1.Explainable Machine Learning Model for Predicting Prognosis in Patients with Malignant Tumors Complicated by Acute Respiratory Failure: Based on the eICU Collaborative Research Database in the United States
Zihan NAN ; Linan HAN ; Suwei LI ; Ziyi ZHU ; Qinqin ZHU ; Yan DUAN ; Xiaoting WANG ; Lixia LIU
Medical Journal of Peking Union Medical College Hospital 2026;17(1):98-108
To develop and validate a model for predicting intensive care unit (ICU) mortality risk in patients with malignant tumors complicated by acute respiratory failure (ARF) based on an explainable machine learning framework. Clinical data of patients with malignant tumors and ARF were extracted from the eICU Collaborative Research Database in the United States, including demographic characteristics, comorbidities, vital signs, laboratory test indicators, and major interventions within the first 24 hours after ICU admission.The study outcome was ICU death.Enrolled patients were randomly divided into a training set and a validation set at a ratio of 7:3.Predictor variables were selected using least absolute shrinkage and selection operator (LASSO) regression.Five machine learning algorithms-extreme gradient boosting (XGBoost), support vector machine (SVM), Logistic regression, multilayer perceptron (MLP), and C5.0 Decision Tree-were employed to construct predictive models.Model performance was evaluated based on the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and other metrics.The optimal model was further interpreted using the Shapley additive explanations (SHAP) algorithm. A total of 3196 patients with malignant tumors complicated by ARF were included.The training set comprised 2, 261 patients and the validation set 935 patients; 683 patients died during ICU stay, while 2513 survived.LASSO regression ultimately selected 12 variables closely associated with patient ICU outcomes, including sepsis comorbidity, use of vasoactive drugs, and within the first 24 hours after ICU admission: minimum mean arterial pressure, maximum heart rate, maximum respiratory rate, minimum oxygen saturation, minimum serum bicarbonate, minimum blood urea nitrogen, maximum white blood cell count, maximum mean corpuscular volume, maximum serum potassium, and maximum blood glucose.After model evaluation, the XGBoost model demonstrated the best performance.The AUCs for predicting ICU mortality risk in the training and validation sets were 0.940 and 0.763, respectively; accuracy was 88.3% and 81.2%;sensitivity was 98.5% and 95.9%.Its predictive performance also remained optimal in sensitivity analyses.SHAP analysis indicated that the top five variables contributing to the model's predictions were minimum oxygen saturation, minimum serum bicarbonate, minimum mean arterial pressure, use of vasoactive drugs, and maximum white blood cell count. This study successfully developed a mortality risk prediction model for ICU patients with malignant tumors complicated by ARF based on a large-scale dataset and performed explainability analysis.The model aids clinicians in early identification of high-risk patients and implementing individualized interventions.
2.Detection and chronic non-carcinogenic risk assessment of chemicals in urban drinking water in Hebei Province from 2017 to 2021
Tingting DING ; Yuqin AN ; Yigang LIU ; Shuhua YUAN ; Suwei WANG
Journal of Environmental and Occupational Medicine 2024;41(9):1043-1048
Background Hebei Province is located in the North China Plain. In view of the influence of geological background and the acute and chronic hazards caused by excessive drinking water toxicological indicators, coupled with the large coverage of water supply in urban areas and the existence of self-built water supply facilities, it is necessary to understand the drinking water sanitation status in urban areas and conduct health risk assessment. Objective To investigate main indicators affecting the compliance rate of drinking water quality in urban areas of Hebei and evaluate the chronic non-carcinogenic risks of 11 chemicals. Methods The collection, preservation, and testing of
3.Efficacy of stented elephant trunk procedure for right-sided aortic arch with Kommerell's diverticulum
Yongliang ZHONG ; Bing TANG ; Suwei CHEN ; Yipeng GE ; Hai' ; ou HU ; Zhiyu QIAO ; Chengnan LI ; Yongmin LIU ; Junming ZHU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(07):1020-1026
Objective To summarize our experience and the early and midterm outcomes of stented elephant trunk procedure for right-sided aortic arch (RAA) with Kommerell's diverticulum (KD). Methods From April 2013 to July 2020, patients with RAA and KD who underwent stented elephant trunk procedure at our center were collected. Surgery was performed under moderate hypothermic circulatory arrest combined with selective antegrade cerebral perfusion via median sternotomy. Results A total of 8 patients were included, including 7 males and 1 female with a mean age of 51.88±9.61 years. All patients had an aneurysmal KD and aberrant left subclavian artery. Preoperative comorbidities included acute Stanford type B aortic dissection in 1 patient, aortic arch pseudoaneurysm in 1 patient, acute type B intramural hematoma in 2 patients, and coronary artery disease in 1 patient. Concomitant procedures included reconstruction of the left subclavian artery in all patients and coronary artery bypass grafting in 1 patient. The mean time of operation, cardiopulmonary bypass, aortic cross-clamping, and selective cerebral perfusion was 6.25±1.16 h, 157.75±40.07 min, 77.75±33.10 min, and 28.50±5.55 min, respectively. No intraoperative death occurred. There was 1 in-hospital death. Follow-up was completed in all patients with a mean period of 3.58±2.08 years. No late death occurred. A persistent anastomotic leak of the proximal arch was detected in 1 patient, but reintervention was not performed because neither aortic dilatation nor symptoms of tracheal and esophageal compression were observed during the follow-up. The remaining 6 patients showed positive aortic remodeling with complete thrombosis of the aneurysmal KD, and neither aortic event nor tracheal and esophageal compression occurred. Conclusion Stented elephant trunk procedure is a safe and feasible technique for selected patients with RAA and KD, which can achieve favorable early and midterm outcomes.
