1.Clinical application of an artificial intelligence system in predicting benign or malignant pulmonary nodules and pathological subtypes
Zhuowen YANG ; Zhizhong ZHENG ; Bin LI ; Yiming HUI ; Mingzhi LIN ; Jiying DANG ; Suiyang LI ; Chunjiao ZHANG ; Long YANG ; Liang SI ; Tieniu SONG ; Yuqi MENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1086-1095
Objective To evaluate the predictive ability and clinical application value of artificial intelligence (AI) systems in the benign and malignant differentiation and pathological type of pulmonary nodules, and to summarize clinical application experience. Methods A retrospective analysis was conducted on the clinical data of patients with pulmonary nodules admitted to the Department of Thoracic Surgery, Second Hospital of Lanzhou University, from February 2016 to February 2025. Firstly, pulmonary nodules were divided into benign and non-benign groups, and the discriminative abilities of AI systems and clinicians were compared. Subsequently, lung nodules reported as precursor glandular lesions (PGL), microinvasive adenocarcinoma (MIA), and invasive adenocarcinoma (IAC) in postoperative pathological results were analyzed, comparing the efficacy of AI systems and clinicians in predicting the pathological type of pulmonary nodules. Results In the analysis of benign/non-benign pulmonary nodules, clinical data from a total of 638 patients with pulmonary nodules were included, of which there were 257 males (10 patients and 1 patient of double and triple primary lesions, respectively) and 381 females (18 patients and 1 patient of double and triple primary lesions, respectively), with a median age of 55.0 (47.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis of the two groups of variables showed that, except for nodule location, the differences in the remaining variables were statistically significant (P<0.05). Multivariate logistic regression analysis showed that age, nodule type (subsolid pulmonary nodule), average density, spicule sign, and vascular convergence sign were independent influencing factors for non-benign pulmonary nodules, among which age, nodule type (subsolid pulmonary nodule), spicule sign, and vascular convergence sign were positively correlated with non-benign pulmonary nodules, while average density was negatively correlated with the occurrence of non-benign pulmonary nodules. The area under the receiver operating characteristic curve (AUC) of the malignancy risk value given by the AI system in predicting non-benign pulmonary nodules was 0.811, slightly lower than the 0.898 predicted by clinicians. In the PGL/MIA/IAC analysis, clinical data from a total of 411 patients with pulmonary nodules were included, of which there were 149 males (8 patients of double primary lesions) and 262 females (17 patients of double primary lesions), with a median age of 56.0 (50.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis results showed that, except for gender, nodule location, and vascular convergence sign, the differences in the remaining variables among the three groups of PGL, MIA, and IAC patients were statistically significant (P<0.05). Multinomial multivariate logistic regression analysis showed that the differences between the parameters in the PGL group and the MIA group were not statistically significant (P>0.05), and the maximum diameter and average density of the nodules were statistically different between the PGL and IAC groups (P<0.05), and were positively correlated with the occurrence of IAC as independent risk factors. The average AUC value, accuracy, recall rate, and F1 score of the AI system in predicting lung nodule pathological type were 0.807, 74.3%, 73.2%, and 68.5%, respectively, all better than the clinical physicians’ prediction of lung nodule pathological type indicators (0.782, 70.9%, 66.2%, and 63.7% respectively). The AUC value of the AI system in predicting IAC was 0.853, and the sensitivity, specificity, and optimal cutoff value were 0.643, 0.943, and 50.0%, respectively. Conclusion This AI system has demonstrated high clinical value in predicting the benign and malignant nature and pathological type of lung nodules, especially in predicting lung nodule pathological type, its ability has surpassed that of clinical physicians. With the optimization of algorithms and the adequate integration of multimodal data, it can better assist clinical physicians in formulating individualized diagnostic and treatment plans for patients with lung nodules.
