BACKGROUND To compare the efficacy and safety of total neoadjuvant therapy(TNT)and neoadjuvant chemoradiotherapy(nCRT)in the treatment of middle and low locally advanced rectal cancer.Our study will systematically col...BACKGROUND To compare the efficacy and safety of total neoadjuvant therapy(TNT)and neoadjuvant chemoradiotherapy(nCRT)in the treatment of middle and low locally advanced rectal cancer.Our study will systematically collect and integrate studies to evaluate the ability of these two treatments to improve tumor shrinkage rates,surgical resection rates,tumor-free survival,and severe adverse events.AIM To provide clinicians and patients with more reliable treatment options to optimize treatment outcomes and quality of life for patients with locally advanced rectal cancer by comparing the advantages and disadvantages of the two treatment options.METHODS A full search of all clinical studies on the effectiveness and safety of TNT and nCRT for treating locally advanced rectal cancer identified in Chinese(CNKI,Wanfang,China Biomedical Literature Database)and English(PubMed,Embase)databases was performed.Two system assessors independently screened the studies according to the inclusion and exclusion criteria.Quality evaluation and RESULTS Finally,14 studies were included,six of which were randomized controlled studies.A total of 3797 patients were included,including 1865 in the TNT group and 1932 in the nCRT group.The two sets of baseline data were comparable.The results of the meta-analysis showed that the pCR rate[odds ratio(OR)=1.57,95%confidence interval(CI):1.30-1.90,P<0.00001],T stage degradation rate(OR=2.16,95%CI:1.63-2.57,P<0.00001),and R0 resection rate(OR=1.42,95%CI:1.09-1.85,P=0.009)were significantly greater in the nCRT group than in the nCRT group.There was no significant difference in the incidence of grade 3/4 acute toxicity or perioperative complications between the two groups.The 5-year OS[hazard ratio(HR)=0.84,95%CI:0.69-1.02,P=0.08]and DFS(HR=0.94,95%CI:0.03-1.39,P=0.74)of the TNT group were similar to those of the nCRT group.CONCLUSION TNT has greater clinical efficacy and safety than nCRT in the treatment of locally advanced rectal cancer.展开更多
AIM To explore the effects of omeprazole on chemoradiotherapy efficacy and tumor recurrence in rectal cancer. METHODS The medical data of 125 rectal cancer patients who received the same neoadjuvant chemoradiotherapy(...AIM To explore the effects of omeprazole on chemoradiotherapy efficacy and tumor recurrence in rectal cancer. METHODS The medical data of 125 rectal cancer patients who received the same neoadjuvant chemoradiotherapy(CRT) followed by surgery were retrospectively collected. Patients who received omeprazole(OME) orally at a dose of 20 mg at least once daily for six days and/or intravenously at 40 mg a day were recognized as eligible OME users(EOU). Otherwise, patients were regarded as non-eligible OME users(non-EOU).Moreover, a preferred OME dose cut-off of 200 mg on tumor recurrence was obtained by receiver operating characteristic(ROC) curves. Patients were divided into two groups: the effective OME group(EOG, OME ≥ 200 mg) and the non-effective OME group(non-EOG, OME < 200 mg). RESULTS The good response rate of CRT efficacy(50.8%) in EOU was significantly increased compared with nonEOU(30.6%)(P = 0.02). The recurrence rate in the EOG was 10.3%, which was significantly lower compared with 31.3% in non-EOG(P = 0.025). The good response rate of CRT efficacy in EOG was 55.2%, which was obviously higher compared with 36.5% in non-EOG, with a significant difference(P = 0.072). Multivariate Cox analysis demonstrated that OME(nonEOG and EOG) was an independent and significant impact factor for DFS(P = 0.048, HR = 0.30, 95%CI: 0.09-0.99).CONCLUSION When applied as an adjuvant drug in cancer treatment for relieving common side effects of chemotherapy, omeprazole has a synergetic effect in improving CRT efficacy and decreasing rectal cancer recurrence.展开更多
Background and Objective: Concurrent chemoradiotherapy for cervical carcinoma develops rapidly and has become a common and standard therapy in recent years. Both the local control rate and survival rate of patients we...Background and Objective: Concurrent chemoradiotherapy for cervical carcinoma develops rapidly and has become a common and standard therapy in recent years. Both the local control rate and survival rate of patients were increased and the risk of death fell by 30%-50%. This study aimed to explore the efficacy of concurrent chemoradiotherapy plus adjuvant chemotherapy on and the treatment compliance of the patients with advanced cervical squamous cell carcinoma. Methods: A total of 156 patients with stage IIa-IIIb cervical squamous cell carcinoma were randomly divided into the concurrent chemoradiotherapy group (experimental group) and radiotherapy group (control group). Intracavity and external beam radiation therapy were administered. At point A, 40-48 Gy were given by 10-12 fractions; at point B, 46-50 Gy were given by 23-25 fractions. In the same time, experimental group was treated by cisplatin (DDP, 40 mg) on day 1, repeated every week. Ten days after radiation therapy, TP regimen was administered as adjuvant chemotherapy. Results: For the experimental and control groups, the objective response rates were 88.61% and 75.32%, 1-year survival rates were 88.57% and 70.77%, 1-year local control rates were 81.43% and 64.62%, 3-year survival rates were 82.14% and 57.69%, and 3-year local control rates were 75.00% and 46.15%, with significant differences (P < 0.05). Quality of life of all patients were significantly improved after treatment (P< 0.05). Conclusion: Concurrent chemoradiotherapy plus adjuvant chemotherapy for advanced cervical cancer can improve short-term and long-term survival and local control rates of patients, improve the quality of life, and the toxicity can be tolerated.展开更多
