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.Effect of walking-cognition dual-task training combined with active self-disclosure on elderly patients with acute ischemic stroke
Qinqin HU ; Xueying SHI ; Anna WANG ; Pengchao WU ; Qin ZHOU ; Jiaojiao LI ; Xing YUAN ; Jian LI
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(2):197-201
Objective To observe the effect of specialist team-led walking-cognition dual-task train-ing combined with active self-disclosure on control and balance abilities in elderly patients with acute ischemic stroke(AIS).Methods A total of 90 elderly AIS patients treated in our hospital from January 2022 to January 2024 were enrolled and randomly assigned into the control group and the observation group,with 45 cases in each group.The control group received routine walk-ing training,while the observation group received specialist team-led walking-cognition dual-task training combined with active self-disclosure intervention.Control ability,balance ability,walking ability,cognitive function and psychological status were compared between the two groups.Results After intervention,the scores of Sheikh Trunk Control Scale and Fugl-Meyer Assessment(FMA),and the static balance score,dynamic balance score and total score of Berg Balance Scale(BBS)were significantly increased in both the observation and the control groups(P<0.05),and all above scores were obviously higher in the former group than the latter one(P<0.01).The two groups also obtained notably shorter single-and dual-task walking time after intervention,but there were no statistical difference in the single-task walking time in both groups before and after intervention(P>0.05).After intervention,the observation group had significantly shorter dual-task walking time(22.87±7.36 s vs 27.52±8.71 s,P=0.008)and lower walking time cost of dual task[(11.16±4.07)%vs(25.61±7.82)%,P=0.000]when compared with the control group.After intervention,the scores of Mini-Mental Status Examination were increased,and the scores of Hamilton Depression Rating Scale and Hamilton Anxiety Rating Scale were decreased in the two groups(P<0.05).Conclusion Specialist team-led walking-cognition dual-task training com-bined with active self-disclosure intervention can effectively improve trunk control ability,balance ability,walking ability,cognitive function and psychological state in elderly AIS patients,has cer-tian clinical application value.
3.Therapeutic effects of piperacillin/tazobactam combined with acetylcysteine solution on severe pneumonia after cerebral infarction
Yongfei ZHU ; Qinqin WANG ; Wenzheng XU ; Haichang LI
Chinese Journal of Nosocomiology 2025;35(15):2258-2262
OBJECTIVE To explore the effects of piperacillin/tazobactam combined with acetylcysteine solution on severe pneumonia after cerebral infarction,and to analyze its impact on cardiopulmonary and neurological function.METHODS A total of 86 patients with severe pneumonia after cerebral infarction admitted to Yulin Xingyuan Hos-pital from Jan.2022 to Jun.2024 were selected and divided into a control group and a study group using the ran-dom number table method(single blind),with 43 cases in each group.The control group was treated with intrave-nous drip of piperacillin/tazobactam,while the study group received additional inhalation of acetylcysteine solution based on the control group's treatment.The levels of inflammatory factors[C-reactive protein(CRP),interleukin-6(IL-6)and procalcitonin(PCT)],lung function indicators[forced vital capacity(FVC),peak expiratory flow rate(PEF),forced expiratory volume in one second(FEV1)and mean maximal expiratory flow rate(MMEF)],cardiac function indicators[left ventricular ejection fraction(LVEF),cardiac output(CO),cardiac index(CI)and stroke volume(SV)],NIH Stroke Scale(NIHSS)score,clinical efficacy,and the occurrence of adverse reactions were compared before and after treatment.RESULTS Compared with the control group,the study group had low levels of CRP,IL-6,PCT and NIHSS scores after treatment(P<0.05),and high levels of FVC,PEF,FEV1,MMEF,LVEF,CO,CI,and SV after treatment(P<0.05).The overall response rate in the study group was 95.35%,higher than 81.40%in the control group(χ2=4.074,P=0.044).There was no statistically significant difference in the incidence of adverse reactions between the control group and the study group during treatments(χ2=0.179,P=0.672).CONCLUSION Piperacillin/tazobactam combined with inhaled acetylcysteine solution for the treatment of severe pneumonia after cerebral infarction can improve clinical efficacy,reduce levels of inflamma-tory factors,and enhance cardiopulmonary and neurological functions in patients,which has a high safety profile.
