1.A machine learning-based model for predicting the risk of diabetic kidney disease in type 2 diabetes mellitus
Tingting LI ; Peng SU ; Jinbo CHEN ; Xiaoyan HE ; Yi CAO ; Xin ZHANG ; Qingling TANG ; Xubin MIAO ; Xiaohua LIANG ; Dong MA
Chinese Journal of Diabetes 2025;33(4):241-247
Objective To compare and find an optimal model for predicting the risk of DKD occurrence in patients with type 2 diabetes mellitus(T2DM).Methods A total of 2005 patients with T2DM were enrolled in this study from The Second Hospital of Shijiazhuang City during December 2017 to December 2022.All the subjects were divided into a training set(n=1403)and a validation set(n=602)according to the ratio of 3∶1 by simple random sampling.With the occurrence of DKD as the outcome variablein the training set,important feature variables were screened by LASSO regression.Six different machine learning models were established according to the feature variables,thenthe optimal model was determined by comparison,and anonlinerisk predictor for DKD occurrence was constructed in patients with T2DM.Results Taking the occurrence of DKD as the outcome variable in the training set,the results of LASSO regression analysis showed that the optimal value of the model was 10-fold cross validation lambda.1se=0.01662473,and 15 characteristic variables with nonzero coefficient were screened out to be related to the occurrence of DKD.The data included sex,age,family history of DM,DM duration,LDL-C,HbA1c,WBC,PDW,Scr,urine α1-microglobulin,urine β2-microglobulin,urine microalbumin,hypertension,hypokalemia,and DR.In the training set and validation set,the prediction performance of XGBoost model was better than that of other models(AUC=0.872,0.893,95%CI 0.853~0.891,0.865~0.921),the sensitivity was 0.779,0.863,and the specificity was 0.721,0.758,respectively.The F1 scores were 0.774 and 0.787.DCA analysis showed that the XGBoost model had a greater net benefit and threshold probability.According to the XGBoost model,the online predictor of DKD risk in T2DM patients was laid out,and two patients were selected for application,the results showed that the predictive value of the model was 0.185 in non-DKD patients,and the predictive value was 0.510 in DKD patients.Conclusions The XGBoost model is the best model for predicting the occurrence of DKD in T2DM patients,and an online predictor was successfully built.
2.Hyssopus cuspidatus extract inhibited OVA-sensitized allergic asthma through PI3K/JNK/P38 signaling pathway and lipid homeostasis regulation.
Yali ZHANG ; Huiming PENG ; Jingjing LI ; Pan LV ; Mengru ZHANG ; Xu WANG ; Siyu WANG ; Siying ZHU ; Jiankang LU ; Xuepeng FAN ; Jinbo FANG
Chinese Herbal Medicines 2025;17(3):539-547
OBJECTIVE:
To investigate the effect and mechanism of Hyssopus cuspidatus Boriss. extract (HCE) in ovalbumin (OVA)-induced allergic asthma.
METHODS:
Components identification of HCE was conducted using ultra performance liquid chromatography-quadrupole-time of flight-mass spectrometry. Mice were sensitized with OVA to establish asthmatic model, and dexamethasone was used as positive control. Respiratory reactivity, white cells counting in bronchoalveolar lavage fluid and peripheral blood, cytokine level measurement in serum and lung tissue, and histologic examination were performed to evaluate the therapeutic effect of HCE on asthma. Network pharmacology approach was used for mechanism prediction. Western blotting and untargeted lipidomics method were applied for mechanism validation.
RESULTS:
Fifty-two compounds were identified in HCE, predominantly terpenoids and flavonoids. HCE markedly reduced airway resistance, the eosinophil infiltration in lung tissues, and the levels of immunoglobulin E, interleukin-4, interleukin-5, and interleukin-13. Network pharmacology analysis suggested phosphatidylinositol 3-kinases (PI3K), c-Jun N-terminal kinase (JNK), and p38 Mitogen-activated protein kinase (p38 MAPK) may be key proteins of HCE in the treatment of allergic asthma. Western blot results indicated that the levels of phosphorylated PI3K, JNK, and P38 were downregulated in HCE-treated group. Moreover, HCE significantly upregulated the levels of ceramide and sphingomyelin and downregulated the level of phosphatidylcholine.