In our previous research,a logistic regression prediction model for hepatotoxicity of Chinese herbal medicines based on the four properties,five flavors and channel tropism has been successfully established.However,co...In our previous research,a logistic regression prediction model for hepatotoxicity of Chinese herbal medicines based on the four properties,five flavors and channel tropism has been successfully established.However,could Chinese herbal medicines efficacy also be applied to predict the hepatotoxicity of Chinese herbal medicines?Therefore,a logistic regression prediction model for hepatotoxicity of Chinese herbal medicines based on Chinese herbal medicines efficacy has been tentatively set up to study the correlations of hepatotoxic and nonhepatotoxic Chinese herbal medicines with efficacy by using a chi-square test for two-way unordered categorical data.Logistic regression prediction model was established and the accuracy of the prediction by this model was evaluated.It has been found that the hepatotoxicity and nonhepatotoxicity of Chinese herbal medicines were weakly related to the efficacy,and the coefficient was 0.295.There were 20 variables from Chinese herbal medicines efficacy analyzed with unconditional logistic regression,and 6 variables,rectifying Qi and relieving pain,clearing heat and disinhibiting dampness,invigorating blood and stopping pain,invigorating blood and relieving swelling,killing worms and relieving fright were chosen to establish the logistic regression prediction model,with the optimal cutoff value being 0.250.Dissipating cold and relieving pain(DCRP),clearing heat and disinhibiting dampness,invigorating blood and relieving pain(IBRP),invigorating blood and relieving swelling,killing worms,and relieving fright were the variables to affect the hepatotoxicity and the established logistic regression prediction model had predictive power for hepatotoxicity of Chinese herbal medicines to a certain degree.展开更多
AIM: The aim of the study was to evaluate the predictive factors of survival in patients with locally advanced squamous cell esophageal carcinoma (LASCOC) treated with definitive chemoradiotherapy (CRT) regimen b...AIM: The aim of the study was to evaluate the predictive factors of survival in patients with locally advanced squamous cell esophageal carcinoma (LASCOC) treated with definitive chemoradiotherapy (CRT) regimen based on the 5FU/CDDP combination. METHODS: All patients with LASCOC treated with a definitive CRT using the 5FU/CDDP combination between 1994 and 2000 were retrospectively included. Clinical complete response (CCR) to CRT was assessed by esophageal endoscopy and C-F-scan 2 mo after CRT completion. Prognostic factors of survival were assessed using univariate and multivariate analysis by the Cox regression model. RESULTS: A total of 116 patients were included in the study. A CCR to CRT was observed in 86/116 (74.1%). The median survival was 20 mo (range 2-114) and the 5-year survival was 9.4%. Median survival of responder patients to CRT was 25 mo (range 3-114) as compared to 9 mo (range 2-81) in non-responder patients (P 〈 0.001). In univariate analysis, survival was associated with CCR (P 〈 0.001), WHO performance status 〈 2 (P = 0.01), tumour length 〈 6 cm (P = 0.045) and weight loss 〈 10% was in limit of significance (P = 0.053). In multivariate analysis, survival was dependant to CCR (P 〈 0.0001), weight loss 〈 10% (P = 0.034) and WHO performance 〈 2 (P = 0.046). CONCLUSION: Our results suggest that survival in patients with LASCOC b'eated with definitive CRT was correlated to CCR, weight loss and WHO performance status.展开更多
BACKGROUND Multiple classes of molecular biomarkers have been studied as potential predictors for rectal cancer(RC)response.Carcinoembryonic antigen(CEA)is the most widely used blood-based marker of RC and has proven ...BACKGROUND Multiple classes of molecular biomarkers have been studied as potential predictors for rectal cancer(RC)response.Carcinoembryonic antigen(CEA)is the most widely used blood-based marker of RC and has proven to be an effective predictive marker.Cancer antigen 19-9(CA19-9)is another tumor biomarker used for RC diagnosis and postoperative monitoring,as well as monitoring of the therapeutic effect.Using a panel of tumor markers for RC outcome prediction is a practical approach.AIM To assess the predictive effect of pre-neoadjuvant chemoradiotherapy(NCRT)CEA and CA19-9 levels on the prognosis of stage II/III RC patients.METHODS CEA and CA19-9 levels were evaluated 1 wk before NCRT.According to the receiver operating characteristic curve analysis,the optimal cut-off point of CEA and CA19-9 levels for the prognosis were 3.55 and 19.01,respectively.The novel serum tumor biomarker(NSTB)scores were as follows:score 0:Pre-NCRT CEA<3.55 and CA19-9<19.01;score 2:Pre-NCRT CEA>3.55 and CA19-9>19.01;score 1:Other situations.Pathological information was recorded according to histopathological reports after the operation.RESULTS In the univariate analysis,pre-NCRT CEA<3.55[P=0.025 for overall survival(OS),P=0.019 for disease-free survival(DFS)],pre-NCRT CA19-9<19.01(P=0.014 for OS,P=0.009 for DFS),a lower NSTB score(0-1 vs 2,P=0.009 for OS,P=0.005 for DFS)could predict a better prognosis.However,in the multivariate analysis,only a lower NSTB score(0-1 vs 2;for OS,HR=0.485,95%CI:0.251-0.940,P=0.032;for DFS,HR=0.453,95%CI:0.234-0.877,P=0.019)and higher pathological grade,node and metastasis stage(0-I vs II-III;for OS,HR=0.363,95%CI:0.158-0.837,P=0.017;for DFS,HR=0.342,95%CI:0.149-0.786,P=0.012)were independent predictive factors.CONCLUSION The combination of post-NCRT CEA and CA19-9 was a predictive factor for clinical stage II/III RC patients receiving NCRT,and the combined index had a stronger predictive effect.展开更多