4.Application of 18F-FDG PET/MR and its derived parameters in the diagnosis and staging of bladder cancer
Qinqin YOU ; Fei YU ; Rushuai LI ; Fengjiao YANG ; Shuyue AI ; Jun TANG ; Feng WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(7):405-410
Objective:To investigate the application of 18F-FDG PET/MR and its derived parameters in the diagnosis and staging of bladder cancer. Methods:Forty patients (32 males, 8 females; age (66.8±11.2) years) with suspected bladder cancer between December 2019 and March 2022 were retrospectively included and underwent 18F-FDG PET/MR in Nanjing First Hospital. Parameters including SUV max, SUV mean, maximum tumor diameter and mean of apparent diffusion coefficient (ADC mean) were obtained, and bladder cancer muscle invasiveness and lymph node involvement were determined. The efficacy of 18F-FDG PET/MR and its derived parameters for tumor diagnosis and staging was analyzed using transurethral resection of bladder tumor (TUR-BT) or radical cystectomy (RC) and extended pelvic lymph node dissection (ePLND) histopathology as the " gold standard". Independent-sample t test, Mann-Whitney U test or χ2 test was used to analyze the data, and Delong test was used to compare different AUCs. Results:Of 40 patients, 8 were non-muscle invasive bladder cancer (NMIBC), 32 were muscle invasive bladder cancer (MIBC), and 5 were pathologically confirmed to have lymph node metastasis. The sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy of 18F-FDG PET/MR for identifying MIBC were 96.9%(31/32), 7/8, 96.9%(31/32), 7/8, 95.0%(38/40), respectively, and those for lymph node metastasis were 4/5, 90.0%(18/20), 4/6, 18/19, 88.0%(22/25), respectively. For pathological tumor (pT) staging, significant differences were observed between pT2-3 and pT1 groups in maximum tumor diameter ( t=-2.37, P=0.024), SUV mean( Z=-2.11, P=0.035), and ADC mean( t=2.91, P=0.006). The AUCs of maximum tumor diameter, SUV mean and ADC mean in distinguishing MIBC were 0.781, 0.746, and 0.825, respectively. The sensitivity, specificity, PPV, NPV, and accuracy of MRI alone in identifying MIBC were 87.5%(28/32), 1/8, 80.0%(28/35), 1/5 and 72.5%(29/40), respectively, with the AUC of 0.500. The AUC of 18F-FDG PET/MR in identifying MIBC was 0.796, which was better than MRI alone ( Z=5.54, P<0.001), and the accuracy of PET/MR was also higher than MRI alone ( χ2=7.44, P=0.006). Conclusion:Compared with MRI alone, 18F-FDG PET/MR significantly improves the diagnostic efficacy of bladder cancer and the accuracy of pT staging.
5.Bilateral transcranial direct current stimulation can relieve dysphagia among hemispheric stroke patients
Guoping DUAN ; Qiuyue WANG ; Yingxia JI ; Li ZHANG ; Jie ZHANG ; Yuanyuan LI ; Qinqin HAN ; Heliu HUA ; Dongyu WU
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(11):967-972
Objective:To explore the effect of transcranial direct current stimulation (tDCS) on dysphagia in hemispheric stroke patients.Methods:Sixty-two hemispheric stroke patients with dysphagia were randomized into an ipsilateral group, a contralateral group and a bilateral group with 20 in each group. The ipsilateral and contralateral groups received tDCS over their ipsilesional and contralesional hemispheres, respectively, while in the bilateral group it was over both hemispheres. That was followed by conventional swallowing therapy. Before and after 2 weeks of the treatment, swallowing function was assessed using the modified Mann Assessment of Swallowing Ability (MMASA) and a Swallow Severity scale (SSS). Linear regressions were evaluated to highlight the factors most influencing recovery from post-stroke hemispheric dysphagia.Results:After the treatments, the average MMASA and SSS scores had increased significantly in all three groups. There was no significant difference in the average post-treatment MMASA and SSS scores between the ipsilateral and contralateral groups, but the bilateral group showed significantly better average post-treatment MMASA and SSS scores compared to the other two groups. Linear regression analysis confirmed that the tDCS protocol (group allocation) was a significant predictor of recovery.Conclusion:Bilateral tDCS can effectively promote the recovery of swallowing function after a hemispheric stroke. It demonstrates greater therapeutic benefits than unilateral tDCS.
