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.Analgesic effect of different regional block techniques guided by ultrasound in older adult patients undergoing inguinal hernia repair surgery
Houfu YAN ; Jin DU ; Jianliang SUN
Chinese Journal of Primary Medicine and Pharmacy 2024;31(2):201-207
Objective:To investigate the analgesic effect of ultrasound-guided transversus abdominis plane block versus ultrasound-guided quadratus lumborum block in older adult patients undergoing inguinal hernia repair surgery. Methods:A total of 150 older adult patients who underwent inguinal hernia repair surgery at the Marine Police Corps Hospital of Chinese People's Armed Police Force from April 2019 to May 2022 were included in this study. They were randomly divided into a control group ( n = 75) and a study group ( n = 75) using a random number table method. All patients underwent elective laparoscopic tension-free inguinal hernia repair surgery. Patients in the control group received ultrasound-guided transversus abdominis plane block after inguinal hernia repair surgery, while those in the study group received ultrasound-guided quadratus lumborum block. The changes in Visual Analog Scale (VAS) score and Ramsay score within 48 hours after surgery were compared between the two groups. Inflammatory factors and stress factors including serum tumor necrosis factor alpha, interleukin-6, norepinephrine, and cortisol, were measured at 24 and 48 hours after surgery. The use of analgesics, drug-related adverse reactions, and incidence of nerve block-related complications within 48 hours after surgery were also compared between the two groups. Results:There was no significant difference in Ramsay score between the two groups at 4, 8, 12, 24, and 48 hours after surgery (all P > 0.05). There was no significant difference in VAS score between the two groups at 4 and 8 hours after surgery (both P > 0.05). At 12, 24, and 48 hours after surgery, the VAS score in the study group was (1.36 ± 0.57) points, (2.05 ± 0.56) points, and (1.79 ± 0.55) points, respectively, which were significantly lower than (1.92 ± 0.59) points, (2.68 ± 0.62) points, and (2.36 ± 0.59) points in the control group ( t = 6.65, 7.31, 5.86, all P < 0.001). At 24 and 48 hours after surgery, serum tumor necrosis factor alpha, interleukin-6, norepinephrine, and cortisol levels in the study group [24 hours: (63.89 ± 4.65) ng/L, (156.59 ± 8.62) ng/L, (97.02 ± 6.95) g/L, (36.95 ± 3.26) g/L; 48 hours: (49.66 ± 3.74) ng/L, (131.45 ± 7.73) ng/L, (74.63 ± 5.91) g/L, (30.41 ± 2.96) g/L] were significantly lower than those in the control group [24 hours: (76.42 ± 5.17) ng/L, (189.32 ± 10.41) ng/L, (105.53 ± 7.83) g/L, (45.16 ± 3.74) g/L; 48 hours: (58.15 ± 3.94) ng/L, (162.74 ± 8.49) ng/L, (89.51 ± 6.37) g/L, (36.92 ± 3.31) g/L, t = 10.49-26.38, all P < 0.001]. The proportion of patients who received analgesics within 48 hours after surgery in the study group was 8.00% (6/75), which was significantly lower than 25.33% (19/75) in the control group ( χ2 = 8.11, P = 0.004). The overall incidence of drug-related adverse reactions within 48 hours after surgery in the study group [6.67% (3/75)] was significantly lower than that in the control group [11% (11/75), χ2 = 4.61, P = 0.032]. Conclusion:Compared with ultrasound-guided transversus abdominis plane block, ultrasound-guided quadratus lumborum block better helps alleviate postoperative pain in older adult patients undergoing inguinal hernia repair surgery, inhibits inflammation and stress reactions, reduces the dosage of analgesic drugs, and decreases the incidence of adverse drug reactions.
3.Aripiprazole in the treatment of acute episode of schizophrenia: a real-world study in China.