Background:Currently,diagnosis of major depressive disorder(MDD)still relies on symptoms.There are some problems for the diagnostic criteria,like low diagnostic consistency and difficulty in differentiation of MDD and...Background:Currently,diagnosis of major depressive disorder(MDD)still relies on symptoms.There are some problems for the diagnostic criteria,like low diagnostic consistency and difficulty in differentiation of MDD and bipolar depression(BD)in the early stage.In terms of treatment,there are also many problems,such as low overall efficiency,slow onset effect,and large differences between individuals.At present,there are a lot of researches on MDD biomarkers,most focus on genomics,transcriptomics,proteomics and brain imaging both from domestic and foreign counterparts,but the main research focuses are genetics and imaging.This study is mainly combine genetics and imaging to conduct the discussions of MDD diagnosis and efficacy prediction biomarkers.Methods:Proteomics mainly included patients who met the diagnostic criteria.Blood samples were taken from the participants.Serum was collected after centrifugation for serum protein concentration detection.Receiver operation curve(ROC)analysis was used to test the diagnostic and differential powers of the single serum proteins or combined serum proteins.In the imageology groups,the 3.0T cranial magnetic resonance imaging(MRI)scan was performed on the subjects meeting the inclusion criteria,and the methods based on the deep learning of the resting-state fMRI data was used.The biological marker spectrums from molecular levels(genotyping or measuring genetic products)to clinical levels(depicting cognitive and motivational areas or clinical symptoms)to predict the outcome of the treatment.Results:In the diagnosis of MDD,accord to the results of previous animal experiments and clinical studies,we developed a highly accurate MDD diagnostic platform based on the serum levels of proteins in the P11-tPA-BDNF pathway.The sensitivity of the MDD diagnostic platform was 88.1%,specificity was 92.7%,and accuracy was as high as 90.6%.Based on the above findings,we further studied the diagnosis and differential diagnosis efficacy of serum proteins levels in this pathway for five common psychiatric diseases:schizophrenia(SZ),MDD,bipolar mania(BM),BD,and panic disorder(PD).The results suggest that the combination of serum proteins levels(tPA,PAI-1,BDNF,proBDNF,TrkB,p75NTR)in this pathway has a high accuracy not only in the diagnosis and differential diagnosis of MDD,but also in the diagnosis and identification of SZ,BM,BD and PD,which can be used as a diagnostic platform for common mental diseases.After that,we further studied serum VGF and BICC1 proteins upstream or downstream of this pathway.We found that serum VGF levels decreased in MDD while increased in BD patients compared with healthy controls(HC),had a significant ability for identifying MDD and BD,and its sensitivity is 95%,specificity is 100%,and the accuracy is up to 95%.Similarly,BICC1 also has a good diagnostic and differential efficacy in MDD,BM,and BD.We also found that facial expressions also contribute to the diagnosis and severity of MDD.In addition,imaging studies also showed that MDD patients have characteristics of small-world networks that are different from other populations,showing an increase in the characteristic path length(Lp)and a decrease in network efficiency(E),which is beneficial to the diagnosis and differential diagnosis of MDD.In the efficacy of MDD,we found that CMHC differences are existed in the precuneus and infraorbital gyrus between responsive depression(RD)group and non-responding depression(NRD)group,and the precuneus VMHC values of RD group were significantly negatively associated with the baseline scores of Hamilton depression rating scale(HAMD).ROC analysis showed that combining the VMHC values of above-mentioned brain regions can distinguish NRD more effectively.Similarly,imaging studies also found that the left ORBsup node was lower than that of the HC group,while the right ORBinf was increased;right dorsolateral superior frontal gyrus(SFGdor)nodes are lower when compare to NRD that may be the basis for different therapeutic effects.The combined ROC analysis showed that the degree of right SFGdor node and the characteristic path length can predict NRD well.We also found that there are significant correlations between bilateral NAcc network connectivity property and the severity as well as early efficacy of MDD,and the temporal variability between different efficacy MDD groups is different.The bimodal analysis based on CBF+ALFF showed that ALFF values of the bilateral occipital gyrus(MOG),left lentiform nuclear(lentiform),right superior temporal gyrus,and CBF and ALFF of right calcarine gyrus(Calcarine)and left caudate nucleus(Caudate)are significantly correlated with the severity or early efficacy of MDD at baseline.Including CBF of left Caudate and right middle frontal gyrus as well as ALFF of right inferior temporal gyrus can predict NRD better.Conclusion:Both proteomics and imaging have the feasibility of developing an objective tool for the diagnosis and efficacy evaluation of MDD.In the future,larger samples of clinical studies are needed to obtain repeatable,scientific,and reliable specific biomarkers for the differential diagnosis of MDD and BD,and the precise clinical diagnosis and treatment of MDD.展开更多
Objective To investigate variation in levels of transforming growth factor beta 1(TGF-β1)before and after radiotherapy in patients with esophageal cancer in order to evaluate the predictive value of TGF-β1 for the e...Objective To investigate variation in levels of transforming growth factor beta 1(TGF-β1)before and after radiotherapy in patients with esophageal cancer in order to evaluate the predictive value of TGF-β1 for the effects of radiotherapy Methods A total of 140 patients with esophageal squamous carcinoma undergoing radical radiation therapy in the Department of Oncology from March 2015 to December 2017 were enrolled.The patients were divided into the effective(115 cases)and ineffective(25 cases)groups according to World Health Organization(WHO)criteria for the evaluation of solid tumors(2009 RECIST standard).TGF-β1 levels were measured in all patients by using enzyme-linked immunosorbent assay(ELISA).Multiple-factor analysis of the predictive value of the treatment efficacy was performed by Cox regression analysis.Results After radiotherapy,36,79,and 25 cases experienced complete response(CR),partial response(PR),and no response(NR),respectively,with a total effective rate of 82.14%.The TGF-β1 level was significantly lower in the effective group than that in the ineffective group(P<0.05)and covariance analysis revealed significantly reduced TGF-β1 level in esophageal cancer patients following radiotherapy.The multi-factor Cox regression model revealed that the predictive value of TGF-β1 for the effect of radiotherapy was largest,with a hazard ratio[HR]of 1.955(P=0.002),followed by exposure dose,with(HR=1.367;P=0.035).Conclusion Serum TGF-β1 level can serve as a predictor for the short-term effects of radiotherapy in patients with esophageal cancer.展开更多
