1.Prediction of sepsis within 24 hours at the triage stage in emergency departments using machine learning
Xie JINGYUAN ; Gao JIANDONG ; Yang MUTIAN ; Zhang TING ; Liu YECHENG ; Chen YUTONG ; Liu ZETONG ; Mei QIMIN ; Li ZHIMAO ; Zhu HUADONG ; Wu JI
World Journal of Emergency Medicine 2024;15(5):379-385
BACKGROUND:Sepsis is one of the main causes of mortality in intensive care units(ICUs).Early prediction is critical for reducing injury.As approximately 36%of sepsis occur within 24 h after emergency department(ED)admission in Medical Information Mart for Intensive Care(MIMIC-IV),a prediction system for the ED triage stage would be helpful.Previous methods such as the quick Sequential Organ Failure Assessment(qSOFA)are more suitable for screening than for prediction in the ED,and we aimed to find a light-weight,convenient prediction method through machine learning. METHODS:We accessed the MIMIC-IV for sepsis patient data in the EDs.Our dataset comprised demographic information,vital signs,and synthetic features.Extreme Gradient Boosting(XGBoost)was used to predict the risk of developing sepsis within 24 h after ED admission.Additionally,SHapley Additive exPlanations(SHAP)was employed to provide a comprehensive interpretation of the model's results.Ten percent of the patients were randomly selected as the testing set,while the remaining patients were used for training with 10-fold cross-validation. RESULTS:For 10-fold cross-validation on 14,957 samples,we reached an accuracy of 84.1%±0.3%and an area under the receiver operating characteristic(ROC)curve of 0.92±0.02.The model achieved similar performance on the testing set of 1,662 patients.SHAP values showed that the five most important features were acuity,arrival transportation,age,shock index,and respiratory rate. CONCLUSION:Machine learning models such as XGBoost may be used for sepsis prediction using only a small amount of data conveniently collected in the ED triage stage.This may help reduce workload in the ED and warn medical workers against the risk of sepsis in advance.
2.Laparoscopic surgery contributes to a decrease in short-term complications in surgical ulcerative colitis patients during 2008–2017: a multicenter retrospective study in China
Zerong CAI ; Xiaosheng HE ; Jianfeng GONG ; Peng DU ; Wenjian MENG ; Wei ZHOU ; Jinbo JIANG ; Bin WU ; Weitang YUAN ; Qi XUE ; Lianwen YUAN ; Jinhai WANG ; Jiandong TAI ; Jie LIANG ; Weiming ZHU ; Ping LAN ; Xiaojian WU
Intestinal Research 2023;21(2):235-243
Background/Aims:
The aim of this study was to analyze the chronological changes in postoperative complications in surgical ulcerative colitis patients over the past decade in China and to investigate the potential parameters that contributed to the changes.
Methods:
Ulcerative colitis patients who underwent surgery during 2008–2017 were retrospectively enrolled from 13 hospitals in China. Postoperative complications were compared among different operation years. Risk factors for complications were identified by logistic regression analysis.
Results:
A total of 446 surgical ulcerative colitis patients were analyzed. Fewer short-term complications (24.8% vs. 41.0%, P=0.001) and more laparoscopic surgeries (66.4% vs. 25.0%, P<0.001) were found among patients who received surgery during 2014–2017 than 2008–2013. Logistic regression suggested that independent protective factors against short-term complications were a higher preoperative body mass index (odds ratio [OR], 0.870; 95% confidence interval [CI], 0.785–0.964; P=0.008), laparoscopic surgery (OR, 0.391; 95% CI, 0.217–0.705; P=0.002) and elective surgery (OR, 0.213; 95% CI, 0.067–0.675; P=0.009). The chronological decrease in short-term complications was associated with an increase in laparoscopic surgery.
Conclusions
Our data revealed a downward trend of short-term postoperative complications among surgical ulcerative colitis patients in China during the past decade, which may be due to the promotion of minimally invasive techniques among Chinese surgeons.
