1.Research on establishing gastric cancer lymph node metastasis prediction model based on machine learning and routine laboratory indicators
Jianliang YAN ; Zeyu XIE ; Rongrong JING ; Ming CUI
The Journal of Practical Medicine 2024;40(6):844-849
Objective To establish a prediction model for lymph node metastasis(LNM)of gastric cancer based on routine laboratory indicators using machine learning algorithms.Methods This study collected data of 741 gastric cancer patients at Affiliated Hospital of Nantong University between January 2020 and January 2022 for model training and testing.Additionally,data of 102 gastric cancer patients between January 2023 and October 2023 were collected for model validation.XGBoost algorithm was used to calculate the importance of indicators and filter out a set of important indicators from 66 indicators.Five machine learning algorithms,including K-Nearest Neighbor,Support Vector Machine,Multilayer Perceptron,Random Forest and Adaboost,were constructed and trained for comparative analysis.Furthermore,the stability and accuracy of the model were further validated on the validation set.Results This study selected a set of important indicators composed of 9 routine laboratory indicators and trained the gastric cancer LNM prediction model,named V9.Additionally,through comparative experiments,it was found that the Adaboost algorithm based on the boosting strategy had the best performance,with evaluation metrics such as area under the curve,F1 score,accuracy,sensitivity,and specificity ranging from 0.833 to 0.968.The accuracy of the predictions on the validation set was 94.12%.Conclusion V9 was a gastric cancer LNM prediction model that has auxiliary clinical diagnostic value.It can be used to assess the risk of patients accurately and provide a basis for clinical decision-making.
2.Association between insomnia and type 2 diabetes:A two-sample Mendelian rando-mization study
Yujia MA ; Ranli LU ; Zechen ZHOU ; Xiaoyi LI ; Zeyu YAN ; Yiqun WU ; Dafang CHEN
Journal of Peking University(Health Sciences) 2024;56(1):174-178
Objective:To explore the robust relationship between insomnia and type 2 diabetes mellitus by two-sample Mendelian randomization analysis to overcome confounding factors and reverse causality in observational studies.Methods:We identified strong,independent single nucleotide polymorphisms(SNPs)of insomnia from the most up to date genome wide association studies(GWAS)within European ancestors and applied them as instrumental variable to GWAS of type 2 diabetes mellitus.After excluding SNPs that were significantly associated with smoking,physical activity,alcohol consumption,educational attainment,obesity,or type 2 diabetes mellitus,we assessed the impact of insomnia on type 2 diabetes mellitus using inverse variance weighting(IVW)method.Weighted median and MR-Egger regression analysis were also conducted to test the robustness of the association.We calculated the F statistic of the selected SNPs to test the applicability of instrumental variable and F statistic over than ten indicated that there was little possibility of bias of weak instrumental variables.We further examined the existence of pleiotropy by testing whether the intercept term in MR-Egger regression was significantly different from ze-ro.In addition,the leave-one-out method was used for sensitivity analysis to verify the stability and relia-bility of the results.Results:We selected 248 SNPs independently associated with insomnia at the genome-wide level(P<5 ×10-8)as a preliminary candidate set of instrumental variables.After clum-ping based on the reference panel from 1000 Genome Project and removing the potential pleiotropic SNPs,a total of 167 SNPs associated with insomnia were included as final instrumental variables.The F statistic of this study was 39.74,which was in line with the relevance assumption of Mendelian randomi-zation.IVW method showed insomnia was associated with higher risk of type 2 diabetes mellitus that po-pulation with insomnia were 1.14 times more likely to develop type 2 diabetes mellitus than those without insomnia(95%CI:1.09-1.21,P<0.001).The weighted median estimator(WME)method and MR-Egger regression showed similar causal effect of insomnia on type 2 diabetes mellitus.And MR-Egger re-gression also showed that the effect was less likely to be triggered by pleiotropy.Sensitivity analyses pro-duced directionally similar estimates.Conclusion:Insomnia is a risk factor of type 2 diabetes mellitus,which has positively effects on type 2 diabetes mellitus.Our study provides further rationale for indivi-duals at risk for diabetes to keep healthy lifestyle.