4.Identification of 15 bird remains using the 16S rRNA gene sequence
Hong ZHU ; Jianshen CAO ; Suwei SHANG ; Liu YANG ; Hepeng LI
Chinese Journal of Forensic Medicine 2023;38(6):702-704
Objective The mitochondrial 16S rRNA gene PCR sequencing method was applied to identify the bird species involved in the case of bird remains.Methods Using frozen muscle tissue samples from 15 unknown bird remains,the PCR amplification of the 16S rRNA DNA barcode fragment was performed.Results Through sequence alignment and phylogenetic analysis,it was determined that the 15 samples were associated with six bird species,including four Streptopelia chinensis,one Turdus eunomus,five Passer montanus,two Chloris sinica,two Fringilla montifringilla,and one Phoenicurus auroreus.These species belong to 2 orders,6 families,and 6 genera,all of which are protected as listed species under the wildlife conservation regulations.Conclusion The 16S rRNA gene segment can be regarded as a reliable approach for accurately identifying bird species from remains,providing a dependable basis for qualitative and sentencing determinations in judicial cases.
5.Gender-related differences of clinical features and perioperative treatment outcomes in patients with type A aortic dissection
Zhiyu QIAO ; Suwei CHEN ; Chenhan ZHANG ; Yipeng GE ; Haiou HU ; Ruidong QI ; Chengnan LI ; Yongmin LIU ; Junming ZHU
Chinese Journal of Thoracic and Cardiovascular Surgery 2023;39(6):336-340
Objective:To retrospectively analyze the gender differences in the clinical characteristics and perioperative outcomes of patients with type A aortic dissection in our institution.Methods:From January 2019 to January 2020, total 405 patients underwent surgical treatment for type A aortic dissection at Beijing Anzhen Hospital, including extensive aortic repair (total aortic arch replacement combined with stenting elephant trunk implantation) and limited aortic repair. In the entire cohort, male 295 cases, female 110 cases. All measures in this study were expressed as ± s or median(quartiles) and analyzed by Student t test for variables or non- parametric tests; count data were expressed as frequencies and percentages and analyzed by χ2 test and Fisher exact probability test. Independent risk factors were analyzed by logistic multivariate regression. Results:Females were older than males[(53.3 ± 12.4)years old vs. (47.1 ± 11.0)years old, P<0.001] and had significantly higher proportion of diabetes(9.1% vs. 4.1%, P=0.047) and previous cerebrovascular disease (11.8% vs. 5.8%, P=0.038). Females had a lower proportion of total aortic arch replacement combined with elephant trunk implantation (64.5% vs. 82.7%, P<0.001), while aortic cross-clamp time[168.0(144.8, 201.5) minutes vs. 190.0 (163.0, 217.0) minutes, P<0.001] and CPB time[99.0 (79.8, 118.0) min vs. 107.0 (91.0, 126.0) min, P=0.006] were significantly shorter than males. Females had significantly higher rates of pulmonary infection (14.5% vs. 5.8%, P=0.004) and stroke than males (15.5% vs. 8.1%, P=0.030). The difference in the proportion of postoperative deaths between female and male TAAD patients was not statistically significant (3.6% vs. 7.8%). Logistics multivariable regression analysis found that female was an independent risk factor for postoperative stroke ( OR=2.574, 95% CI: 1.198-5.531, P=0.015) and pulmonary infection ( OR=2.610, 95% CI: 1.180-5.772, P=0.018). Conclusion:Gender did not affect mortality after TAAD repair significantly, but females increased the risk of stroke and pulmonary infection after TAAD surgery.
6.Analysis of DFNA5 gene variant in a Chinese pedigree affected with late-onset non-syndromic hearing loss.