3.Discovery and identification of EIF2AK2 as a direct key target of berberine for anti-inflammatory effects.
Wei WEI ; Qingxuan ZENG ; Yan WANG ; Xixi GUO ; Tianyun FAN ; Yinghong LI ; Hongbin DENG ; Liping ZHAO ; Xintong ZHANG ; Yonghua LIU ; Yulong SHI ; Jingyang ZHU ; Xican MA ; Yanxiang WANG ; Jiandong JIANG ; Danqing SONG
Acta Pharmaceutica Sinica B 2023;13(5):2138-2151
Using chemoproteomic techniques, we first identified EIF2AK2, eEF1A1, PRDX3 and VPS4B as direct targets of berberine (BBR) for its synergistically anti-inflammatory effects. Of them, BBR has the strongest affinity with EIF2AK2 via two ionic bonds, and regulates several key inflammatory pathways through EIF2AK2, indicating the dominant role of EIF2AK2. Also, BBR could subtly inhibit the dimerization of EIF2AK2, rather than its enzyme activity, to selectively modulate its downstream pathways including JNK, NF-κB, AKT and NLRP3, with an advantage of good safety profile. In EIF2AK2 gene knockdown mice, the inhibitory IL-1β, IL-6, IL-18 and TNF-α secretion of BBR was obviously attenuated, confirming an EIF2AK2-dependent anti-inflammatory efficacy. The results highlight the BBR's network mechanism on anti-inflammatory effects in which EIF2AK2 is a key target, and inhibition of EIF2AK2 dimerization has a potential to be a therapeutic strategy against inflammation-related disorders.
4.Berberine improves central memory formation of CD8+ T cells: Implications for design of natural product-based vaccines.
Mingyan LI ; Yaling WANG ; Lingzhi ZHANG ; Changxing GAO ; Jing J LI ; Jiandong JIANG ; Qing ZHU
Acta Pharmaceutica Sinica B 2023;13(5):2259-2268
Berberine (BBR) as one of the most effective natural products has been increasingly used to treat various chronic diseases due to its immunosuppressive/tolerogenic activities. However, it is unknown if BBR can be applied without abrogating the efforts of vaccination. Here we show that priming of CD8+ T cells in the presence of BBR lead to improved central memory formation (Tcm) with substantially reduced effector proliferation, primarily orchestrated through activation of AMPK and Stat5. Tcm derived from vaccinated mice fed with BBR were able to adoptively transfer protective immunity to naïve recipients. Vaccination of BBR-fed mice conferred better memory protection against infection without losing immediate effector efficacy, suggesting appreciable benefits from using BBR in vaccination. Thus, our study may help to lay the groundwork for mechanistic understanding of the immunomodulatory effects of natural products and their potential use as adjuvant that allows the design of novel vaccines with more desirable properties.
5.Single-direction video-assisted thoracoscopic surgery anatomic basal segmentectomy in 352 patients: A retrospective study in a single center
Chengwu LIU ; Qiang PU ; Jiandong MEI ; Yunke ZHU ; Lin MA ; Chenglin GUO ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2022;29(10):1284-1289
Objective To share the clinical experience of video-assisted thoracoscopic surgery (VATS) anatomic basal segmentectomy by single-direction method. Methods The clinical data of 352 patients who underwent VATS anatomic basal segmentectomy in West China Hospital between April 2015 and April 2021 were retrospectively reviewed, including 96 males and 256 females with a median age of 50 (range, 26-81) years. All basal segmentectomies were performed under thoracoscopy, through the interlobar fissure or inferior pulmonary ligament approach, and following the strategy of single-direction and the method of "stem-branch". Results All patients underwent basal segmentectomy successfully (49 patients of uniportal procedure, 3 patients of biportal procedure and 300 patients of triportal procedure) without addition of incisions or conversion to thoracotomy and lobectomy. The median operation time was 118 (range, 45-340) min, median intraoperative blood loss was 20 (range, 5-500) mL, median drainage time was 2 (range, 1-22) d and median postoperative hospital stay was 4 (range, 2-24) d. The postoperative complications included pneumonia in 6 patients, prolonged drainage (air leakage duration>5 d or drainage duration>7 d) in 18 patients, cerebral infarction in 1 patient and other complications in 2 patients. All patients were treated well and discharged without main complaints. No perioperative death happened. Conclusion VATS anatomic basal segmentectomy is feasible and safe. It can be performed in a simple manner following the strategy of single-direction.