2.Treatment Strategy of Leukopenia After Chemotherapy with Traditional Chinese Medicine from the Generation and Transmission of Defense Qi
Sheng BI ; Yinwen WU ; Liling LI ; Weina ZHANG ; Jinchang HUANG
Journal of Traditional Chinese Medicine 2024;65(1):113-120
By analysing the similarity between defense qi and leukocytes in terms of function, site of action, and circadian rhythm, it is proposed that in traditional Chinese medicine (TCM), the pathogenesis of leukopenia is defense qi deficiency. By analyzing the relevant discussions on the generation and transmission of defense qi in TCM classics, it is believed that the original qi in lower jiao (焦) is the source of defense qi, while the water and grain qi in middle jiao enriches defense qi, and the upper jiao transmits and distributes defense qi to the whole body. Therefore, when treating leukopenia after chemotherapy with TCM, Guilu Erxian Gelatin (龟鹿二仙胶) and Yougui Pill (右归丸) are often used to tonify the kidney and supplement essence, and moxibustion at Guanyuan (CV 4) and Qihai (CV 6) is usually accompanied to replenish the original qi in lower jiao and enrich the source of defense qi. Guipi Decoction (归脾汤), Buzhong Yiqi Decoction (补中益气汤), Shenling Baizhu Powder (参苓白术散), and Sijunzi Decoction (四君子汤) are often suggested to strengthen spleen and replenish qi, in combination with moxibustion at Zhongwan (CV 12) and Zusanli (ST 36) to transport the spleen and stomach in the middle jiao to enrich the defense qi. Modified Guizhi Decoction (桂枝汤) to harmonize nutrient and defensive aspects is often used, and moxibustion at Dazhui (GV 14) and Feishu (BL 13) or scraping is added to dredge the striae and interstice in the upper jiao and promote transmission and dissemination of the defense qi. Considering the whole process of generation and distribution of defense qi, it is suggested to choose the most appropriate treatment modality flexibly, and combine internal treatment with external treatment, in order to provide ideas for the treatment of leukopenia in tumour patients.
3.Efficacy of drug-eluting beads-transarterial chemoembolization combined with infusion chemotherapy via superior mesenteric artery in treatment of hepatocellular carcinoma complicated by portal vein tumor thrombus
Qianxin HUANG ; Bin SHEN ; Jinchang XIAO ; Zhikang GAO ; Duntao LYU ; Yan LI ; Hao XU ; Qingqiao ZHANG
Journal of Clinical Hepatology 2024;40(12):2457-2463
ObjectiveTo investigate the efficacy of drug-eluting beads-transarterial chemoembolization (D-TACE) combined with infusion chemotherapy via superior mesenteric artery versus D-TACE alone in the treatment of hepatocellular carcinoma (HCC) complicated by portal vein tumor thrombus (PVTT). MethodsA retrospective analysis was performed for the data of patients with HCC and PVTT who underwent interventional treatment in The Affiliated Hospital of Xuzhou Medical University from January 2022 to December 2023, among whom 15 patients received D-TACE combined with infusion chemotherapy via superior mesenteric artery and were enrolled as observation group, and after propensity score matching at a ratio of 1∶1, 15 patients who received D-TACE alone were enrolled as control group. Contrast-enhanced MRI of the upper abdomen was performed at 1, 2, and 3 months after surgery and every 3 months thereafter to evaluate the conditions of liver tumor and PVTT. Objective response rate (ORR) and disease control rate (DCR) were compared between the two groups. The independent-samples t test or the Mann-Whitney U test was used for comparison of continuous data between two groups, and the paired t-test or the Wilcoxon test was used for comparison of preoperative and postoperative data; the chi-square test was used for comparison of categorical data between two groups. The Kaplan-Meier curve was used to calculate the cumulative survival rate, and the Log-rank test was used for comparison between two groups. ResultsBoth groups had a technical success rate of 100%, with no serious complications after surgery. The patients were followed up for 3-26 months (mean 10.5±6.7 months). At 3 months after surgery, there were no significant differences between the observation group and the control group in ORR (73.3% vs 53.3%, χ2=1.292, P=0.256) and DCR (93.3% vs 80.0%, χ2=1.154, P=0.283) for liver tumors, and compared with the control group, the observation group had significantly higher ORR and DCR for PVTT (ORR: 46.7% vs 13.3%, χ2=3.968, P=0.046; DCR: 100% vs 73.3%, χ2=4.615, P=0.032). The 3-, 6-, and 12-month cumulative progression-free survival rates were 93.3%, 86.2%, and 68.9%, respectively, for the observation group and were 80.0%, 62.2%, and 24.9%, respectively, for the control group (P=0.028), and the 3-, 6-, and 12-month cumulative overall survival rates were 100%, 88.9%, and 88.9%, respectively, for the observation group and were 93.3%, 85.6%, and 70.0%, respectively, for the control group (P=0.340). ConclusionCompared with D-TACE alone, D-TACE combined with infusion chemotherapy via the superior mesenteric artery shows better short-term efficacy in the treatment of HCC complicated by PVTT.