Nuoyang WANG ; Canming CHEN ; Ming TONG ; Qian LI ; Li LIU ; Suwei HU
Chinese Journal of Medical Genetics 2021;38(2):174-177
OBJECTIVE:
To explore the genetic basis for a Chinese pedigree affected with autosomal dominant late-onset non-syndromic hearing loss (NSHL).
METHODS:
Clinical data of the pedigree were collected. Genomic DNA was extracted from peripheral blood samples of the proband and other family members. Trio whole exome sequencing was carried out for 19 396 genes to identify potential pathogenic variants. Sanger sequencing was carried out to verify the candidate variant in the pedigree.
RESULTS:
The proband and his father were found to carry a c.1183+1delG p.? variant of the DFNA5 gene. The variant was confirmed to be co-segregating with the disease phenotype in the pedigree.
CONCLUSION
The c.1183+1delG p.? variant of the DFNA5 gene probably underlay the late onset NSHL in this pedigree. Above finding has enabled accurate genetic counseling for this pedigree.
Age of Onset
;
China
;
Hearing Loss, Sensorineural/genetics*
;
Humans
;
Male
;
Mutation
;
Pedigree
;
Receptors, Estrogen/genetics*
7.Effects of knowledge, attitude and practice model on improving readiness for hospital discharge and quality of discharge guidance for patients undergoing intracranial aneurysm surgery
Suwei LIU ; Aishan DILIHUMA ; Aisha MAIMAITILI ; Qiaojun PENG
Chinese Journal of Modern Nursing 2021;27(13):1769-1774
Objective:To explore the application effect of health education based on knowledge, attitude and practice model in improving readiness for hospital discharge and quality of discharge guidance for patients undergoing intracranial aneurysm surgery.Methods:Using the convenient sampling method, a total of 152 patients who underwent craniotomy and intravascular interventional embolization in Neurosurgery Department of the First Affiliated Hospital of Xinjiang Medical University from July 2019 to May 2020 were selected. According to the random number table method, they were divided into in the control group and the experimental group, with 76 cases in each group. The experimental group was given health education based on knowledge, attitude and practice model at basis of routine discharge guidance health education, while the control group was given routine discharge guidance health education. The scores of readiness for hospital discharge and quality of discharge guidance of the two groups were compared.Results:The total score of readiness for hospital discharge in experimental group was (90.80±7.63) , which was higher than that in control group (55.34±9.80) . The total score of quality of discharge guidance of the experimental group was (159.11±10.79) , which was higher than (80.45±12.65) of the control group, and the differences were statistically significant ( t= -24.893, -41.230; P<0.01) . Conclusions:The implementation of health education based on knowledge, attitude and practice model can effectively improve readiness for hospital discharge and quality of discharge guidance for patients undergoing intracranial aneurysm surgery.
8.Surgical treatment of acute type A dissection with mitral regurgitation
Chengnai LI ; Junming ZHU ; Ruidong QI ; Yi YANG ; Hai YU ; Xiaoyan XING ; Suwei CHEN ; Yongmin LIU ; Lizhong SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2020;36(8):478-480
Objective:Acute type A dissection with mitral regurgitation was very rare. To sum up our experience of surgical treatment of acute type A dissection with mitral regurgitation.Methods:From October 2010 to January 2017, 17 patients with acute type A dissection with mitral regurgitation underwent surgical treatment. There were 12 males, 5 females; mean age, (38±11) years(range, 18-59 years). Hypertension was noted in 9 patients, Marfan syndrome in 2 patients, renal dysfuction in 3 patients, cardiac dysfunction in 3 patients, lower limb ischemia was observed in 2 patients and dilated cardiomyopathy in one patient. Preoperative abdominal aortic replacement was observed in one case.Results:Concomitant procedures included Bentall procedure in 16 patients, aortic arch operation in 15 patients, tricuspid valve plasty in 3 patients, coronary artery bypass grafting in 2 patients and asceding aorta - femoral artery bypass in one patient. 11 patients required mechanical ventilation for <24 hours, 3 cases for <48 hours and 3 subjects for > 48 hours. Continuous renal replacement therapy was required in 3 patients, re-operation in one patient and partial pericardial excision in one patient. One patient was out of follow-up. The remaining had a normal life during follow-up.Conclusion:Repair of acute type A dissection with mitral regurgitation carried with a relatively high mortality and morbidity. Under better protection of heart and cerebrum, it obtained accepted surgical results in patients with this lesion
9.Effect evaluation of blood component transfusion combined with recombinant activated factorⅦa in treatment of severe active hemorrhage after cardiac surgery