CONCLUSION
HCE inhibited allergic asthma via PI3K/JNK/P38 signaling pathway and lipid homeostasis regulation.
3.A machine learning-based model for predicting the risk of diabetic kidney disease in type 2 diabetes mellitus
Tingting LI ; Peng SU ; Jinbo CHEN ; Xiaoyan HE ; Yi CAO ; Xin ZHANG ; Qingling TANG ; Xubin MIAO ; Xiaohua LIANG ; Dong MA
Chinese Journal of Diabetes 2025;33(4):241-247
Objective To compare and find an optimal model for predicting the risk of DKD occurrence in patients with type 2 diabetes mellitus(T2DM).Methods A total of 2005 patients with T2DM were enrolled in this study from The Second Hospital of Shijiazhuang City during December 2017 to December 2022.All the subjects were divided into a training set(n=1403)and a validation set(n=602)according to the ratio of 3∶1 by simple random sampling.With the occurrence of DKD as the outcome variablein the training set,important feature variables were screened by LASSO regression.Six different machine learning models were established according to the feature variables,thenthe optimal model was determined by comparison,and anonlinerisk predictor for DKD occurrence was constructed in patients with T2DM.Results Taking the occurrence of DKD as the outcome variable in the training set,the results of LASSO regression analysis showed that the optimal value of the model was 10-fold cross validation lambda.1se=0.01662473,and 15 characteristic variables with nonzero coefficient were screened out to be related to the occurrence of DKD.The data included sex,age,family history of DM,DM duration,LDL-C,HbA1c,WBC,PDW,Scr,urine α1-microglobulin,urine β2-microglobulin,urine microalbumin,hypertension,hypokalemia,and DR.In the training set and validation set,the prediction performance of XGBoost model was better than that of other models(AUC=0.872,0.893,95%CI 0.853~0.891,0.865~0.921),the sensitivity was 0.779,0.863,and the specificity was 0.721,0.758,respectively.The F1 scores were 0.774 and 0.787.DCA analysis showed that the XGBoost model had a greater net benefit and threshold probability.According to the XGBoost model,the online predictor of DKD risk in T2DM patients was laid out,and two patients were selected for application,the results showed that the predictive value of the model was 0.185 in non-DKD patients,and the predictive value was 0.510 in DKD patients.Conclusions The XGBoost model is the best model for predicting the occurrence of DKD in T2DM patients,and an online predictor was successfully built.
4.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.