3.Methodology for Developing Patient Guideline(1):The Concept of Patient Guideline
Lijiao YAN ; Ning LIANG ; Ziyu TIAN ; Nannan SHI ; Sihong YANG ; Yufang HAO ; Wei CHEN ; Xiaojia NI ; Yingfeng ZHOU ; Ruixiang WANG ; Zeyu YU ; Shuyu YANG ; Yujing ZHANG ; Ziteng HU ; Jianping LIU
Journal of Traditional Chinese Medicine 2024;65(20):2086-2091
Since the concept of patient versions of guidelines (PVGs) was introduced into China, several PVGs have been published in China, but we found that there is a big difference between the concept of PVG at home and abroad, and the reason for this difference has not been reasonably explained, which has led to ambiguity and even misapplication of the PVG concept by guideline developers. By analyzing the background and purpose of PVGs, and the understanding of the PVG concept by domestic scholars, we proposed the term patient guidelines (PGs). This refers to guidelines developed under the principles of evidence-based medicine, centered on health issues that concern patients, and based on the best available evidence, intended for patient use. Except for the general attribute of providing information or education, which is typical of common health education materials, PGs also provide recommendations and assist in decision-making, so PGs include both the patient versions of guidelines (PVG) as defined by the Guidelines International Network (GIN) and "patient-directed guidelines", i.e. clinical practice guidelines resulting from the adaptation or reformulation of recommendations through clinical practice guidelines.
4.Researches on multi-level rehabilitation service system in China:a bibliometrics analysis
Ruixue YE ; Yulong WANG ; Yan GAO ; Kaiwen XUE ; Zeyu ZHANG ; Jie YAN ; Yucong ZOU ; Guo DAN
Chinese Journal of Rehabilitation Theory and Practice 2024;30(6):630-638
Objective To analyze the trends,cooperation,topics and hotspots of researches about multi-level rehabilitation service system in China. Methods The literature on multi-level rehabilitation service system in China was searched and screened in databases of CNKI from 1983 to 2023.The number of the articles was described,and the cooperation,research hotspots and changing trend were analyzed using VOSviewer. Results A total of 4 643 articles were included.The number of the articles tended to increase and developed in stages.Nine groups with five or more researchers were found,and seven of them cooperated with each other.The most frequent keywords were community-based rehabilitation(occurrence 1 251 with connection strength 1 780),stroke(occurrence 674 with connection strength 1 126),family rehabilitation(occurrence 412 with connection strength 514),rehabilitation nursing(occurrence 178 with connection strength 240)and quality of life(occur-rence 156 with connection strength 311).The researchers initially focused on disability rehabilitation,then fo-cused on community-based rehabilitation and family rehabilitation,and gradually focused on the quality of life,activities of daily living,satisfaction,mental health,negative emotion and healthcare consortium in recent years. Conclusion The researches about multi-level rehabilitation service system are developing in China,focusing on commu-nity-based rehabilitation,stroke,family rehabilitation,rehabilitation nursing and quality of life.The cooperation among scholar groups need to be strengthened.Quality of life,activities of daily living,satisfaction,mental health,negative emotion and healthcare consortium may be the hotspots in the future.