4.Analysis of expression and clinical significance of SHCBP1 gene in lung adenocarcinoma based on bioinformatics
Yanyan LIAN ; Yuxiang WAN ; Liling LI ; Chunguang ZHANG ; Jinchang HUANG
Chinese Journal of Immunology 2023;39(12):2606-2612
Objective:To analyze the expression and clinical significance of SHC SH2-binding protein 1(SHCBP1)in lung adenocarcinoma(LUAD).Methods:Oncomine,TIMER,UALCAN,GEPIA,Kaplan-Meier plotter and STRING databases were used to explore the effect of SHCBP1 on progression and immune infiltration of LUAD.Results:Expression of SHCBP1 mRNA in LUAD tissue was significantly higher than that in normal lung tissue(P<0.05).Expression of SHCBP1 mRNA was significantly increased in LUAD patients with smoking history,nodal metastasis,late clinical stage and TP53 mutation(P<0.05).Survival analysis by GEPIA and Kaplan-Meier plotter databases showed that LUAD patients with high SHCBP1 mRNA expression had a lower overall survival rate(P<0.05).SHCBP1 mRNA was correlated with immune cell infiltration,immune cell markers and immune checkpoint expression in LUAD.Conclusion:High expression of SHCBP1 is related to poor prognosis and tumor immune infiltration of LUAD patients.
5.Gradual traction-unlocking closed reduction technique for Tile C old pelvic fractures
Jinchang WANG ; Hao GUO ; Junjun TANG ; Haibo LU ; Xingxing HU ; Jiawei CHENG ; Meijing DOU ; Shuangcheng LI ; Hua CHEN ; Qun ZHANG ; Peifu TANG
Chinese Journal of Orthopaedic Trauma 2023;25(6):478-484
Objective:To explore the technical points and efficacy of gradual traction-unlocking closed reduction technique (GT-UCRT) for Tile C old pelvic fractures.Methods:From August 2012 to June 2021, 6 patients with Tile C old pelvic fracture were treated and followed up at Department of Orthopedics, The Fourth Medical Center, General Hospital of Chinese PLA. They were 4 males and 2 females with an age of (35.8±10.5) years. By Tile classification: 4 cases of type C1.2, 1 case of type C1.3, and 1 case of type C2; time from injury to surgery: 153.8 (64.3, 204.8) days. The 6 patients were treated with GT-UCRT. The time for gradual traction reduction, operation time, hospital stay, intraoperative blood loss and complications were recorded. The modified Matta score was used to evaluate the reduction quality of pelvic fractures, and the Majeed score was used to evaluate the pelvic function at the last follow-up.Results:The 6 patients were followed up for (40.3±22.9) months (from 12 to 72 months) after surgery. The time for gradual traction reduction was (26.7±4.6) days, operation time (119.2±4.6) minutes, hospital stay (11.5±2.9) days, and intraoperative blood loss (533.3±189.6) mL. By the modified Matta score, the pelvic reduction after surgery was rated as satisfactory in 5 cases and as unsatisfactory in 1 case. The length disparity between both lower limbs in the 6 patients was (6.9±1.6) cm before surgery and (1.0±0.4) cm immediately after surgery, showing a statistically significant difference ( t=11.135, P<0.001). One fracture healed 3 months after surgery and 5 fractures 6 months after surgery. The Majeed pelvic score at the last follow-up was (80.8±9.0) points for the 6 patients, yielding 2 excellent cases, 3 good cases and 1 fair case. Delayed wound healing was reported in 1 patient, calf intermuscular venous thrombosis in 2 cases, and emotional anxiety and sleep disorder in 1 patient. No new lumbosacral plexus injury was found in any patient. Conclusions:In the treatment of Tile C old pelvic fractures, since our self-designed GT-UCRT combines the advantages of Ilizarov technique and unlocking closed reduction technique, it can not only protect the lumbosacral plexus but also obtain satisfactory reduction of the fracture.