5.The effect of dorsal branch flap of digital artery for repairing local soft tissue defect of fingers on hemodynamics and cicatrix of affected finger
Jinbo TAN ; Xudong PENG ; Jian LI ; Qibing WANG
Chinese Journal of Postgraduates of Medicine 2023;46(10):895-899
Objective:To explore the effect of dorsal branch flap of digital artery for repairing local soft tissue defect of fingers on hemodynamics and cicatrix of affected finger.Methods:One hundred patients with local soft tissue defect of fingers who were operated in the Central Hospital of Enshi Tujia and Miao Autonomous Prefecture from June 2017 to June 2020 were selected and 46 patients were treated with bridging repair of dorsal branch flap of digital artery (digital artery group) and 54 patients were treated with superficial branch of radial artery wrist crease flap repairing surgery (radial artery group). The superior rate of surgery, surgical related indexes and the total incidence of postoperative complications were compared between the two groups. The changes of hemodynamics index, postoperative flap repair scores visual analog scale (VAS) scores and Vancouver Scar Scale Score (VSS) scores were compared between the two groups.Results:The superior rate of surgery between the two groups had no significant difference ( P>0.05). The two-point discrimination in the digital artery group was less than that in the radial artery group: (5.09 ± 1.27) mm vs. (6.71 ± 1.46) mm; and the healing time and hospitalization time in the digital artery group were shorter than those in the radial artery group: (17.69 ± 2.42) d vs. (19.83 ± 2.11) d, (10.18 ± 1.46) d vs. (11.97 ± 1.52) d, there were statistical differences ( P<0.05). The operation time, first stage healing rate, tactile, cold, heat and pain recovery rate between the two groups had no significant differences ( P>0.05). After operation for 3 d, the blood flow velocity (BFV), relative value of blood perfusion volume (BPR) in the digital artery group were higher than those in the radial artery group: (36.89 ± 2.10) cm/s vs. (35.02 ± 2.07) cm/s, (65.28 ± 4.61)% vs. (62.34 ± 4.58)%, there were statistical differences ( P<0.05). After operation for 1 week, the flap repair scores in the digital artery group was higher than that in the radial artery group: (12.34 ± 1.61) scores vs. (11.01 ± 1.58) scores; and the VAS and VSS scores in the digital artery group were lower than those in the radial artery group: (2.68 ± 0.34) scores vs. (2.89 ± 0.38) scores, (4.05 ± 0.65) scores vs. (4.52 ± 0.62) scores, there were statistical differences ( P<0.05). There was no significant difference in the incidence of postoperative complications between the two groups ( P>0.05). Conclusions:Dorsal branch flap of digital artery for repairing local soft tissue defect of fingers can contribute to the hemodynamic recovery of the affected finger, relieve the degree of postoperative pain, promote postoperative recovery, and reduce the severity of cicatrix.
6.Value of Caprini risk assessment scale and serum D-dimer in early prediction of postoperative deep vein thrombosis of lower extremities in patients with gastrointestinal malignant tumors
Xiong SUN ; Chengguo LI ; Wenchang YANG ; Xin TONG ; Xinyu ZENG ; Jianbo LYU ; Yuping YIN ; Peng ZHANG ; Zheng WANG ; Jinbo GAO ; Kaixiong TAO
Chinese Journal of General Surgery 2022;37(1):26-30
Objective:To explore the value of Caprini risk assessment scale and serum D-dimer in early prediction of postoperative lower extremities deep vein thrombosis (DVT) in patients with gastrointestinal malignant tumor.Methods:A total of 240 patients with gastrointestinal malignant tumors treated in Union Hospital of Tongji Medical College of Huazhong University of Science and Technology from Jan to Oct 2020 were analyzed retrospectively.Results:Caprini score was 4 in 8 cases, 5-7 in 217 cases, and 8 in 15 cases. Sixty-seven patients developed lower extremity DVT after operation. No patients with Caprini score of 4 had DVT, 57 cases (26.3%) with a score of 5-7 had DVT; 10 cases whose score were ≥8 points (66.7%) developed DVT. There was a higher incidence of lower extremity DVT in patients ≥8 points than those of 5-7 points after surgery ( P<0.01). The postoperative Caprini score of the DVT group was higher than that of the non-DVT group (6.37±1.01 vs. 5.80±0.94, t=4.108, P<0.001). D-dimer on the first day after operation in DVT group (4.08±2.27 vs. 2.01±1.04, t=7.715, P<0.001) and the level of serum D-dimer (2.93±1.81 vs. 2.30±1.21, t=2.631, P<0.001) on day 3 was higher than that in the non-DVT group. According to the ROC curve, the best cut-off value for serum D-dimer to predict lower extremity DVT on the first postoperative day was 2.84 mg/L, the sensitivity was 70.1%, the specificity was 87.3%, and the area under the curve (AUC) was 0.815. The best cut-off value of D-dimer for predicting lower limb DVT on day 3 after surgery was 1.67 mg/L, sensitivity was 85.1%, specificity was 34.7%, and AUC was 0.611. Conclusions:Patients with gastrointestinal malignant tumors have a high incidence of postoperative lower extremity DVT. When the serum D-dimer exceeds 2.84 mg/L on the first postoperative day, the likelihood of postoperative lower extremity DVT is higher.