6.Comparative analysis of the efficacy of cold snare polypectomy and endoscopic mucosal resection in treatment of colonic adenoma in proximity to the orifice of appendix
Bin LIU ; Qinqin QI ; Xinglin CHEN ; Ke WEI ; Yuanyuan CAI ; Zhemin WANG ; Liuyong CHEN
China Journal of Endoscopy 2025;31(2):63-69
Objective To investigate the feasibility,efficacy and safety of cold snare polypectomy(CSP)and endoscopic mucosal resection(EMR)in treatment of colonic adenoma in proximity to the orifice of appendix.Methods Clinical data of 41 cases of colonic adenoma in the orifice of appendix treated with CSP(CSP group)and 15 cases treated with EMR(EMR group)from January 2018 to January 2023 were collected.The clinicopathological features and outcomes were analyzed.The main outcome was postoperative complications,including bleeding,perforation and postoperative appendicitis,while the secondary outcome was the total resection rate,block resection rate and local recurrence rate.Results The operation time and treatment cost of CSP group were shorter than EMR group,and the differences were statistically significant(P<0.05).The diameter of applicable lesions in CSP group was smaller than that in EMR group,and the proportion of lesions with tubular adenoma was significantly higher than that in EMR group.There were no significant differences in the time of admission,intestinal preparation score,length of stay,lesion morphology and lesion type between the two groups(P>0.05).Perforation and postoperative appendicitis were not observed in both groups,and delayed postoperative hemorrhage occurred in 1 case in the CSP group,but it could heal itself after surgery without endoscopic intervention.The complete resection rate was 100.0%in both groups.The total removal rate of CSP group was 100.0%,which was significantly higher than that of EMR group(86.7%),and the difference was statistically significant(P<0.05).The local recurrence rate was 2.4%(1/41)in CSP group,and no local recurrence was observed in EMR group(0/15),with no statistical significance(P>0.05).Conclusion CSP and EMR are safe and effective in the treatment of colonic adenoma in proximity to the orifice of appendix,and they are trustworthy.Compared with EMR,CSP is more applied to small diameter tubular adenomas,which has the characteristics of economy and time saving,but at the same time there is the risk of recurrence.EMR obviously has a wider application range,but there is a disadvantage in price and time,and individual cases need to be segmented resection.
7.Serological and molecular biological analysis of a rare Dc- variant individual
Xue TIAN ; Hua XU ; Sha YANG ; Suili LUO ; Qinqin ZUO ; Liangzi ZHANG ; Xiaoyue CHU ; Jin WANG ; Dazhou WU ; Na FENG
Chinese Journal of Blood Transfusion 2025;38(8):1101-1106
Objective: To reveal the molecular biological mechanism of a rare Dc-variant individual using PacBio third-generation sequencing technology. Methods: ABO and Rh blood type identification, DAT, unexpected antibody screening and D antigen enhancement test were conducted by serological testing. The absorption-elution test was used to detect the e antigen. RHCE gene typing was performed by PCR-SSP, and the 1-10 exons of RHCE were sequenced by Sanger sequencing. The full-length sequences of RHCE, RHD and RHAG were detected by PacBio third-generation sequencing technology. Results: Serological findings: Blood type O, Dc-phenotype, DAT negative, unexpected antibody screening negative; enhanced D antigen expression; no detection of e antigen in the absorption-elution test. PCR-SSP genotyping indicated the presence of only the RHCE
c allele. Sanger sequencing results: Exons 5-9 of RHCE were deleted, exon 1 had a heterozygous mutation at c. 48G/C, and exon 2 had five heterozygous mutations at c. 150C/T, c. 178C/A, c. 201A/G, c. 203A/G and c. 307C/T. Third-generation sequencing results: RHCE genotype was RHCE
02N. 08/RHCE-D(5-9)-CE; RHD genotype was RHD
01/RHD
01; RHAG genotype was RHAG
01/RHAG
01 (c. 808G>A and c. 861G>A). Conclusion: This Dc-individual carries the allele RHCE
02N. 08 and the novel allele RHCE-D(5-9)-CE. The findings of this study provide data support and a theoretical basis for elucidating the molecular mechanisms underlying RhCE deficiency phenotypes.