Qian LI ; Yun'ai SU ; Xuemei LIAO ; Maosheng FANG ; Jianliang GAO ; Jia XU ; Mingjun DUAN ; Haiying YU ; Yang YANG ; Zhiyu CHEN ; Jintong LIU ; Shaoxiao YAN ; Peifen YAO ; Shuying LI ; Changhong WANG ; Bin WU ; Congpei ZHANG ; Tianmei SI
Chinese Medical Journal 2023;136(9):1126-1128
4.Relationship of C1QA level and therapeutic effect and prognosis of DLBCL patients treated with R-CHOP
Yanrong WANG ; Jianliang YANG ; Yan QIN ; Shengyu ZHOU ; Peng LIU ; Xiaohui HE ; Shiyu JIANG ; Fengyi ZHAO ; Qiaofeng ZHONG ; Yu ZHOU ; Yang LI ; Meng XU ; Xiaobo YU ; Xiaohong HAN ; Yuankai SHI
Chinese Journal of Oncology 2021;43(12):1310-1315
Objective:To investigate the relationship between plasma levels of complements before treatment and the clinicopathological feathers and prognoses of diffuse large B-cell lymphoma (DLBCL) patients treated with Rituximab (R)-CHOP or R-CHOP-like therapy.Methods:The clinicopathological data of 105 DLBCL patients treated in cancer Hospital of Chinese Academy of Medical Sciences from 2010 to 2016 were collected. The plasma samples from 105 DLBCL patients treated with R-CHOP or R-CHOP-like therapy and 80 healthy controls were used to detect 34 complement levels before treatment by utilizing antibody microarray. The relationship between plasma levels of complements and the clinicopathological feathers and prognosis of DLBCL patients were analyzed.Results:The signal values of C1QA and CR1L in patients with international prognostic index (IPI) scores of 3-5 were 1 261.43±138.9 and 2 214.69±98.58, respectively, higher than 950.79±80.19 and 984.67±121.79 in patients with IPI scores of 0~2 (both P<0.05). The levels of C1QA and CR1L in the non-complete response (CR) group were 1 165.43±98.56 and 2 263.13±145.63, respectively, higher than 914.70±100.77 and 1 821.34±84.68 in the CR group (both P<0.05). Cox regression analysis showed that elevated C1QA signal value was associated with poor progression-free survival (PFS) and poor overall survival (OS) (PFS: HR=2.063, 95% CI: 1.220-3.489, P=0.007; OS: HR=2.23, 95% CI: 1.036~4.798, P=0.040). After IPI correction by Cox multivariate model, the elevated C1QA signal value was still correlated with poor PFS ( HR=1.765, 95% CI 1.034~3.013, P=0.037). Conclusions:The baseline plasma levels of C1QA and CR1L are correlated with IPI scores and therapeutic effects of DLBCL patients treated with R-CHOP. The baseline plasma level of C1QA has a certain predictive value for the prognostic evaluation of DLBCL.
5.Relationship of C1QA level and therapeutic effect and prognosis of DLBCL patients treated with R-CHOP
Yanrong WANG ; Jianliang YANG ; Yan QIN ; Shengyu ZHOU ; Peng LIU ; Xiaohui HE ; Shiyu JIANG ; Fengyi ZHAO ; Qiaofeng ZHONG ; Yu ZHOU ; Yang LI ; Meng XU ; Xiaobo YU ; Xiaohong HAN ; Yuankai SHI
Chinese Journal of Oncology 2021;43(12):1310-1315
Objective:To investigate the relationship between plasma levels of complements before treatment and the clinicopathological feathers and prognoses of diffuse large B-cell lymphoma (DLBCL) patients treated with Rituximab (R)-CHOP or R-CHOP-like therapy.Methods:The clinicopathological data of 105 DLBCL patients treated in cancer Hospital of Chinese Academy of Medical Sciences from 2010 to 2016 were collected. The plasma samples from 105 DLBCL patients treated with R-CHOP or R-CHOP-like therapy and 80 healthy controls were used to detect 34 complement levels before treatment by utilizing antibody microarray. The relationship between plasma levels of complements and the clinicopathological feathers and prognosis of DLBCL patients were analyzed.Results:The signal values of C1QA and CR1L in patients with international prognostic index (IPI) scores of 3-5 were 1 261.43±138.9 and 2 214.69±98.58, respectively, higher than 950.79±80.19 and 984.67±121.79 in patients with IPI scores of 0~2 (both P<0.05). The levels of C1QA and CR1L in the non-complete response (CR) group were 1 165.43±98.56 and 2 263.13±145.63, respectively, higher than 914.70±100.77 and 1 821.34±84.68 in the CR group (both P<0.05). Cox regression analysis showed that elevated C1QA signal value was associated with poor progression-free survival (PFS) and poor overall survival (OS) (PFS: HR=2.063, 95% CI: 1.220-3.489, P=0.007; OS: HR=2.23, 95% CI: 1.036~4.798, P=0.040). After IPI correction by Cox multivariate model, the elevated C1QA signal value was still correlated with poor PFS ( HR=1.765, 95% CI 1.034~3.013, P=0.037). Conclusions:The baseline plasma levels of C1QA and CR1L are correlated with IPI scores and therapeutic effects of DLBCL patients treated with R-CHOP. The baseline plasma level of C1QA has a certain predictive value for the prognostic evaluation of DLBCL.