7.Short-term efficacy of laparoscopic surgery after short-course radiotherapy followed by sequential chemotherapy combined with anti-PD-1 antibody therapy for locally advanced rectal cancer: a prospective study
Peng ZHANG ; Weizhen LIU ; Xin CHEN ; Zhenyu LIN ; Ming YANG ; Lan ZHANG ; Ming CAI ; Yuping YIN ; Zheng WANG ; Jinbo GAO ; Tao ZHANG ; Kaixiong TAO
Chinese Journal of Digestive Surgery 2022;21(6):766-772
Objective:To investigate the short-term efficacy of laparoscopic surgery after short-course radiotherapy followed by sequential chemotherapy combined with anti-programmed death-1 (PD-1) antibody therapy for locally advanced rectal cancer.Methods:The prospective study was conducted. The clinicopathological data of 30 locally advanced rectal cancer patients who were admitted to the Union Hospital of Tongji Medical College of Huazhong University of Science and Technology from November 2019 to September 2020 were selected. Patients underwent laparos-copic surgery after short-course radiotherapy followed by sequential chemotherapy combined with anti-PD-1 antibody therapy. Observation indicators: (1) situations of the enrolled patients; (2) situations of short-course radiotherapy followed by sequential chemotherapy combined with anti-PD-1 antibody therapy and adverse events; (3) preoperative evaluation and surgical situations; (4) postoperative situations and pathological examinations; (5) postoperative adjuvant chemo-therapy and follow-up. Follow-up was conducted using outpatient examination and telephone interview up to March 2022. Patients were followed up once every 3 weeks during the period of short-course radiotherapy followed by sequential chemotherapy combined with anti-PD-1 antibody therapy to detect the adverse events and patients were followed up once every 3 months during the first postoperative 2 years and once every 6 months thereafter to detect tumor recurrence and survival of patients. Measurement data with normal distribution were represented as Mean± SD, and measurement data with skewed distribution were represented as M(range). Count data were described as absolute numbers or percentages. The Kaplan-Meier method was used to calculate survival rates and draw survival curves. Results:(1) Situations of the enrolled patients. A total of 30 patients were selected for eligibility. There were 17 males and 13 females, aged (57±16)years. Cases with preoperative primary tumor in stage cT3 and cT4 were 22 and 8, respectively. Cases with preoperative clinical lymph node metastasis in stage cN0, cN1, cN2 were 4, 16, 10, respectively. Cases in preoperative clinical stage Ⅱ and Ⅲ were 4 and 26, respectively. Of the 30 patients, there were 21 cases with positive circumferential margin and 12 cases with vascular invasion in extramural of rectum in the preoperative imaging evaluation. Distance from the distal margin of tumor to anal margin and tumor diameter of the 30 patients were 4.7(range, 1.9?9.0)cm and 5.4(range, 2.1?10.0)cm, respectively. There were 28 cases with mismatch repair proficient and 1 case with mismatch repair deficiency in tumor tissues. There was 1 case missing the data of mismatch repair in tumor tissues as failed in biopsy of pathological examination before the treatment. (2) Situations of short-course radiotherapy followed by sequential chemotherapy combined with anti-PD-1 antibody therapy and adverse events. All the 30 patients completed preoperative short-course radiotherapy successfully. Of the 30 patients, there were 3 cases not undergoing the sequential chemotherapy combined with anti-PD-1 antibody therapy and there were 24 cases undergoing 2 courses of the sequential chemotherapy combined with anti-PD-1 antibody therapy and 3 cases undergoing 1 course of the sequential chemotherapy combined with anti-PD-1 antibody therapy. The time interval between ending of radiotherapy and starting