5.Association between short-term exposure to atmospheric fine particulate matter and ozone and inflammatory indicators in peripheral blood of patients with pneumonia
Lulu SONG ; Qi YU ; Nannan LIU ; Yuhui GAO ; Zeyu NIU ; Yan ZHANG ; Huiqiu ZHENG ; Jiayu TIAN ; Junxia LIU ; Lifang ZHAO ; Zhihong ZHANG
Shanghai Journal of Preventive Medicine 2024;36(6):551-558
ObjectiveTo explore the association between short-term exposure to atmospheric fine particulate matter (PM2.5) and ozone (O3) and systemic inflammatory indicators in patients with pneumonia, and to identify the susceptible populations. MethodsFrom September 2018 to April 2020, data of 1 480 patients admitted for pneumonia was collected from a tertiary hospital in Taiyuan City. Generalized additive models (GAMs) were used to explore the associations between PM2.5 and O3 exposure and inflammatory indicators of patients with pneumonia; and to explore the susceptibility factors and susceptible populations to PM2.5 and O3 exposures through stratified analyses. ResultsThe short-term exposure to PM2.5 was associated with changes in peripheral blood C-reation protein (CRP), erythrocyte sedimentation (ESR), easinophil (EOS), neutrophil (NEU) and neutrophil-lymphocyte ratio (NLR) in patients with pneumonia, and there were different degrees of hysteresis effects, with the effect values reaching a maximum at lag03, lag03, lag0, lag03, lag03, respectively, which were 4.13% (95%CI: 0.43%‒7.84%), 3.10% (95%CI: 0.24%‒5.97%), 5.27% (95%CI: 3.12%‒7.42%), 1.85% (95%CI: 0.36%‒3.34%), and 2.53% (95%CI: 0.53%‒4.74%) for every 10 μg·m-3 of PM2.5. The changes in O3 concentration were associated with the elevation of peripheral blood PCT and ESR in patients with pneumonia, and their effect values all reached the maximum at lag01 d, every 1 μg·m-3 of O3 elevation increased by 0.38% (95%CI: 0.04%‒0.73%) and 0.47% (95%CI: 0.19%‒0.76%), respectively. Stratified analyses showed that the associations of PM2.5 with peripheral blood CRP, ESR, NEU, and NLR in pneumonia patients were more significant in males, the elderly, and those with onset in the cold season; the associations of O3 with peripheral blood PCT and ESR in pneumonia patients were more significant in the elderly and those with onset in the warm season, and the peripheral blood CRP and PCT in female patients with pneumonia were more susceptible to the changes of O3. ConclusionShort-term exposure to atmospheric PM2.5 and O3 are positively associated with changes in inflammatory indicators in patients with pneumonia, and the effects of PM2.5 on patients with pneumonia are more extensive than those of O3, with a longer lag effect. In addition, elderly patients with pneumonia are more sensitive to air pollution, male patients with pneumonia are more sensitive to PM2.5, and female patients with pneumonia are more sensitive to O3. Cold and warm seasons can exacerbate the effects of PM2.5 and O3 on inflammatory indicators in patients with pneumonia, respectively, and the patients must be protected well.
6.Learning curve for a five-step procedure, transthoracic single-port assisted laparoscopic transabdominal diaphragmatic approach, for Siewert type II adenocarcinoma of the esophagogastric junction
Haiping ZENG ; Yonghui CHEN ; Lijie LUO ; Zijing ZHANG ; Zeyu LIN ; Yan CHEN ; Yaohui PENG ; Tao WANG ; Yansheng ZHENG ; Wenjun XIONG ; Wei WANG
Chinese Journal of Gastrointestinal Surgery 2024;27(9):938-944
Objective:To investigate the learning curve for a five-step procedure, namely, a transthoracic single-port assisted laparoscopic transabdominal diaphragmatic approach, for Siewert type II adenocarcinoma of the esophagogastric junction.Methods:In this retrospective cohort study, we analyzed relevant clinical data of 66 patients with Siewert type II adenocarcinoma of the esophagogastric junction who had undergone the five-step procedure performed by the same surgeon in the Gastrointestinal Surgery Department of Guangdong Provincial Hospital of Chinese Medicine from May 2017 to April 2023. The learning curve were plotted using cumulative summation analysis and selected indicators, including intraoperative blood loss, duration of surgery, time to first flatus, time to first tolerance of liquid food, length of hospital stay, and incidence of perioperative complications at different stages were compared. The data were analyzed using SPSS 24.0 statistical software. Numerical data are presented as cases (%) and data were analyzed using the χ 2 test or Fisher's exact test. Normally distributed measurement data are presented as x±s, and independent sample t-testing was performed for inter group comparison. Non-normally distributed measurement data are presented as M( Q1, Q3) and the Mann–Whitney U test was used for inter group comparison. Results:The five-step procedure had been successfully completed without switching to open surgery in all 66 study patients. There were no perioperative deaths, blood loss was 100 (50, 200) mL and duration of surgery 