6.Comparison the efficacy and prognosis of different first-line treatment for elderly diffuse large B-cell lymphoma
Peng LIU ; Shiyu JIANG ; Xiaohui HE ; Yan QIN ; Lin GUI ; Shengyu ZHOU ; Jianliang YANG ; Sheng YANG ; Tingyu WEN ; Yuankai SHI
Chinese Journal of Oncology 2020;42(3):234-241
Objective:To investigate the clinical features, survival and prognostic factors of elder patients with diffuse large B-cell lymphoma (DLBCL).Methods:The clinical data of elder patients with diffuse large B-cell lymphoma enrolled in the Cancer Hospital of Chinese Academy of Medical Sciences from April 2006 to December 2012 were retrospectively collected. All the patients were divided into R-CHOP-like group and CHOP-like group according to the dosage regimen. And the differences in demographic characteristics, clinical features, survival time and prognostic factors were compared between these two groups.Results:A total of 158 patients were enrolled, of which 78 patients in the R-CHOP-like group and 80 patients in the CHOP-like group were eligible. There were no significant differences between two groups on age, gender, pathological staging, B symptoms, bulky mass, ECOG score, IPI score, pathological type, LDH level, β 2-MG level, lymphocyte/monocyte ratio(LMR), neutrophils/lymphocyte ratio(NLR), platelet/lymphocyte ratio(PLR), Ki-67 index and bone marrow invasion. In the R-CHOP like group, the median progression-free survival (PFS) time was 10 months, and the median overall survival (OS) time was 30 months. The 1-year and 2-year PFS rates were 46.2% and 19.2%, respectively. The 1-, 2-, and 5-year OS rates were 79.5%, 59.0%, and 19.2%, respectively. In the CHOP-like group, the median PFS was 7 months, and the median OS was 15 months. The 1-year and 2-year PFS rates were 27.5% and 12.5% respectively. The 1-year, 2-year, and 5-year OS rates were 65.0%, 32.5% and 13.8%, respectively. The median PFS time and OS time in the R-CHOP group were significantly better than those in the CHOP group ( P<0.05 for both). A stratified analysis showed that the PFS time and OS time were superior in the R-CHOP-like group compared to the CHOP-like group among patients older than 70 years ( P<0.05 for both). In patients with stage Ⅲ-Ⅳ, the PFS time and OS time in the R-CHOP-like group were also superior to CHOP-like group ( P<0.05 for both). Univariate Cox regression analysis showed that IPI score, LDH value, β 2-MG value, ECOG score, LMR, and PLR had an significant effect on prognosis ( P<0.05 for all). Multivariate Cox regression analysis showed that lymphocyte/monocyte ratio and platelet/lymphocyte ratio were independent prognostic factors for diffuse large B-cell lymphoma ( P<0.05 for both). Conclusions:The R-CHOP-like chemotherapy regimen is superior to the CHOP-like regimen in the first-line treatment of patients with diffuse large B-cell lymphoma. ECOG score, LMR and PLR may be independent prognostic factors for diffuse large B-cell lymphoma. ECOG score, LMR and PLR are independent prognostic factors.