6.Comprehensive evaluation and analysis of laboratory resource allocation in 14 blood stations based on entropy weight -TOPSIS method
Weiping FENG ; Zhifeng ZHANG ; Jianhua LI ; Feiyan ZHANG ; Xiaoqiang DONG ; Xiaogang LI ; Yin HAN ; Wenqing YUE ; Yue YANG ; Jun CUI ; Lixia FENG ; Qiang GAO ; Caifeng HAN ; Ran WANG ; Jia CHENG
Chinese Journal of Blood Transfusion 2023;36(8):720-723
【Objective】 To investigate the resource allocation status of blood testing laboratories in 14 blood stations in Gansu Province, explore the impact of differences in basic conditions on the comprehensive testing ability of laboratories, so as to promote the homogenization and standardization of blood screening capacity in blood stations in Gansu and improve blood safety and effectivenes. 【Methods】 An evaluation index system of laboratory resource allocation was constructed and a question-naire was designed. The data of human resources, infrastructure and key equipment of 14 blood stations were collected. The entropy weight -TOPSIS method was used to evaluate and rank the resource allocation of 14 blood stations. 【Results】 In the comprehensive evaluation of blood testing laboratory resource allocation in 14 blood stations in Gansu, the top three were laboratories A, B and I, and the last three were laboratories G, M and J. On the whole, the main issue was unreasonable structure of human resources: most laboratories had unreasonable age structure; except for Laboratory A, there was no personnel with bachelor's degree or above in laboratories; most laboratories had not established a team with intermediate professional titles. In terms of infrastructure, the size of seven laboratories could not meet the needs of modern laboratory testing, and all eight blood stations had no spare nucleic acid laboratories nor a mutual spare laboratory with other blood stations As for the key equipment, 5 laboratories had no automatic blood grouping diagnostic instrument, 5 laboratories only had one set of enzyme immunoassay detection system, 3 laboratories had no spare equipment for the key equipment, which means if the equipment failure could not be repaired in time, the release of results would be affected. 【Conclusion】 There were significant differences in human resources, infrastructure and key equipment of blood testing laboratories in 14 blood stations in Gansu, which had a great impact on laboratory testing capacity and subsequent development. It is suggested that governments at all levels and health administrative departments optimize the input of laboratory resource allocation according to the blood collection volume of blood stations to gradually narrow the differences in resource distribution between different regions, improve the degree of laboratory automation and optimize the personnel structure, so as to build high-quality and efficient blood testing laboratories and ensure the safety of clinical blood use.
7.Clinical characteristics of 272 437 patients with different histopathological subtypes of primary esophageal malignant tumors
Lidong WANG ; Liuyu LI ; Xin SONG ; Xueke ZHAO ; Fuyou ZHOU ; Ruihua XU ; Zhicai LIU ; Aili LI ; Jilin LI ; Xianzeng WANG ; Liguo ZHANG ; Fangheng ZHU ; Xuemin LI ; Weixing ZHAO ; Guizhou GUO ; Wenjun GAO ; Xiumin LI ; Lixin WAN ; Jianwei KU ; Quanxiao XU ; Fuguo ZHU ; Aifang JI ; Huixiang LI ; Jingli REN ; Shengli ZHOU ; Peinan CHEN ; Qide BAO ; Shegan GAO ; Haijun YANG ; Jinchang WEI ; Weimin MAO ; Zhanqiang HAN ; Zhiwei CHANG ; Yingfa ZHOU ; Xuena HAN ; Wenli HAN ; Lingling LEI ; Zongmin FAN ; Ran WANG ; Yuanze YANG ; Jiajia JI ; Yao CHEN ; Zhiqiang LI ; Jingfeng HU ; Lin SUN ; Yajie CHEN ; Helin BAI ; Duo YOU
Chinese Journal of Internal Medicine 2022;61(9):1023-1030
Objective:To characterize the histopathological subtypes and their clinicopathological parameters of gender and onset age by common, rare and sparse primary esophageal malignant tumors (PEMT).Methods:A total of 272 437 patients with PEMT were enrolled in this study, and all of the patients were received radical surgery. The clinicopathological information of the patients was obtained from the database established by the State Key Laboratory of Esophageal Cancer Prevention & Treatment from September 1973 to December 2020, which included the clinical treatment, pathological diagnosis and follow-up information of esophagus and gastric cardia cancers. All patients were diagnosed and classified by the criteria of esophageal tumor histopathological diagnosis and classification (2019) of the World Health Organization (WHO). The esophageal tumors, which were not included in the WHO classification, were analyzed separately according to the postoperative pathological diagnosis. The χ 2 test was performed by the SPSS 25.0 software on count data, and the test standard α=0.05. Results:A