329.4±87.3 minutes. The equation of optimal fit for the duration of surgery was y=0.031x 3-4.4757x 2+164.97x-264.4 ( P<0.001, R2=0.9797). The cumulative summation learning curve reached a vertex when 25 surgical procedures had accumulated. Using 25 cases as the cut-off, we divided the learning curves into learning and proficiency periods and patients into learning (25) and proficiency period groups (41). There were no statistically significant differences between the two groups of patients in sex, age, body mass index, American Society of Anesthesiologists score, history of abdominal surgery, comorbidities, preoperative neoadjuvant therapy, maximum tumor diameter, surgical procedure, or T and N stage of tumor ( P>0.05). The following factors differed significantly (all P<0.05) between the learning and proficiency stages: in the latter there was less intraoperative blood loss (100 [50, 100] ml vs. 200 [100, 200] ml, U=-3.940, P<0.001), shorter duration of surgery ([289.8±50.7] minutes vs. [394.4±96.0] minutes, t=5.034, P<0.001), more mediastinal lymph nodes removed (5 [2, 8] vs. 2 [1, 5], U=-2.518, P=0.012), earlier time to first flatus (2 [2, 3] days vs. 4 [3, 6] days, U=-4.016, P<0.001), earlier time to first tolerance of liquid food (5 [4, 6] days vs. 7 [6, 8] days, U=-2.922, P=0.003), shorter duration of hospital stay (8 [8, 10] vs. 10 [9, 12] days, U=-2.028, P=0.043). The incidence of surgical complications did not differ significantly between the two groups ( P=0.238). Conclusion:Satisfactory results can be achieved with the five-step procedure for patients with Siewert type II adenocarcinoma of the esophagogastric junction once 25 procedures have been performed.
7.Application of anterior esophageal wall full layer fixation and gastric tube guidance in total laparoscopic overlap method for intracorporeal esophagojejunostomy
Yan CHEN ; Xinrui YE ; Lijie LUO ; Zijing ZHANG ; Wenjun XIONG ; Haigang YANG ; Yaohui PENG ; Zeyu LIN ; Zhuoxuan ZHANG ; Wei WANG
Chinese Journal of Gastrointestinal Surgery 2024;27(10):1074-1079
Objective:To explore the application of anterior esophageal wall full layer fixation and gastric tube guidance in total laparoscopic overlap method for intracorporeal esophagojejunostomy.Methods:Overlap esophagojejunostomy with anterior esophageal wall full layer fixation and gastric tube guidance is suitable for patients with advanced gastric cancer (clinical stage: cT1b~4aN0~3M0) and esophageal invasion <3 cm, who underwent radical total gastrectomy+ overlap esophagojejunostomy. The main operation procedure was performed as follows: A titanium clip was used for fixation of the full anterior wall of esophagus before overlap esophagojejunostomy, and the side‐to‐side esophagojejunostomy was performed with the linear stapler under the guidance of gastric tube. Then the titanium clip was removed after confirming that the correct cavity was entered. Finally, the common outlet was closed by two barbed sutures. A descriptive case series study was conducted. The clinical data of patients who underwent laparoscopic radical gastrectomy and overlap esophagojejunostomy with anterior esophageal wall full layer fixation and gastric tube guidance in Guangdong Provincial Hospital of Chinese medicine and the First Affiliated Hospital of Guangzhou University of Chinese medicine from May 2021 to June 2023 were retrospectively analyzed.Results:A total of 42 patients were collected, and all of them were successfully completed laparoscopic total radical gastrectomy without conversion to laparotomy or perioperative death. The esophagojejunostomy time, operative time, intraoperative blood loss was 17(5‐25) minutes, (258.8±38.0) minutes and 50(20‐200) ml, respectively. The incidence of esophageal false lumen was 0%, and there were no intraoperative complications. The time of gastric tube removal, initial fluid diet intake and the duration of postoperative hospital were 2(1‐5) , 4(1‐8) and 8(4‐21) days, respectively. There were no postoperative anastomotic hemorrhage, anastomotic stenosis and other related complications. One patient (2.38%) developed a Clavien‐Dindo IIIb complication, which was abdominal hemorrhage after operation. The second surgical exploration confirmed that the patient was bleeding due to gastroduodenal artery rupture. After intraoperative suture hemostasis, fluid expansion, blood transfusion and other treatments, the patient was discharged on the 15th day after the operation. Three patients (7.14%) developed Clavien‐Dindo grade II complications, including anastomotic leakage, chylous leakage and pulmonary infection, and were discharged after conservative treatment such as anti‐infection and prolonged retention of drainage tube.Conclusions:Laparoscopic overlap method for intracorporeal esophagojejunostomy with anterior esophageal wall fixation and gastric tube guidance can shorten the time of esophagojejunostomy and prevent the occurrence of false lumen, and do not increase anastomose‐related complications.