6.Comparison of the efficacy of conbercept and intravitreal dexamethasone implant Ozurdex in the treatment of diabetic macular edema
Rongyu GAO ; Jiandong LIU ; Fangxing ZHU ; Juanjuan YANG ; Enpei XU ; Xinyan XU
Chinese Journal of Experimental Ophthalmology 2022;40(7):658-663
Objective:To compare the efficacy and safety of intravitreal injection of anti-vascular endothelial growth factor drug conbercept and intravitreal dexamethasone implant Ozurdex in the treatment of diabetic macular edema (DME).Methods:A randomized controlled clinical study was performed.Thirty-six DME patients (36 eyes) were enrolled in Weifang Eye Hospital from March 2018 to June 2019.The patients were randomized into Ozurdex group and conbercept group via a random number table, with 18 eyes in each group.Patients received Ozurdex injection once, which was maintained for 6 months, or conbercept injection once a month for 3 times according to grouping.Before and after treatment, the best corrected visual acuity (BCVA) was examined with the International Standard Visual acuity chart and converted to logarithm of minimal angle resolution unit.The intraocular pressure (IOP) was measured using a non-contact tonometer.The central retinal thickness (CRT) was detected by optical coherence tomography (OCT).This study followed the Declaration of Helsinki and was approved by the Ethics Committee of Weifang Eye Hospital.Results:All patients were followed up for 6 months.In Ozurdex group, the BCVA pre-injection and at 1 month, 3, 4, 6 months after the first injection was 0.59±0.22, 0.53±0.20, 0.41±0.16, 0.38±0.19 and 0.56±0.19, respectively.The BCVA at 1 month, 3 and 4 months after the first injection were better than that before injection, and the differences were statistically significant (all at P<0.05).In conbercept group, the BCVA pre-injection and at 1 month, 3, 4, 6 months after the first injection were 0.60±0.23, 0.51±0.17, 0.29±0.13, 0.56±0.18 and 0.60±0.18, respectively.The BCVA at 1 month and 3 months after the first injection were better than that before injection, showing statistically significant differences (all at P<0.05).The CRT at 1 month, 3 and 4 months after the first injection were significantly lower than that before treatment in both the two groups (all at P<0.05).The CRT pre-injection was (498.61±77.14)μm in Ozurdex group, which was significantly higher than (462.17±48.74)μm at 6 months after the first injection ( P<0.05).No significant difference in CRT was found between pre-injection and 6 months after the first injection in conbercept group ( P>0.05).The incidence of high IOP in Ozurdex group was 33.3%(6/18), which was higher than 5.56%(1/18) in conbercept group, with a significant difference ( χ2=4.433, P=0.035).No adverse effects such as aggravation of cataract, lens injury, endophthalmitis, vitreous hemorrhage and retinal detachment was found during the follow-up. Conclusions:For DME, both conbercept and Ozurdex can improve BCVA and reduce CRT.Ozurdex shows durable efficacy and needs fewer injections than conbercept, but conbercept has less effect on IOP and is safer than Ozurdex.