Objective:DNA damage response(DDR)genes have low mutation rates,which may restrict their clinical applications in predicting the outcomes of immune checkpoint inhibitor(ICI)treatment.Thus,a systemic analysis of multip...Objective:DNA damage response(DDR)genes have low mutation rates,which may restrict their clinical applications in predicting the outcomes of immune checkpoint inhibitor(ICI)treatment.Thus,a systemic analysis of multiple DDR genes is needed to identify potential biomarkers of ICI efficacy.Methods:A total of 39,631 patients with mutation data were selected from the cBioPortal database.A total of 155 patients with mutation data were obtained from the Fudan University Shanghai Cancer Center(FUSCC).A total of 1,660 patients from the MSK-IMPACT cohort who underwent ICI treatment were selected for survival analysis.A total of 249 patients who underwent ICI treatment from the Dana-Farber Cancer Institute(DFCI)cohort were obtained from a published dataset.The Cancer Genome Atlas(TCGA)level 3 RNA-Seq version 2 RSEM data for gastric cancer were downloaded from cBioPortal.Results:Six MMR and 30 DDR genes were included in this study.Six MMR and 20 DDR gene mutations were found to predict the therapeutic efficacy of ICI,and most of them predicted the therapeutic efficacy of ICI,in a manner dependent on TMB,except for 4 combined DDR gene mutations,which were associated with the therapeutic efficacy of ICI independently of the TMB.Single MMR/DDR genes showed low mutation rates;however,the mutation rate of all the MMR/DDR genes associated with the therapeutic efficacy of ICI was relatively high,reaching 10%–30%in several cancer types.Conclusions:Coanalysis of multiple MMR/DDR mutations aids in selecting patients who are potential candidates for immunotherapy.展开更多
Objective:The predictive effect of preoperative chemoradiotherapy(CRT)is low and difficult in guiding individualized treatment.We examined a surrogate endpoint for long-term outcomes in locally advanced gastric cancer...Objective:The predictive effect of preoperative chemoradiotherapy(CRT)is low and difficult in guiding individualized treatment.We examined a surrogate endpoint for long-term outcomes in locally advanced gastric cancer patients after preoperative CRT.Methods:From April 2012 to April 2019,95 patients with locally advanced gastric cancer who received preoperative concurrent CRT and who were enrolled in three prospective studies were included.All patients were stage T_(3/4) N_(+).Local control,distant metastasis-free survival(DMFS),disease-free survival(DFS)and overall survival(OS)were evaluated.Clinicopathological factors related to long-term prognosis were analyzed using univariate and multivariate analyses.The down-staging depth score(DDS),which is a novel method of evaluating CRT response,was used to predict long-term outcomes.Results:The median follow-up period for survivors was 30 months.The area under the curve(AUC)of the receiver operating characteristic(ROC)curve predicted by the DDS was 0.728,which was better than the pathological complete response(pCR),histological response and ypN0.Decision curve analysis further affirmed that DDS had the largest net benefit.The DDS cut-off value was 4.pCR and ypN0 were associated with OS(P=0.026 and 0.049).Surgery and DDS are correlated with DMFS,DFS and OS(surgery:P=0.001,<0.001 and<0.001,respectively;and DDS:P=0.009,0.013 and 0.032,respectively).Multivariate analysis showed that DDS was an independent prognostic factor of DFS(P=0.021).Conclusions:DDS is a simple,short-term indicator that was a better surrogate endpoint than pCR,histological response and ypN0 for DFS.展开更多
Vagus nerve stimulation(VNS)is an important treatment option for drug-refractory epilepsy(DRE),with well-established efficacy and safety in clinical practice for more than 20 years.However,it is very difficult to find...Vagus nerve stimulation(VNS)is an important treatment option for drug-refractory epilepsy(DRE),with well-established efficacy and safety in clinical practice for more than 20 years.However,it is very difficult to find the optimal electrophysiological indicators for the effectiveness of VNS on DRE because the mechanism of action is unknown.In this review,we provide an update of the potential applications of VNS outcomes in patients with drug-resistant epilepsy.Electroencephalographic(EEG)activity,event-related potentials,EEG synchronization levels,magnetoencephalographic,laryngeal muscle evoked potentials,and heart rate variability are potential biomarkers for VNS outcomes in people with DRE.展开更多
Background::Recently,T-helper 17(Th17)cells have been proved to play an important role in promoting cervical cancer.But,till now,few study has been carried out to understand the involvement of these cells in efficacy ...Background::Recently,T-helper 17(Th17)cells have been proved to play an important role in promoting cervical cancer.But,till now,few study has been carried out to understand the involvement of these cells in efficacy of anti-tumor treatments.This study aimed to investigate the alterations in the percentage of circulating Th17 cells and related cytokines in locally advanced cervical cancer(LACC)patients before and after concurrent chemoradiotherapy(cCRT)and to analyze the correlations between the alterations in Th17 cells and treatment efficacy.Methods::A prospective study with 49 LACC(International federation of gynecology and obstetrics[FIGO]stage IIB-IIIB)patients and 23 controls was conducted.Patients received the same cCRT schedule and were followed up for 3 years.Circulating Th17 cells(CD3+CD8-interleukin[IL]-17+T cells)and related cytokines IL-17,transforming growth factor-β(TGF-β),IL-10,IL-23,IL-6,and IL-22 were detected before and after cCRT.Correlations between alterations of circulating Th17 cells and treatment efficacy were analyzed.Kaplan-Meier analysis was used for overall survival(OS)and progression-free survival(PFS).Results::We found that 40 patients finished