Qinghua ZHANG ; Wenjun ZHENG ; Suwei CHEN ; Xiaoming BIAN ; Jun LIU ; Lianjun GAO ; Peng LIU
Clinical Medicine of China 2019;35(4):360-365
Objective To evaluate the efficacy and complications of component blood transfusion combined with recombinant activated factorⅦa(rFⅦa)in treatment of severe active hemorrhage after cardiac surgery??Methods Fifty patients who suffered from severe active hemorrhage after cardiac surgery were selected from the First Affiliated Hospital of Dalian Medical University from July 2015 to May 2017??All patients were divided into GR group ( component blood transfusion combined with rFⅦa) and GA group (component blood transfusion combined with tranexamic acid) by random number table method,25 cases in each group??The changes of disseminated intravascular coagulation (DIC) were screened on admission(D1), after cessation of cardiopulmonary bypass ( D2 ), and 2 h ( D3 ), 6 h ( D4 ) and 12 h ( D5 ) after medication??The difference of activated partial thromboplastin time (APTT), international normalized ratio (INR),fibrinogen,hemoglobin and platelet of the two groups at each time point of D1,D2,D3,D4 and D5 were analyzed??Meanwhile, the postoperative drainage, postoperative blood transfusion, postoperative plasma transfusion volume, postoperative mechanical ventilation time, ICU retention time, the 30 d mortality and complications were compared between the two groups??Results There were significant differences in APTT, INR,fibrinogen,hemoglobin and platelet between the two groups ( all P<0??05)??There was no significant difference in the indices of DIC screening between the two groups at D1, D2 and D5 time points ( all P>0??05),but at D3 time point,APTT in GR group was significantly shorter than that in GA group((50??3 ±6??6)s vs??(60??1±6??5)s,P=0??027),and INR in GR group at D4 time point was also significantly lower ((1??3 ± 0??3) vs??( 1??5 ± 0??3), P=0??041)??In addition, the amount of red blood cells transfusion after treatment in GR group and GA group (( 3??2± 1??0) U vs??(4??1 ± 1??0) U,P=0??005),the amount of fresh plasma transfusion ((303??2±98??5) ml vs??(469??6± 190??5) ml,P=0??000),the amount of 24 h drainage after operation ((519??9±107??5) ml vs??(657??2±100??1) ml, P=0??000) were significantly decreased,the differences were statistically significant??Conclusion Blood component transfusion combined with rFⅦa can significantly improve APTT and INR of severe active hemorrhage after cardiac surgery,at the same time,it can reduce the amount of red blood cells transfusion and plasma transfusion??
10.Early cognitive function of rats with ischemic hypoxic brain injury during the neonatal period
Xiaoyan LIN ; Suwei REN ; Yanlin LIANG ; Xiang CHEN ; Fengxia TU ; Chan LIU ; Shuang ZHANG
Chinese Journal of Physical Medicine and Rehabilitation 2010;32(10):725-729
Objective To establish an early cognitive disorder model in rats and investigate the early cognitive functioning after ischemic hypoxic brain injury during the neonatal period. Methods Forty-six newborn Sprague-Dawley rats were randomized into a 21-d-old group and a 31-d-old group. These 2 groups were then subdivided into model and sham-operated subgroups (M21, n=12; SH21, n=11; M31, n=12; SH31, n=11). A model of neonatal early cognitive disorder was established in the rats of the M21 and M31 groups using a modification of Rice's method. Rats in the SH21 and SH31 groups received skin incisions and common carotid artery separation without ligation or hypoxia. Each group was tested with a Morris water maze. The rats were sacrificed after testing, and brain tissue was examined under the electron microscope. Nissl staining allowed Nissl body quantification and neurocyte acin the M21 group was significantly longer than in the SH21 group. The 31-d-old subgroups had shorter average escaping latencies than the corresponding 21-d-old subgroups. (b) Spatial memory: The average platform times, Ⅰ region times and Ⅰ region distances showed no significant differences among groups. ②Brain pathology (a) Gross appearance: Obvious ischemic hemisphere atrophy was observed in the M group, and no abnormality was observed in the SH group. (b) Electron microscopic observation: In the SH group cell ultrastructures in the ischemic hippocampus were normal. Karyopyknosis and dilated endoplasmic reticulums were found in the M group. More mitochondria were found in the presynaptic membranes of the ischemic hippocampus in the M group than that in the SH group. (c) Nissl body quantification and neurocyte activity analysis: Significantly less activity in the ischemic cortex was found in the M21 group compared to the SH21 group. More activity was observed in the 31-d-old subgroups than in the corresponding 21-d-old subgroups. Conclusions ①The neonatal rats with ischemic hypoxic brain injury had prolonged average escaping latency and depressed neuronal activity. ②The 31-d-old rats had better spatial localization learning ability than the 21-d-old rats.

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