7.Development and evaluation of the detection method of rapid RT-PCR assays for severe fever with thrombocytopenia syndrome virus, dengue virus and hantaan virus
Tingting HU ; Yu ZHU ; Aqian LI ; Lina SUN ; Xiaoxia HUANG ; Wei WU ; Chuan LI ; Qin WANG ; Jiandong LI ; Dexin LI ; Shiwen WANG ; Yan LIU ; Mifang LIANG ; Xiaofang WANG
Chinese Journal of Experimental and Clinical Virology 2022;36(2):230-235
Objective:To establish a quick on-site emergency detection method for severe fever with thrombocytopenia syndrome virus (SFTSV), dengue virus (DENV), and hantaan virus (HTNV).Methods:This research was based on the traditional TaqMan fluorescent probe technology, using the domestic rapid one-step quantitative RT-PCR kit, combined with the Magnetic induction cycler (Mic) qPCR instrument. The detection limit, specificity and repeatability of this method were evaluated by simulated samples, other virus infected samples and normal human blood samples.Results:Compared with the traditional RT-PCR assay, the required time of this method was greatly shortened, and the detection can be completed within 35 minutes. The limit of quantitation for SFTSV, DENV and HTNV are less than 100copies/PCR. No nonspecific amplification was found in the simulated negative samples and other virus infected samples. All the simulated positive sample for verification could be detected, and coefficient of variation Ct value of each group was less than 4%. Conclusions:The rapid fluorescence quantitative RT-PCR assays have certain application prospects for on-site emergency detection, and provide important technical supports and new directions for the prevention and control of common hemorrhagic fever viruses.
8.Perioperative and long-term outcomes of segmentectomy for ground-glass opacity dominant early stage lung cancer: A single-center large-sample retrospective analysis
Zhenyu YANG ; Chengwu LIU ; Jiandong MEI ; Jian ZHOU ; Yunke ZHU ; Feng LIN ; Hu LIAO ; Lin MA ; Zheng LIU ; Chenglin GUO ; Qiang PU ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2021;28(12):1420-1426
Objective To summarize the perioperative and long-term outcomes of ground-glass opacity (GGO) dominant early stage lung cancer patients treated by anatomic segmentectomy. Methods We collected clinical data of 756 patients from Western China Lung Cancer Database, who underwent intentional anatomic segmentectomy [tumor size (T) ≤ 2 cm, GGO ≥ 50%] in the Department of Thoracic Surgery, West China Hospital, Sichuan University from 2009 to 2018. There were 233 males and 523 females at a median age of 53 (25-83) years including 290 (38.4%) patients of simple segmentectomy and 466 (61.6%) patients of complex segmentectomy. All patients were diagnosed as adenocarcinoma, including 338 (44.7%) patients of minimally invasive adenocarcinoma and 418 (55.3%) patients of invasive adenocarcinoma. Results The median operative time was 115 (38-300) min, the median blood loss was 20 (5-800) mL, 58 (7.7%) patients had postoperative complications and the postoperative stay was 4 (2-24) days. The median follow-up period was 43.0 (30.1-167.9) months. Five-year overall survival rate was 99.5% [95%CI (98.8%, 100.0%)], 5-year recurrence-free survival rate was 98.8% [95%CI (97.5%, 100.0%)], and 5-year lung cancer-specific survival rate was 100.0%. Conclusion Anatomic segmentectomy has favorable perioperative outcomes and excellent prognosis in GGO dominant early stage lung cancer patients.