7.The outcome and safety of neoadjuvant PD-1 blockade plus chemotherapy in stage Ⅱ~Ⅲ non-small cell lung cancer
Yutao LIU ; Yushun GAO ; Yousheng MAO ; Jun JIANG ; Lin YANG ; Jianliang YANG ; Xingsheng HU ; Shengyu ZHOU ; Yan QIN ; Yuankai SHI
Chinese Journal of Oncology 2020;42(6):480-485
Objective:To explore the safety and therapeutic effect of programmed death 1 (PD-1) antibody combined with chemotherapy as a neoadjuvant therapy for patients with stage Ⅱ to Ⅲ non-small cell lung cancer (NSCLC).Methods:Thirteen patients, who had been diagnosed as stage Ⅱ-Ⅲ NSCLC and received PD-1 inhibitor plus chemotherapy as a neoadjuvant treatment in National Cancer Center/Cancer Hospital were recruited. The patients received consecutive neoadjuvant chemotherapy for 21 days as a cycle and the therapeutic efficacy was evaluated after two cycles.Results:At the last time of follow-up on December 2, 2019, the objective response rate (ORR) and disease control rate (DCR) of these patients were 61.5% (95% CI 30.9%-92.1%) and 100%, respectively. The downregulation rate of disease stage was 61.5% (8/13). The resectable rate was 38.5% (5/13), among them, the major pathologic response (MPR) was 60.0% (3/5) and the complete pathologic response (CPR) was 20.0% (1/5). The neoadjuvant chemotherapy displayed a low incidence of adverse reaction. The main grade 3 to 4 toxicities were neutropenia (38.5%) and leukopenia (23.1%). There was no significant immune-related toxicity. The safety and tolerability of perioperative period of patients underwent resection were promising. Conclusions:Immunotherapy combined with chemotherapy as a neoadjuvant treatment is an effective, low-toxicity treatment manner, which has perioperative safety and high rate of MPR for patients with resectable NSCLC. It is a promising treatment option for patients with stage Ⅱ to Ⅲ NSCLC.
8.Comparison the efficacy and prognosis of different first-line treatment for elderly diffuse large B-cell lymphoma
Peng LIU ; Shiyu JIANG ; Xiaohui HE ; Yan QIN ; Lin GUI ; Shengyu ZHOU ; Jianliang YANG ; Sheng YANG ; Tingyu WEN ; Yuankai SHI
Chinese Journal of Oncology 2020;42(3):234-241
Objective:To investigate the clinical features, survival and prognostic factors of elder patients with diffuse large B-cell lymphoma (DLBCL).Methods:The clinical data of elder patients with diffuse large B-cell lymphoma enrolled in the Cancer Hospital of Chinese Academy of Medical Sciences from April 2006 to December 2012 were retrospectively collected. All the patients were divided into R-CHOP-like group and CHOP-like group according to the dosage regimen. And the differences in demographic characteristics, clinical features, survival time and prognostic factors were compared between these two groups.Results:A total of 158 patients were enrolled, of which 78 patients in the R-CHOP-like group and 80 patients in the CHOP-like group were eligible. There were no significant differences between two groups on age, gender, pathological staging, B symptoms, bulky mass, ECOG score, IPI score, pathological type, LDH level, β 2-MG level, lymphocyte/monocyte ratio(LMR), neutrophils/lymphocyte ratio(NLR), platelet/lymphocyte ratio(PLR), Ki-67 index and bone marrow invasion. In the R-CHOP like group, the median progression-free survival (PFS) time was 10 months, and the median overall survival (OS) time was 30 