the entire cCRT schedule and met the endpoint of this study.The percentage of circulating Th17 cells in the LACC patients was higher than that in the controls,and it significantly decreased after cCRT(P<0.05).After cCRT,patients were divided into two groups based on the average of the Th17 cells declined.The subgroup of patients with a prominent decrease in circulating Th17 cells after cCRT had a higher treatment efficacy and longer PFS and OS times.Compared with the control patients,LACC patients had higher IL-6,IL-10,IL-22,TGF-βlevels and a lower IL-23 level(P<0.05).After cCRT,IL-6,IL-10,IL-17,IL-23 level significantly increased and TGF-βlevel significantly decreased compared with the levels before cCRT(P<0.05).Conclusion::Circulating Th17 cells in the LACC patients(FIGO stage IIB-IIIB)were higher than those in the controls,but they generally decreased after cCRT.A more pronounced decrease in circulating Th17 cells after cCRT was correlated with better therapeutic effect and longer PFS and OS times.展开更多
Objective:Extreme gradient boosting(XGBoost)was used to predict the 7^(th)day efficacy of the acupoint application(AP)of Chinese herbs(Xiao Zhong Zhi Tong Tie)in patients with diarrhea.Materials and Methods:We consecu...Objective:Extreme gradient boosting(XGBoost)was used to predict the 7^(th)day efficacy of the acupoint application(AP)of Chinese herbs(Xiao Zhong Zhi Tong Tie)in patients with diarrhea.Materials and Methods:We consecutively collected medical records of patients with diarrhea nationwide on the Chun Bo Wan Xiang cloud platform from August 22 to November 5,2020.Demographic and clinical data and the fecal properties were included in this study.We established the XGBoost model to predict the 7^(th)day efficacy of AP in patients with diarrhea.The XGBoost model was evaluated using the area under the receiver operating characteristic(ROC)curve(AUC).We next compared the performance of XGBoost with that of artificial neural network(ANN),ANN+boosting,ANN+bagging,and support vector machine(SVM).Results:The XGBoost model provided a prediction accuracy of 84.86%(95%confidence interval=82.74%to 86.81%)and the ROC curve analysis showed an AUC of 0.81.The top-three variables with the highest importance are age,duration of diarrhea,and region(North).Our study revealed that XGBoost was not superior to ANN,ANN+boosting,ANN+bagging,and SVM.Conclusions:The established XGBoost model for predicting the 7^(th)day efficacy of AP in patients with diarrhea exhibited good accuracy and precision,which can be used for efficacy prediction.展开更多
Aim:Definitive chemoradiotherapy(dCRT)is the standard treatment for locally advanced unresectable esophageal squamous cell carcinoma(LU-ESCC).This study aimed to describe the results of dCRT for T4 ESCC and evaluate t...Aim:Definitive chemoradiotherapy(dCRT)is the standard treatment for locally advanced unresectable esophageal squamous cell carcinoma(LU-ESCC).This study aimed to describe the results of dCRT for T4 ESCC and evaluate the pretherapeutic predictive factors of the outcomes.Methods:A total of 133 patients with T4 ESCC who received dCRT were grouped into those who achieved a complete response(CR)or those who had residual disease(RD).The clinicopathologic variables were compared between the groups and the overall survival(OS)was evaluated.The predictive factor of RD was assessed and the prognostic factor for OS was identified.Results:Among the 133 patients,31(23%)achieved CR.The CR group had a significantly better OS than the RD group(89.9 months vs.10.7 months;hazard ratio=0.096;95%confidence interval:0.05-0.19;P<0.001).Multivariate analysis showed that a supracarinal tumor(OR=3.21;P=0.016),higher pretherapeutic serum SCC-Ag level(>1.6 ng/mL)(OR=2.86;P=0.018),and metastatic node invasion(OR=3.19;P=0.048)were independent predictors of RD.The increased level of pretherapeutic serum squamous cell carcinoma antigen(>1.6 ng/mL)(OR=1.61;P=0.022)was an independent predictor of poor survival.Conclusions:Among the patients who underwent dCRT for LU-ESCC,23%achieved CR,and the long-term outcome of these patients was favorable.Increased levels of pretherapeutic serum squamous cell carcinoma antigen were also found to be predictive of treatment failure.展开更多
文摘BACKGROUND To compare the efficacy and safety of total neoadjuvant therapy(TNT)and neoadjuvant chemoradiotherapy(nCRT)in the treatment of middle and low locally advanced rectal cancer.Our study will systematically collect and integrate studies to evaluate the ability of these two treatments to improve tumor shrinkage rates,surgical resection rates,tumor-free survival,and severe adverse events.AIM To provide clinicians and patients with more reliable treatment options to optimize treatment outcomes and quality of life for patients with locally advanced rectal cancer by comparing the advantages and disadvantages of the two treatment options.METHODS A full search of all clinical studies on the effectiveness and safety of TNT and nCRT for treating locally advanced rectal cancer identified in Chinese(CNKI,Wanfang,China Biomedical Literature Database)and English(PubMed,Embase)databases was performed.Two system assessors independently screened the studies according to the inclusion and exclusion criteria.Quality evaluation and RESULTS Finally,14 studies were included,six of which were randomized controlled studies.A total of 3797 patients were included,including 1865 in the TNT group and 1932 in the nCRT group.The two sets of baseline data were comparable.The results of the meta-analysis showed that the pCR rate[odds ratio(OR)=1.57,95%confidence interval(CI):1.30-1.90,P<0.00001],T stage degradation rate(OR=2.16,95%CI:1.63-2.57,P<0.00001),and R0 resection rate(OR=1.42,95%CI:1.09-1.85,P=0.009)were significantly greater in the nCRT group than in the nCRT group.There was no significant difference in the incidence of grade 3/4 acute toxicity or perioperative complications between the two groups.The 5-year OS[hazard ratio(HR)=0.84,95%CI:0.69-1.02,P=0.08]and DFS(HR=0.94,95%CI:0.03-1.39,P=0.74)of the TNT group were similar to those of the nCRT group.CONCLUSION TNT has greater clinical efficacy and safety than nCRT in the treatment of locally advanced rectal cancer.