of chemotherapy combined with anti-PD-1 antibody therapy of the 27 patients was 12(range, 4?18) days. Cases with leukopenia, cases with endothelial hyperplasia of skin capillaries, cases with radiation proctitis, cases with anemia, cases with peripheral neurotoxicity, cases with neutropenia, cases with thrombocytopenia, cases with fatigue, cases with anorexia, cases with abnormal liver function, cases with hypothyroidism were 24, 22, 21,20, 18, 16, 16, 13, 10, 9, 2 in the 30 patients during the preoperative short-course radiotherapy followed by sequential chemotherapy combined with anti-PD-1 antibody therapy. Cases with the above adverse events were improved after symptomatic treatment. (3) Preoperative evaluation and surgical situations. Seven of the 30 patients were in clinical complete remission after preoperative multidisciplinary evaluation and the other 23 patients were not in clinical complete remission. Twenty-seven of the 30 patients underwent laparoscopic radical resection of rectal cancer and 3 patients not undergoing the sequential chemotherapy combined with anti-PD-1 antibody therapy did not undergo surgery. The time interval between ending of chemotherapy combined with anti-PD-1 antibody therapy and the surgery of the 27 patients were 14(range, 5?141)days. Of the 27 cases, there were 13 cases and 14 cases with 0 and 1 of the preoperative Eastern Cooperative Oncology Group score, respectively, and there were 24 cases undergoing low anterior proctectomy and 3 cases undergoing abdominoperineal excision. The operation time and volume of intra-operative blood loss of the 27 cases were (182±36)minutes and 30(range, 10?150)mL, respectively. Of the 27 cases, there were 16 cases with protective ileostomy and 24 cases with anal preservation. (4) Postoperative situations and pathological examinations. The time to postoperative first flatus, time to postoperative initial liquid food intake and duration of postoperative hospital stay of the 27 patients undergoing surgery were 2(range, 1?4)days, 3(range, 2?5)days and 8(range, 7?16)days, respectively. Five of the 27 patients had postoperative grade Ⅰ?Ⅱ complications, including 2 cases with incision infection, 1 case with abdominal infection, 1 case with incision hemorrhage and 1 case with venous thrombosis in left lower limb intermuscular. Cases with postoperative complica-tions were improved after symptomatic treatment. Results of postoperative pathological examina-tion showed that the rate of pathologic complete response in 27 patients was 48.1%(13/27). Of the 27 cases, cases in grade 0, grade 1, grade 2, grade 3 of the tumor regression grading were 13, 5, 7, 2, respectively, cases in stage T0, stage Tis, stage T2, stage T3 of the tumor T staging were 13, 1, 5, 8, respectively, cases in stage N0, stage N1, stage N2 of the tumor N staging were 19, 6, 2, respectively, cases in stage 0, stage Ⅰ, stage Ⅱ, stage Ⅲ of the tumor TNM staging were 14, 0, 5, 8, respectively. The number of lymph node dissected of the 27 patients was 15(range, 3?29). Of the 27 patients, there was 1 case with positive circumferential margin and 26 cases achieving R 0 resection. None of the 27 patients underwent secondary operation or perioperative death. (5) Postoperative adjuvant chemotherapy and follow-up. Of the 27 patients undergoing surgery, 21 cases underwent post-operative adjuvant chemotherapy, with the cycles of 4(range, 1?6). All the 27 patients were followed up for 20(range, 20?29)months. During the follow-up, 3 cases not achieving pathological complete response had tumor recurrence and no patient died. The disease free survival rate of the 27 patients was 88.9%. Conclusion:Laparoscopic surgery after short-course radiotherapy followed by sequential chemotherapy combined with immunotherapy for locally advanced rectal cancer is safe and feasible, with satisfied short-term efficacy.