8.Learning curve for a five-step procedure, transthoracic single-port assisted laparoscopic transabdominal diaphragmatic approach, for Siewert type II adenocarcinoma of the esophagogastric junction
Haiping ZENG ; Yonghui CHEN ; Lijie LUO ; Zijing ZHANG ; Zeyu LIN ; Yan CHEN ; Yaohui PENG ; Tao WANG ; Yansheng ZHENG ; Wenjun XIONG ; Wei WANG
Chinese Journal of Gastrointestinal Surgery 2024;27(9):938-944
Objective:To investigate the learning curve for a five-step procedure, namely, a transthoracic single-port assisted laparoscopic transabdominal diaphragmatic approach, for Siewert type II adenocarcinoma of the esophagogastric junction.Methods:In this retrospective cohort study, we analyzed relevant clinical data of 66 patients with Siewert type II adenocarcinoma of the esophagogastric junction who had undergone the five-step procedure performed by the same surgeon in the Gastrointestinal Surgery Department of Guangdong Provincial Hospital of Chinese Medicine from May 2017 to April 2023. The learning curve were plotted using cumulative summation analysis and selected indicators, including intraoperative blood loss, duration of surgery, time to first flatus, time to first tolerance of liquid food, length of hospital stay, and incidence of perioperative complications at different stages were compared. The data were analyzed using SPSS 24.0 statistical software. Numerical data are presented as cases (%) and data were analyzed using the χ 2 test or Fisher's exact test. Normally distributed measurement data are presented as x±s, and independent sample t-testing was performed for inter group comparison. Non-normally distributed measurement data are presented as M( Q1, Q3) and the Mann–Whitney U test was used for inter group comparison. Results:The five-step procedure had been successfully completed without switching to open surgery in all 66 study patients. There were no perioperative deaths, blood loss was 100 (50, 200) mL and duration of surgery 329.4±87.3 minutes. The equation of optimal fit for the duration of surgery was y=0.031x 3-4.4757x 2+164.97x-264.4 ( P<0.001, R2=0.9797). The cumulative summation learning curve reached a vertex when 25 surgical procedures had accumulated. Using 25 cases as the cut-off, we divided the learning curves into learning and proficiency periods and patients into learning (25) and proficiency period groups (41). There were no statistically significant differences between the two groups of patients in sex, age, body mass index, American Society of Anesthesiologists score, history of abdominal surgery, comorbidities, preoperative neoadjuvant therapy, maximum tumor diameter, surgical procedure, or T and N stage of tumor ( P>0.05). The following factors differed significantly (all P<0.05) between the learning and proficiency stages: in the latter there was less intraoperative blood loss (100 [50, 100] ml vs. 200 [100, 200] ml, U=-3.940, P<0.001), shorter duration of surgery ([289.8±50.7] minutes vs. [394.4±96.0] minutes, t=5.034, P<0.001), more mediastinal lymph nodes removed (5 [2, 8] vs. 2 [1, 5], U=-2.518, P=0.012), earlier time to first flatus (2 [2, 3] days vs. 4 [3, 6] days, U=-4.016, P<0.001), earlier time to first tolerance of liquid food (5 [4, 6] days vs. 7 [6, 8] days, U=-2.922, P=0.003), shorter duration of hospital stay (8 [8, 10] vs. 10 [9, 12] days, U=-2.028, P=0.043). The incidence of surgical complications did not differ significantly between the two groups ( P=0.238). Conclusion:Satisfactory results can be achieved with the five-step procedure for patients with Siewert type II adenocarcinoma of the esophagogastric junction once 25 procedures have been performed.