文摘AIM To explore the effects of omeprazole on chemoradiotherapy efficacy and tumor recurrence in rectal cancer. METHODS The medical data of 125 rectal cancer patients who received the same neoadjuvant chemoradiotherapy(CRT) followed by surgery were retrospectively collected. Patients who received omeprazole(OME) orally at a dose of 20 mg at least once daily for six days and/or intravenously at 40 mg a day were recognized as eligible OME users(EOU). Otherwise, patients were regarded as non-eligible OME users(non-EOU).Moreover, a preferred OME dose cut-off of 200 mg on tumor recurrence was obtained by receiver operating characteristic(ROC) curves. Patients were divided into two groups: the effective OME group(EOG, OME ≥ 200 mg) and the non-effective OME group(non-EOG, OME < 200 mg). RESULTS The good response rate of CRT efficacy(50.8%) in EOU was significantly increased compared with nonEOU(30.6%)(P = 0.02). The recurrence rate in the EOG was 10.3%, which was significantly lower compared with 31.3% in non-EOG(P = 0.025). The good response rate of CRT efficacy in EOG was 55.2%, which was obviously higher compared with 36.5% in non-EOG, with a significant difference(P = 0.072). Multivariate Cox analysis demonstrated that OME(nonEOG and EOG) was an independent and significant impact factor for DFS(P = 0.048, HR = 0.30, 95%CI: 0.09-0.99).CONCLUSION When applied as an adjuvant drug in cancer treatment for relieving common side effects of chemotherapy, omeprazole has a synergetic effect in improving CRT efficacy and decreasing rectal cancer recurrence.
文摘Background and Objective: Concurrent chemoradiotherapy for cervical carcinoma develops rapidly and has become a common and standard therapy in recent years. Both the local control rate and survival rate of patients were increased and the risk of death fell by 30%-50%. This study aimed to explore the efficacy of concurrent chemoradiotherapy plus adjuvant chemotherapy on and the treatment compliance of the patients with advanced cervical squamous cell carcinoma. Methods: A total of 156 patients with stage IIa-IIIb cervical squamous cell carcinoma were randomly divided into the concurrent chemoradiotherapy group (experimental group) and radiotherapy group (control group). Intracavity and external beam radiation therapy were administered. At point A, 40-48 Gy were given by 10-12 fractions; at point B, 46-50 Gy were given by 23-25 fractions. In the same time, experimental group was treated by cisplatin (DDP, 40 mg) on day 1, repeated every week. Ten days after radiation therapy, TP regimen was administered as adjuvant chemotherapy. Results: For the experimental and control groups, the objective response rates were 88.61% and 75.32%, 1-year survival rates were 88.57% and 70.77%, 1-year local control rates were 81.43% and 64.62%, 3-year survival rates were 82.14% and 57.69%, and 3-year local control rates were 75.00% and 46.15%, with significant differences (P < 0.05). Quality of life of all patients were significantly improved after treatment (P< 0.05). Conclusion: Concurrent chemoradiotherapy plus adjuvant chemotherapy for advanced cervical cancer can improve short-term and long-term survival and local control rates of patients, improve the quality of life, and the toxicity can be tolerated.
基金This work was supported by the Project of National Natural Science Foundation of China(No.82074306)the Shenzhen Health and Family Planning System Research Project(No.SZBC2018007)the Project of Traditional Chinese Medicine Bureau of Guangdong Province(No.20201073).
文摘In our previous research,a logistic regression prediction model for hepatotoxicity of Chinese herbal medicines based on the four properties,five flavors and channel tropism has been successfully established.However,could Chinese herbal medicines efficacy also be applied to predict the hepatotoxicity of Chinese herbal medicines?Therefore,a logistic regression prediction model for hepatotoxicity of Chinese herbal medicines based on Chinese herbal medicines efficacy has been tentatively set up to study the correlations of hepatotoxic and nonhepatotoxic Chinese herbal medicines with efficacy by using a chi-square test for two-way unordered categorical data.Logistic regression prediction model was established and the accuracy of the prediction by this model was evaluated.It has been found that the hepatotoxicity and nonhepatotoxicity of Chinese herbal medicines were weakly related to the efficacy,and the coefficient was 0.295.There were 20 variables from Chinese herbal medicines efficacy analyzed with unconditional logistic regression,and 6 variables,rectifying Qi and relieving pain,clearing heat and disinhibiting dampness,invigorating blood and stopping pain,invigorating blood and relieving swelling,killing worms and relieving fright were chosen to establish the logistic regression prediction model,with the optimal cutoff value being 0.250.Dissipating cold and relieving pain(DCRP),clearing heat and disinhibiting dampness,invigorating blood and relieving pain(IBRP),invigorating blood and relieving swelling,killing worms,and relieving fright were the variables to affect the hepatotoxicity and the established logistic regression prediction model had predictive power for hepatotoxicity of Chinese herbal medicines to a certain degree.
文摘AIM: The aim of the study was to evaluate the predictive factors of survival in patients with locally advanced squamous cell esophageal carcinoma (LASCOC) treated with definitive chemoradiotherapy (CRT) regimen based on the 5FU/CDDP combination. METHODS: All patients with LASCOC treated with a definitive CRT using the 5FU/CDDP combination between 1994 and 2000 were retrospectively included. Clinical complete response (CCR) to CRT was assessed by esophageal endoscopy and C-F-scan 2 mo after CRT completion. Prognostic factors of survival were assessed using univariate and multivariate analysis by the Cox regression model. RESULTS: A total of 116 patients were included in the study. A CCR to CRT was observed in 86/116 (74.1%). The median survival was 20 mo (range 2-114) and the 5-year survival was 9.4%. Median survival of responder patients to CRT was 25 mo (range 3-114) as compared to 9 mo (range 2-81) in non-responder patients (P 〈 0.001). In univariate analysis, survival was associated with CCR (P 〈 0.001), WHO performance status 〈 2 (P = 0.01), tumour length 〈 6 cm (P = 0.045) and weight loss 〈 10% was in limit of significance (P = 0.053). In multivariate analysis, survival was dependant to CCR (P 〈 0.0001), weight loss 〈 10% (P = 0.034) and WHO performance 〈 2 (P = 0.046). CONCLUSION: Our results suggest that survival in patients with LASCOC b'eated with definitive CRT was correlated to CCR, weight loss and WHO performance status.