months. The 1-year and 2-year PFS rates were 46.2% and 19.2%, respectively. The 1-, 2-, and 5-year OS rates were 79.5%, 59.0%, and 19.2%, respectively. In the CHOP-like group, the median PFS was 7 months, and the median OS was 15 months. The 1-year and 2-year PFS rates were 27.5% and 12.5% respectively. The 1-year, 2-year, and 5-year OS rates were 65.0%, 32.5% and 13.8%, respectively. The median PFS time and OS time in the R-CHOP group were significantly better than those in the CHOP group ( P<0.05 for both). A stratified analysis showed that the PFS time and OS time were superior in the R-CHOP-like group compared to the CHOP-like group among patients older than 70 years ( P<0.05 for both). In patients with stage Ⅲ-Ⅳ, the PFS time and OS time in the R-CHOP-like group were also superior to CHOP-like group ( P<0.05 for both). Univariate Cox regression analysis showed that IPI score, LDH value, β 2-MG value, ECOG score, LMR, and PLR had an significant effect on prognosis ( P<0.05 for all). Multivariate Cox regression analysis showed that lymphocyte/monocyte ratio and platelet/lymphocyte ratio were independent prognostic factors for diffuse large B-cell lymphoma ( P<0.05 for both). Conclusions:The R-CHOP-like chemotherapy regimen is superior to the CHOP-like regimen in the first-line treatment of patients with diffuse large B-cell lymphoma. ECOG score, LMR and PLR may be independent prognostic factors for diffuse large B-cell lymphoma. ECOG score, LMR and PLR are independent prognostic factors.
9.The outcome and safety of neoadjuvant PD-1 blockade plus chemotherapy in stage Ⅱ~Ⅲ non-small cell lung cancer
Yutao LIU ; Yushun GAO ; Yousheng MAO ; Jun JIANG ; Lin YANG ; Jianliang YANG ; Xingsheng HU ; Shengyu ZHOU ; Yan QIN ; Yuankai SHI
Chinese Journal of Oncology 2020;42(6):480-485
Objective:To explore the safety and therapeutic effect of programmed death 1 (PD-1) antibody combined with chemotherapy as a neoadjuvant therapy for patients with stage Ⅱ to Ⅲ non-small cell lung cancer (NSCLC).Methods:Thirteen patients, who had been diagnosed as stage Ⅱ-Ⅲ NSCLC and received PD-1 inhibitor plus chemotherapy as a neoadjuvant treatment in National Cancer Center/Cancer Hospital were recruited. The patients received consecutive neoadjuvant chemotherapy for 21 days as a cycle and the therapeutic efficacy was evaluated after two cycles.Results:At the last time of follow-up on December 2, 2019, the objective response rate (ORR) and disease control rate (DCR) of these patients were 61.5% (95% CI 30.9%-92.1%) and 100%, respectively. The downregulation rate of disease stage was 61.5% (8/13). The resectable rate was 38.5% (5/13), among them, the major pathologic response (MPR) was 60.0% (3/5) and the complete pathologic response (CPR) was 20.0% (1/5). The neoadjuvant chemotherapy displayed a low incidence of adverse reaction. The main grade 3 to 4 toxicities were neutropenia (38.5%) and leukopenia (23.1%). There was no significant immune-related toxicity. The safety and tolerability of perioperative period of patients underwent resection were promising. Conclusions:Immunotherapy combined with chemotherapy as a neoadjuvant treatment is an effective, low-toxicity treatment manner, which has perioperative safety and high rate of MPR for patients with resectable NSCLC. It is a promising treatment option for patients with stage Ⅱ to Ⅲ NSCLC.