8.Association of short-term exposure to polycyclic aromatic hydrocarbons in ambient fine particulate matter with resident mortality: a case-crossover study
Sirong WANG ; Zhi LI ; Yanmei CAI ; Chunming HE ; Huijing LI ; Yi ZHENG ; Lu LUO ; Ruijun XU ; Yuewei LIU ; Huoqiang XIE ; Qinqin JIANG
Journal of Public Health and Preventive Medicine 2025;36(6):6-11
Objective To quantitatively assess the association of short-term exposure to polycyclic aromatic hydrocarbons (PAHs) in ambient fine particulate matter (PM2.5) with residents mortality. Methods A time-stratified case-crossover study was conducted from 2020 to 2022 among 10606 non-accidental residents by using the Guangzhou Cause of Death Surveillance System in Conghua District, Guangzhou. Exposure levels of PAHs in PM2.5 and meteorological data during the study period were obtained from the Center for Disease Control and Prevention in Conghua District and the China Meteorological Administration Land Data Assimilation System (CLDAS-V2.0), respectively. Conditional Poisson regression model was used to estimate the exposure-response association between PAHs and the mortality risk. Results Fluoranthene, chrysene, benzo[k]fluoranthene, benzo[a]pyrene, and indeno[1,2,3-cd]pyrene were significantly associated with an increased risk of mortality. For every one interquartile range increase in exposure levels, the non-accidental mortality risks increased by 8.33% (95% CI: 1.80%, 15.27%), 4.67% (95% CI: 1.86%, 7.57%), 6.07% (95% CI: 2.08%, 10.21%), 4.62% (95% CI: 1.85%, 7.47%), and 4.70% (95% CI: 0.53%, 9.03%), respectively. The estimated non accidental deaths attributable to exposure to fluoranthene, chrysene, benzo[k]fluorine, benzo[a]pyrene and indine[1,2,3-cd]pyrene were 5.91%, 6.08%, 6.51%, 6.46%, and 4.21%, respectively. Conclusions Short-term exposure to PAHs in PM2.5, including fluoranthene, chrysene, benzo[k]fluoranthene, benzo[a]pyrene and indine[1,2,3-cd]pyrene, was significantly associated with an increased risk of mortality among residents.
9.Gut microbiota and their metabolites in hemodialysis patients.
Junxia DU ; Xiaolin ZHAO ; Xiaonan DING ; Qinqin REN ; Haoran WANG ; Qiuxia HAN ; Chenwen SONG ; Xiaochen WANG ; Dong ZHANG ; Hanyu ZHU
Chinese Medical Journal 2025;138(4):502-504
10.Potential utility of albumin-bilirubin and body mass index-based logistic model to predict survival outcome in non-small cell lung cancer with liver metastasis treated with immune checkpoint inhibitors.
Lianxi SONG ; Qinqin XU ; Ting ZHONG ; Wenhuan GUO ; Shaoding LIN ; Wenjuan JIANG ; Zhan WANG ; Li DENG ; Zhe HUANG ; Haoyue QIN ; Huan YAN ; Xing ZHANG ; Fan TONG ; Ruiguang ZHANG ; Zhaoyi LIU ; Lin ZHANG ; Xiaorong DONG ; Ting LI ; Chao FANG ; Xue CHEN ; Jun DENG ; Jing WANG ; Nong YANG ; Liang ZENG ; Yongchang ZHANG
Chinese Medical Journal 2025;138(4):478-480


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