文摘BACKGROUND Multiple classes of molecular biomarkers have been studied as potential predictors for rectal cancer(RC)response.Carcinoembryonic antigen(CEA)is the most widely used blood-based marker of RC and has proven to be an effective predictive marker.Cancer antigen 19-9(CA19-9)is another tumor biomarker used for RC diagnosis and postoperative monitoring,as well as monitoring of the therapeutic effect.Using a panel of tumor markers for RC outcome prediction is a practical approach.AIM To assess the predictive effect of pre-neoadjuvant chemoradiotherapy(NCRT)CEA and CA19-9 levels on the prognosis of stage II/III RC patients.METHODS CEA and CA19-9 levels were evaluated 1 wk before NCRT.According to the receiver operating characteristic curve analysis,the optimal cut-off point of CEA and CA19-9 levels for the prognosis were 3.55 and 19.01,respectively.The novel serum tumor biomarker(NSTB)scores were as follows:score 0:Pre-NCRT CEA<3.55 and CA19-9<19.01;score 2:Pre-NCRT CEA>3.55 and CA19-9>19.01;score 1:Other situations.Pathological information was recorded according to histopathological reports after the operation.RESULTS In the univariate analysis,pre-NCRT CEA<3.55[P=0.025 for overall survival(OS),P=0.019 for disease-free survival(DFS)],pre-NCRT CA19-9<19.01(P=0.014 for OS,P=0.009 for DFS),a lower NSTB score(0-1 vs 2,P=0.009 for OS,P=0.005 for DFS)could predict a better prognosis.However,in the multivariate analysis,only a lower NSTB score(0-1 vs 2;for OS,HR=0.485,95%CI:0.251-0.940,P=0.032;for DFS,HR=0.453,95%CI:0.234-0.877,P=0.019)and higher pathological grade,node and metastasis stage(0-I vs II-III;for OS,HR=0.363,95%CI:0.158-0.837,P=0.017;for DFS,HR=0.342,95%CI:0.149-0.786,P=0.012)were independent predictive factors.CONCLUSION The combination of post-NCRT CEA and CA19-9 was a predictive factor for clinical stage II/III RC patients receiving NCRT,and the combined index had a stronger predictive effect.
文摘Background:Currently,diagnosis of major depressive disorder(MDD)still relies on symptoms.There are some problems for the diagnostic criteria,like low diagnostic consistency and difficulty in differentiation of MDD and bipolar depression(BD)in the early stage.In terms of treatment,there are also many problems,such as low overall efficiency,slow onset effect,and large differences between individuals.At present,there are a lot of researches on MDD biomarkers,most focus on genomics,transcriptomics,proteomics and brain imaging both from domestic and foreign counterparts,but the main research focuses are genetics and imaging.This study is mainly combine genetics and imaging to conduct the discussions of MDD diagnosis and efficacy prediction biomarkers.Methods:Proteomics mainly included patients who met the diagnostic criteria.Blood samples were taken from the participants.Serum was collected after centrifugation for serum protein concentration detection.Receiver operation curve(ROC)analysis was used to test the diagnostic and differential powers of the single serum proteins or combined serum proteins.In the imageology groups,the 3.0T cranial magnetic resonance imaging(MRI)scan was performed on the subjects meeting the inclusion criteria,and the methods based on the deep learning of the resting-state fMRI data was used.The biological marker spectrums from molecular levels(genotyping or measuring genetic products)to clinical levels(depicting cognitive and motivational areas or clinical symptoms)to predict the outcome of the treatment.Results:In the diagnosis of MDD,accord to the results of previous animal experiments and clinical studies,we developed a highly accurate MDD diagnostic platform based on the serum levels of proteins in the P11-tPA-BDNF pathway.The sensitivity of the MDD diagnostic platform was 88.1%,specificity was 92.7%,and accuracy was as high as 90.6%.Based on the above findings,we further studied the diagnosis and differential diagnosis efficacy of serum proteins levels in this pathway for five common psychiatric diseases:schizophrenia(SZ),MDD,bipolar mania(BM),BD,and panic disorder(PD).The results suggest that the combination of serum proteins levels(tPA,PAI-1,BDNF,proBDNF,TrkB,p75NTR)in this pathway has a high accuracy not only in the diagnosis and differential diagnosis of MDD,but also in the diagnosis and identification of SZ,BM,BD and PD,which can be used as a diagnostic platform for common mental diseases.After that,we further studied serum VGF and BICC1 proteins upstream or downstream of this pathway.We found that serum VGF levels decreased in MDD while increased in BD patients compared with healthy controls(HC),had a significant ability for identifying MDD and BD,and its sensitivity is 95%,specificity is 100%,and the accuracy is up to 95%.Similarly,BICC1 also has a good diagnostic and differential efficacy in MDD,BM,and BD.We also found that facial expressions also contribute to the diagnosis and severity of MDD.In addition,imaging studies also showed that MDD patients have characteristics of small-world networks that are different from other populations,showing an increase in the characteristic path length(Lp)and a decrease in network efficiency(E),which is beneficial to the diagnosis and differential diagnosis of MDD.In the efficacy of MDD,we found that CMHC differences are existed in the precuneus and infraorbital gyrus between responsive depression(RD)group and non-responding depression(NRD)group,and the precuneus VMHC values of RD group were significantly negatively associated with the baseline scores of Hamilton depression rating scale(HAMD).ROC analysis showed that combining the VMHC values of above-mentioned brain regions can distinguish NRD more effectively.Similarly,imaging studies also found that the left ORBsup node was lower than that of the HC group,while the right ORBinf was increased;right dorsolateral superior frontal gyrus(SFGdor)nodes are lower when compare to NRD that may be the basis for different therapeutic effects.The combined ROC analysis showed that the degree of right SFGdor node and the characteristic path length can predict NRD well.We also found that there are significant correlations between bilateral NAcc network connectivity property and the severity as well as early efficacy of MDD,and the temporal variability between different efficacy MDD groups is different.The bimodal analysis based on CBF+ALFF showed that ALFF values of the bilateral occipital gyrus(MOG),left lentiform nuclear(lentiform),right superior temporal gyrus,and CBF and ALFF of right calcarine gyrus(Calcarine)and left caudate nucleus(Caudate)are significantly correlated with the severity or early efficacy of MDD at baseline.Including CBF of left Caudate and right middle frontal gyrus as well as ALFF of right inferior temporal gyrus can predict NRD better.Conclusion:Both proteomics and imaging have the feasibility of developing an objective tool for the diagnosis and efficacy evaluation of MDD.In the future,larger samples of clinical studies are needed to obtain repeatable,scientific,and reliable specific biomarkers for the differential diagnosis of MDD and BD,and the precise clinical diagnosis and treatment of MDD.