10.Therapeutic hypothermia reduced brain damage on rats after cardiopulmonary resuscitation by activating Ⅲ-type PI3K pathway to increase autophagy
Yan XIAO ; Xuming ZHAO ; Jianliang ZHU ; Qinhua ZOU ; Lijun LIU
Chinese Critical Care Medicine 2019;31(1):55-60
Objective To investigate the effect of Ⅲ-type phosphatidylinositide 3 kinase (PI3K) pathway adjusting autophagy on brain damage mechanism after cardiopulmonary resuscitation (CPR) and hypothermia treatment.Methods The asphyxia induce cardiac arrest-CPR model was reproduced on healthy male Sprague-Dawley (SD) rats.Sixty rats after restoration of spontaneous circulation (ROSC) were randomly divided into normothermia group,therapeutic hypothermia group and PI3K inhibitor 3-methyl adenine (3-MA) pretreatment group,differentiated by 24 hours and 48 hours after ROSC.Each group had 10 rats at each time point.The anal temperature in the normothermia group was maintained at (37.0 ± 0.2) ℃,and the rats in the hypothermia group were given cooling treatment immediately after ROSC,and the target rectal temperature was 32-34 ℃.In the 3-MA pretreatment group,10 mmol/L 3-MA 5 μL was injected into the ventricle 20 minutes before asphyxia,and other groups were given the same amount of normal saline.Ten rats without CPR were included in Sham group only received anesthesia and catheterization.The rats were sacrificed at 24 hours and 48 hours after ROSC respectively,and the brain tissues were harvested,the brain water content (BWC) was measured by dry-wet weight method.Western Blot was used to determine the autophagy related proteins Beclin-1 and microtubule-associated protein 1 light chain 3 (LC3),apoptosis related proteins Bcl-2 and caspase-3,and the Ⅲ-type PI3K pathway proteins Vps34 and Atgl4.Ultrastructural changes in brain tissue were observed with transmission electron microscope.Neurological deficit scores (NDS) was obtained in each group at 48 hours after ROSC.Results Compared with Sham group,the cortex at 24 hours after ROSC in normothermic group showed obvious edema,apeptosis and autophagy began to appear under transmission electron microscope,and the expressions of autophagy,apoptosis and Ⅲ-type PI3K-related proteins in brain tissue were significantly increased in a time-dependent manner,and the neurological function at 48 hours after ROSC was significantly damaged.After hypothermia intervention,brain edema of rats was significantly reduced,no obvious apoptosis was found,but autophagy was increased,the expressions of autophagy-related proteins Vps34,Atg14 and Ⅲ-type PI3K-related proteins Beclin-1 and LC3 at 48 hours after ROSC were further higher than those of normothermic group (Vps34/GAPDH:0.25±0.03 vs.0.15±0.04,Atg14/GAPDH:0.12±0.03 vs.0.05±0.04,Beclin-1/GAPDH:0.060±0.002 vs.0.018±0.002,LC3-Ⅱ/GAPDH:0.160±0.010 vs.0.050± 0.010,all P < 0.05),the expressions of apoptosis related proteins Bcl-2 and caspase-3 were significantly lowered (Bcl-2/GAPDH:0.05±0.03 vs.0.20±0.04,caspase-3/GAPDH:0.050±0.002 vs.0.140±0.015,both P < 0.05),neurological function was significantly improved (NDS:157±85 vs.343± 198,P < 0.05).Pretreatment with 3-MA inhibited the protective effect of hypothermia on brain tissues.The expressions of Vps34,Atg14,Beclin-1 and LC3 in brain tissues at 48 hours after ROSC in 3-MA pretreatment group was significantly lower than those in the hypothennia group (Vps34/GAPDH:0.18±0.03 vs.0.25±0.03,Atg44/GAPDH:0.07±0.04 vs.0.12±0.03,Beclin-1/GAPDH:0.015±0.003 vs.0.060±0.002,LC3-Ⅱ/GAPDH:0.045±0.030 vs.0.160±0.010,all P < 0.05),the expressions of Bcl-2 and caspase-3 were significantly increased (Bcl-2/GAPDH:0.15±0.04 vs.0.05±0.03,caspase-3/GAPDH:0.120±0.015 vs.0.050±0.002,both P < 0.05),and NDS score was significantly increased (341±208 vs.157±85,P < 0.05).Conclusion Hypothermia treatment reduced brain edema and ameliorated brain function after CPR,which might be related to increase autophagy and inhibit apoptosis adjustment by activating Ⅲ-type PI3K pathway.

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