9.Application of anterior esophageal wall full layer fixation and gastric tube guidance in total laparoscopic overlap method for intracorporeal esophagojejunostomy
Yan CHEN ; Xinrui YE ; Lijie LUO ; Zijing ZHANG ; Wenjun XIONG ; Haigang YANG ; Yaohui PENG ; Zeyu LIN ; Zhuoxuan ZHANG ; Wei WANG
Chinese Journal of Gastrointestinal Surgery 2024;27(10):1074-1079
Objective:To explore the application of anterior esophageal wall full layer fixation and gastric tube guidance in total laparoscopic overlap method for intracorporeal esophagojejunostomy.Methods:Overlap esophagojejunostomy with anterior esophageal wall full layer fixation and gastric tube guidance is suitable for patients with advanced gastric cancer (clinical stage: cT1b~4aN0~3M0) and esophageal invasion <3 cm, who underwent radical total gastrectomy+ overlap esophagojejunostomy. The main operation procedure was performed as follows: A titanium clip was used for fixation of the full anterior wall of esophagus before overlap esophagojejunostomy, and the side‐to‐side esophagojejunostomy was performed with the linear stapler under the guidance of gastric tube. Then the titanium clip was removed after confirming that the correct cavity was entered. Finally, the common outlet was closed by two barbed sutures. A descriptive case series study was conducted. The clinical data of patients who underwent laparoscopic radical gastrectomy and overlap esophagojejunostomy with anterior esophageal wall full layer fixation and gastric tube guidance in Guangdong Provincial Hospital of Chinese medicine and the First Affiliated Hospital of Guangzhou University of Chinese medicine from May 2021 to June 2023 were retrospectively analyzed.Results:A total of 42 patients were collected, and all of them were successfully completed laparoscopic total radical gastrectomy without conversion to laparotomy or perioperative death. The esophagojejunostomy time, operative time, intraoperative blood loss was 17(5‐25) minutes, (258.8±38.0) minutes and 50(20‐200) ml, respectively. The incidence of esophageal false lumen was 0%, and there were no intraoperative complications. The time of gastric tube removal, initial fluid diet intake and the duration of postoperative hospital were 2(1‐5) , 4(1‐8) and 8(4‐21) days, respectively. There were no postoperative anastomotic hemorrhage, anastomotic stenosis and other related complications. One patient (2.38%) developed a Clavien‐Dindo IIIb complication, which was abdominal hemorrhage after operation. The second surgical exploration confirmed that the patient was bleeding due to gastroduodenal artery rupture. After intraoperative suture hemostasis, fluid expansion, blood transfusion and other treatments, the patient was discharged on the 15th day after the operation. Three patients (7.14%) developed Clavien‐Dindo grade II complications, including anastomotic leakage, chylous leakage and pulmonary infection, and were discharged after conservative treatment such as anti‐infection and prolonged retention of drainage tube.Conclusions:Laparoscopic overlap method for intracorporeal esophagojejunostomy with anterior esophageal wall fixation and gastric tube guidance can shorten the time of esophagojejunostomy and prevent the occurrence of false lumen, and do not increase anastomose‐related complications.
10.Relationship among depressive symptoms,filial piety and mutuality in adult-child caregivers of disabled elderly
Jinming SUN ; Fenghua WANG ; Guolu ZHANG ; Manhua SUN ; Zeyu YAN ; Xue DING
Chinese Mental Health Journal 2024;38(8):674-679
Objective:To explore the relationship between depressive symptoms and filial piety in adult-child caregivers of disabled elderly,and the mediating effect of mutuality on the relationship.Methods:Totally 383 adult-child caregivers were assessed with the Center for Epidemiological Studies Depression Scale(CES-D),Dual Filial Piety Scale(DFPS)and Mutuality Scale(MS).The SPSS macro program Process was used to test the mediation model.Results:The CES-D scores were negatively correlated with the reciprocal filial piety scores and the MS scores(r=-0.49,-0.48,Ps<0.01)and positively correlated with the authoritarian filial piety scores(r=0.37,P<0.01).The MS scores were positively correlated with the reciprocal filial piety scores(r=0.76,P<0.01),and negatively correlated with the authoritarian filial piety scores(r=-0.84,P<0.01).Reciprocal filial piety scores were negatively associated with CES-D scores(β=-0.67).In addition,MS scores partly mediated the relationship between reciprocal filial piety scores and CES-D scores,the value of mediating effect was 22.89%.Conclusion:The depressive symptoms are correlated with filial piety and mutuality among adult-child caregivers of disabled eld-erly.

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