjing GAO ; Weihua CAO ; Jun LYU ; Canqing YU ; Shengfeng WANG ; Tao HUANG ; Dianjianyi SUN ; Chunxiao LIAO ; Yuanjie PANG ; Ruqin GAO ; Min YU ; Jinyi ZHOU ; Xianping WU ; Zhong DONG ; Fan WU ; Dezheng WANG ; Zhihua XU ; Yu LIU ; Jianrui WANG ; Jie YIN ; Shengli YIN ; Liming LI
Chinese Journal of Preventive Medicine 2025;59(7):1090-1096
This study aims to describe the population and regional distribution characteristics of smoking behavior among adult twins in the China Twin Registry (CNTR), as well as the concordance rates for smoking behavior in monozygotic and dizygotic twins, and estimate the heritability. The study population included adult twins in CNTR who had smoking questionnaire data. A random-effects regression model was used to describe the distribution of smoking behavior among different subgroups based on various characteristics. The concordance of smoking behavior between different zygosity groups was calculated, and heritability was estimated. A total of 28 444 twin pairs were included in this study, with an average age of (36.6±12.0) years. Among male twins, 41.2% were current smokers, while only 1.2% of females smoked. Higher smoking rates were observed among male smokers in the 50-59 age group ( z=23.0, P<0.001), northern regions ( z=2.9, P<0.01), rural areas ( z=-5.2, P<0.001), those who were divorced/widowed ( z=3.8, P<0.001), and first-born twins ( z=-4.3, P<0.001), while lower smoking rates were found in those with higher education ( z=-16.1, P<0.001) and unmarried individuals ( z=-16.0, P<0.001). The smoking concordance rate for male monozygotic twins was 69.6%, significantly higher than the 57.3% concordance rate for dizygotic twins ( χ 2=105.0, P<0.05). The heritability of smoking behavior in male twins was estimated at 28.9% (95% CI: 24.3%-33.4%). Stratified analyses showed differences in heritability across regions and age groups: the heritability in northern regions was 32.6% (95% CI: 27.3%-38.0%), higher than the 21.0% (95% CI: 12.4%-29.5%) observed in southern regions; the highest heritability of 35.1% (95% CI: 26.3%-43.9%) was found in the 18-29 age group, with heritability decreasing with age. In conclusion, the smoking rate and influencing factors in the twin population are similar to those in the general population, with unique characteristics, such as higher smoking rates in first-born twins. Genetic factors have a significant impact on smoking behavior.

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