total of 32 histopathological types were identified in the enrolled PEMT patients, of which 10 subtypes were not included in the WHO classification. According to the frequency, PEMT were divided into common (esophageal squamous cell carcinoma, ESCC, accounting for 97.1%), rare (esophageal adenocarcinoma, EAC, accounting for 2.3%) and sparse (mainly esophageal small cell carcinoma, malignant melanoma, etc., accounting for 0.6%). All the common, rare, and sparse types occurred predominantly in male patients, and the gender difference of rare type was most significant (EAC, male∶ female, 2.67∶1), followed with common type (ESCC, male∶ female, 1.78∶1) and sparse type (male∶ female, 1.71∶1). The common type (ESCC) mainly occurred in the middle thoracic segment (65.2%), while the rare type (EAC) mainly occurred in the lower thoracic segment (56.8%). Among the sparse type, malignant melanoma and malignant fibrous histiocytoma were both predominantly located in the lower thoracic segment (51.7%, 66.7%), and the others were mainly in the middle thoracic segment.Conclusion:ESCC is the most common type among the 32 histopathological types of PEMT, followed by EAC as the rare type, and esophageal small cell carcinoma and malignant melanoma as the major sparse type, and all of which are mainly occur in male patients. The common type of ESCC mainly occur in the middle thoracic segment, while the rare type of EAC mainly in the lower thoracic segment. The mainly sparse type of malignant melanoma and malignant fibrous histiocytoma predominately occur in the lower thoracic segment, and the remaining sparse types mainly occur in the middle thoracic segment.
8.A nested case-control study on association between self-reported occupational sulfur dioxide exposure and hypertension
Guoxiu SHI ; Li ZHANG ; Yanli LIU ; Xiaofei ZHANG ; Kang LYU ; Qin SHI ; Chun YIN ; Feng KANG ; Yana BAI ; Shan ZHENG
Journal of Environmental and Occupational Medicine 2022;39(8):856-862
Background Current evidence on whether occupational sulfur dioxide (SO2) exposure affects the risk of hypertension is still limited, and the research results of the effect of environmental SO2 exposure on risk of hypertension remain inconsistent. Objective To analyze the association between self-reported occupational exposure to SO2 and the risk of hypertension, and the potential dose-response relationship between the years of exposure to SO2 and the risk of hypertension. Methods Based on the Jinchang cohort, a nested case-control study design was adopted. A total of 841 newly diagnosed hypertension patients were followed up as the case group, and the control group was selected with 1∶1 individual matching based on non-occupational factors and occupational factors, respectively. The former matching conditions included age ±2 years old, same gender, working age ±2 years, and home address in the same sub-district. The latter was limited to working in the same workshop on the basis of the former conditions. Finally, the former included 717 controls and the latter included 488 controls. A unified questionnaire was used to collect general demographic characteristics, lifestyle habits, history of diabetes, family history of hypertension, and information on occupational exposure to SO2 (self-reported history of occupational exposure to SO2 and years of exposure to SO2). Conditional logistic regression model was used to analyze the association between occupational exposure to SO2 and hypertension, and the dose-response relationship between the years of SO2 exposure and the risk of hypertension. Results In the nested case-control study matching with the non-occupational factors, the OR of hypertension in workers with self-reported occupational exposure to SO2 was 2.39 (95%CI: 1.68-3.39); while when matching with the occupational factors, the OR of hypertension in workers with self-reported occupational exposure to SO2 was 1.48 (95%CI: 1.04-2.12). The results of the dose-response relationship showed that as the SO2 exposure years increased from 1-9 years, 10-19 years, 20-29 years, and 30 years and above, in the nested case-control study matching with non-occupational factors, the ORs of hypertension were 1.85 (95%CI: 0.68-5.08), 1.46 (95%CI: 0.58-3.67), 1.64 (95%CI: 1.00-2.67), and 4.95 (95%CI: 2.63-9.31), respectively; in the nested case-control study matching with occupational factors, the ORs of hypertension were 0.98 (95%CI: 0.40-2.41), 1.84 (95%CI: 0.72-4.70), 1.37 (95%CI: 0.82-2.29), and 2.44 (95%CI: 1.37-4.35), respectively. The two dose-response relationships were positive by χ2 trend test (Ptrend<0.05). Conclusion Self-reported occupational exposure to SO2 is associated with the risk of hypertension in the study population, and the hypertension risk increases with the increase of SO2 exposure years.