9.A preliminary validation of the "lung surface intersegmental constant proportion landmarks" in identifying intersegmental planes during segmentectomy
Yunke ZHU ; Jian ZHOU ; Qiang PU ; Jiandong MEI ; Lin MA ; Feng LIN ; Chengwu LIU ; Yuyang XU ; Yi YANG ; Fuqiang REN ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2021;28(12):1476-1481
Objective To verify the feasibility and accuracy of the "lung surface intersegmental constant proportion landmarks", developed by our center, in identifying intersegmental planes during pulmonary segmentectomy. Methods We prospectively enrolled the patients who planned to receive thoracoscopic segmentectomy in West China Hospital of Sichuan University and The Third People's Hospital of Chengdu from September 2021 to October 2021. We took a relatively objective and feasible method, intravenous injection of indocyanine green, in identifying intersegmental planes as standard control. We intraoperatively judged the consistency between "lung surface intersegmental constant proportion landmarks" and intravenous injection of indocyanine green in identifying intersegmental planes. We discerned main landmarks of intersegmental plane by the constant proportion segment module, which was built based on the "lung surface intersegmental constant proportion landmarks", as well as distinguished the planes with discrepant fluorescence by peripheral intravenous indocyanine green injection. When the distance between the landmarks determined by the "ung surface intersegmental constant proportion landmarks" and the segmental boundaries displayed by indocyanine green fluorescence staining was ≤1 cm, the landmarks were judged to be consistent with the planes with discrepant fluorescence. As long as one of the landmarks was judged to be consistent, the method was considered to be feasible and accurate. Results 聽 聽 A total of 21 patients who underwent thoracoscopic segmentectomy were enrolled, with 5 male and 16 female patients. The median age was 55 years, ranging from 34 to 76 years. A total of 11 patients received left-side surgery, while 10 patients received right-side surgery. In the operations of 21 pulmonary segmentectomies, at least one intersegmental landmark determined by the "lung surface intersegmental constant proportion landmarks" was consistent with the intersegmental plane determined by indocyanine green fluorescence staining in each patient. Conclusion 聽 聽The intersegmental landmarks determined by the "lung surface intersegmental constant proportion landmarks" are consistent with that determined by indocyanine green fluorescence staining. The method of "lung surface intersegmental constant proportion landmarks" is feasible and accurate in identifying intersegmental planes during pulmonary segmentectomy.
10.Perioperative outcomes of uniportal versus three-port video-assisted thoracoscopic lobectomy for 2 112 lung cancer patients: A propensity score matching study
Jian ZHOU ; Qiang PU ; Jiandong MEI ; Lin MA ; Feng LIN ; Chengwu LIU ; Chenglin GUO ; Hu LIAO ; Yunke ZHU ; Quan ZHENG ; Zongyuan LI ; Dongsheng WU ; Guowei CHE ; Yun WANG ; Yidan LIN ; Yingli KOU ; Yong YUAN ; Yang HU ; Zhu WU ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2021;28(09):1005-1011
Objective To analyze the perioperative outcomes of uniportal thoracoscopic lobectomy compared with three-port thoracoscopic lobectomy. Methods Data were extracted from the Western China Lung Cancer Database, a prospectively maintained database at the Department of Thoracic Surgery, West China Hospital, Sichuan University. Perioperative outcomes of the patients who underwent uniportal or three-port thoracoscopic lobectomy for lung cancer during January 2014 through April 2021 were analyzed by using propensity score matching. Altogether 5 817 lung cancer patients were enrolled who underwent thoracoscopic lobectomy (uniportal: 530 patients; three-port: 5 287 patients). After matching, 529 patients of uniportal and 1 583 patients of three-port were included. There were 529 patients with 320 males and 209 females at median age of 58 (51, 65) years in the uniportal group and 1 583 patients with 915 males and 668 females at median age of 58 (51, 65) years in the three-port group. Results Uniportal thoracoscopic lobectomy was associated with less intraoperative blood loss (20 mL vs. 30 mL, P<0.001), longer operative time (115 min vs. 105 min, P<0.001) than three-port thoracoscopic lobectomy. No significant difference was found between the two groups regarding the number of lymph node dissected, rate of conversion to thoracotomy, incidence of postoperative complication, postoperative pain score within 3 postoperative days, length of hospital stay, or hospitalization expenses. Conclusion Uniportal video-assisted thoracoscopic lobectomy is safe and effective, and the overall perioperative outcomes are comparable between uniportal and three-port strategies, although the two groups show differences in intraoperative blood loss.


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