8.Effect of adrenocorticotropic hormone stimulation during adrenal vein sampling
Zhipeng DU ; Qingfeng CHENG ; Ying SONG ; Wenwen HE ; Kanran WANG ; Fuqin PENG ; Zhiping LIU ; Jinbo HU ; Yifan HE ; Qianna ZHEN ; Qifu LI ; Shumin YANG
Chinese Journal of Endocrinology and Metabolism 2021;37(2):129-134
Objective:Aimed to investigate the value of adrenocorticotropic hormone (ACTH) stimulation in adrenal venous blood sampling (AVS).Methods:Patients who diagnosed as primary aldosteronism (PA) and completed successful bilateral cannulation judged by selection index (SI) for routine and(or) ACTH stimulation AVS were enrolled. The lateralization index(LI) was calculated to compare the effect of ACTH stimulation on AVS cannulation success rate and lateralization judgment.Results:A total of 73 patients with PA were enrolled in the study, of whom 28 were confirmed as aldosterone producing adenoma (APA) after unilateral adrenalectomy. Cortisol and aldosterone in peripheral and adrenal veins were significantly increased after ACTH stimulation. The left SI was increased from 6.5(3.0-13.6) to 26.8 (16.9-40.3) ( P<0.01) and the right SI from 20.8(4.8-34.8) to 57.6(35.7-80.9) ( P<0.01) after ACTH stimulation. There was no significant difference on LI before and after ACTH stimulation [7.7(2.3-19.6) vs 5.6(1.9-14.6), P=0.14]. The success rates of left and right adrenal cannulation were increased by 15% and 10% respectively after ACTH stimulation. For 57 patients who were determined in successful cannulation by both routine and ACTH stimulation AVS, 27 patients were determined to have lateralization by both AVS methods, 21 patients were determined to have bilateralization, and the consistency of lateralization by both AVS methods was 84%(48/57). Among the 28 patients who were confirmed to be APA after unilateral adrenalectomy, the correct rate of lateralization by both AVS methods was 89% (25/28). Conclusion:ACTH stimulation is able to improve the success rate of bilateral adrenal vein cannulation, and is helpful to judge AVS results. For patients with successful cannulation, there is no significant difference in lateralization judgment for routine and ACTH stimulation AVS.
9.Dlg1 Knockout Inhibits Microglial Activation and Alleviates Lipopolysaccharide-Induced Depression-Like Behavior in Mice.
Zhixin PENG ; Xiaoheng LI ; Jun LI ; Yuan DONG ; Yuhao GAO ; Yajin LIAO ; Meichen YAN ; Zengqiang YUAN ; Jinbo CHENG
Neuroscience Bulletin 2021;37(12):1671-1682
Microglia-mediated neuroinflammation is widely perceived as a contributor to numerous neurological diseases and mental disorders including depression. Discs large homolog 1 (Dlg1), an adaptor protein, regulates cell polarization and the function of K
Animals
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Depression/chemically induced*
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Inflammation
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Lipopolysaccharides/toxicity*
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Mice
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Mice, Inbred C57BL
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Mice, Knockout
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Microglia
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NF-kappa B
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Neuroinflammatory Diseases
10. Dlg1 Knockout Inhibits Microglial Activation and Alleviates Lipopolysaccharide-Induced Depression-Like Behavior in Mice
Zhixin PENG ; Zengqiang YUAN ; Zhixin PENG ; Xiaoheng LI ; Yuhao GAO ; Zengqiang YUAN ; Jun LI ; Yuan DONG ; Yajin LIAO ; Meichen YAN ; Zengqiang YUAN ; Jinbo CHENG
Neuroscience Bulletin 2021;37(12):1671-1682
Microglia-mediated neuroinflammation is widely perceived as a contributor to numerous neurological diseases and mental disorders including depression. Discs large homolog 1 (Dlg1), an adaptor protein, regulates cell polarization and the function of K

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