9.Segmentation-informed sampling planning algorithm and dynamic simulation of a bronchial interventional diagnostic robot
Chao GUO ; Xiangrong TANG ; Ke ZHAO ; Shanqing LI ; Jinchang LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2022;29(10):1260-1269
Objective To propose a path planning method for precise robot-assisted bronchial intervention. Methods In the MuJoCo dynamic simulation environment, a simulation model and a simulated bronchus model which could accurately represent the motion process of the robot were built. Based on the Informed RRT* algorithm, the known spatial information was used to improve the path planning method and the motion characteristics of the robot were simulated to verify the ability of the robot algorithm to reach the target position. Results In the dynamic simulation environment, the robot could move as required, and could explore the target point of the planning task in a short time, and the position accuracy was improved by more than 50% compared with the existing electromagnetic navigation and other methods. Conclusion The established simulation model can restore the motion of the robot, and the robot has the ability to move in the bronchial environment. The proposed method can precisely control the simulated robot to enter the more peripheral airway position. It has the advantages of accuracy and faster speed than traditional manual interventional surgery, and can be used for the human-machine coordinated control task of robot-assisted bronchoscopy.
10.Effects of Outdoor Temperature on Blood Pressure in a Prospective Cohort of Northwest China.
Shan ZHENG ; Min Zhen WANG ; Zhi Yuan CHENG ; Feng KANG ; Yong Hong NIE ; Xiu Ying MI ; Hai Yan LI ; Lan JIN ; Ya Wei ZHANG ; Ya Na BAI
Biomedical and Environmental Sciences 2021;34(2):89-100
Objective:
The relationship between outdoor temperature and blood pressure (BP) has been inconclusive. We analyzed data from a prospective cohort study in northwestern China to investigate the effect of outdoor temperature on BP and effect modification by season.
Methods:
A total of 32,710 individuals who participated in both the baseline survey and the first follow-up in 2011-2015 were included in the study. A linear mixed-effect model and generalized additive mixed model (GAMM) were applied to estimate the association between outdoor temperature and BP after adjusting for confounding variables.
Results:
The mean differences in systolic blood pressure (SBP) and diastolic blood pressure (DBP) between summer and winter were 3.5 mmHg and 2.75 mmHg, respectively. After adjusting for individual characteristics, meteorological factors and air pollutants, a significant increase in SBP and DBP was observed for lag 06 day and lag 04 day, a 0.28 mmHg (95%
Conclusions
This study demonstrated a significant negative association between outdoor temperature and BP in a high-altitude environment of northwest China. Moreover, BP showed a significant seasonal variation. The association between BP and temperature differed by season and individuals' demographic characteristics (age, gender, BMI), unhealthy behaviors (smoking and alcohol consumption), and chronic disease status (CVDs, hypertension, and diabetes).
Adult
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Blood Pressure/physiology*
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China/epidemiology*
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Environmental Exposure/statistics & numerical data*
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Female
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Humans
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Male
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Middle Aged
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Prospective Studies
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Risk Factors
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Seasons
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Temperature

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