文摘Objective To investigate variation in levels of transforming growth factor beta 1(TGF-β1)before and after radiotherapy in patients with esophageal cancer in order to evaluate the predictive value of TGF-β1 for the effects of radiotherapy Methods A total of 140 patients with esophageal squamous carcinoma undergoing radical radiation therapy in the Department of Oncology from March 2015 to December 2017 were enrolled.The patients were divided into the effective(115 cases)and ineffective(25 cases)groups according to World Health Organization(WHO)criteria for the evaluation of solid tumors(2009 RECIST standard).TGF-β1 levels were measured in all patients by using enzyme-linked immunosorbent assay(ELISA).Multiple-factor analysis of the predictive value of the treatment efficacy was performed by Cox regression analysis.Results After radiotherapy,36,79,and 25 cases experienced complete response(CR),partial response(PR),and no response(NR),respectively,with a total effective rate of 82.14%.The TGF-β1 level was significantly lower in the effective group than that in the ineffective group(P<0.05)and covariance analysis revealed significantly reduced TGF-β1 level in esophageal cancer patients following radiotherapy.The multi-factor Cox regression model revealed that the predictive value of TGF-β1 for the effect of radiotherapy was largest,with a hazard ratio[HR]of 1.955(P=0.002),followed by exposure dose,with(HR=1.367;P=0.035).Conclusion Serum TGF-β1 level can serve as a predictor for the short-term effects of radiotherapy in patients with esophageal cancer.
基金This work was supported by the National Key R&D Program of China(Grant No.2018YFC1313300)the National Natural Science Foundation of China(Grant No.81572331).
文摘Objective:DNA damage response(DDR)genes have low mutation rates,which may restrict their clinical applications in predicting the outcomes of immune checkpoint inhibitor(ICI)treatment.Thus,a systemic analysis of multiple DDR genes is needed to identify potential biomarkers of ICI efficacy.Methods:A total of 39,631 patients with mutation data were selected from the cBioPortal database.A total of 155 patients with mutation data were obtained from the Fudan University Shanghai Cancer Center(FUSCC).A total of 1,660 patients from the MSK-IMPACT cohort who underwent ICI treatment were selected for survival analysis.A total of 249 patients who underwent ICI treatment from the Dana-Farber Cancer Institute(DFCI)cohort were obtained from a published dataset.The Cancer Genome Atlas(TCGA)level 3 RNA-Seq version 2 RSEM data for gastric cancer were downloaded from cBioPortal.Results:Six MMR and 30 DDR genes were included in this study.Six MMR and 20 DDR gene mutations were found to predict the therapeutic efficacy of ICI,and most of them predicted the therapeutic efficacy of ICI,in a manner dependent on TMB,except for 4 combined DDR gene mutations,which were associated with the therapeutic efficacy of ICI independently of the TMB.Single MMR/DDR genes showed low mutation rates;however,the mutation rate of all the MMR/DDR genes associated with the therapeutic efficacy of ICI was relatively high,reaching 10%–30%in several cancer types.Conclusions:Coanalysis of multiple MMR/DDR mutations aids in selecting patients who are potential candidates for immunotherapy.
基金supported by grants from the National Natural Science Foundation of China(No.81773241 and No.81871509)。
文摘Objective:The predictive effect of preoperative chemoradiotherapy(CRT)is low and difficult in guiding individualized treatment.We examined a surrogate endpoint for long-term outcomes in locally advanced gastric cancer patients after preoperative CRT.Methods:From April 2012 to April 2019,95 patients with locally advanced gastric cancer who received preoperative concurrent CRT and who were enrolled in three prospective studies were included.All patients were stage T_(3/4) N_(+).Local control,distant metastasis-free survival(DMFS),disease-free survival(DFS)and overall survival(OS)were evaluated.Clinicopathological factors related to long-term prognosis were analyzed using univariate and multivariate analyses.The down-staging depth score(DDS),which is a novel method of evaluating CRT response,was used to predict long-term outcomes.Results:The median follow-up period for survivors was 30 months.The area under the curve(AUC)of the receiver operating characteristic(ROC)curve predicted by the DDS was 0.728,which was better than the pathological complete response(pCR),histological response and ypN0.Decision curve analysis further affirmed that DDS had the largest net benefit.The DDS cut-off value was 4.pCR and ypN0 were associated with OS(P=0.026 and 0.049).Surgery and DDS are correlated with DMFS,DFS and OS(surgery:P=0.001,<0.001 and<0.001,respectively;and DDS:P=0.009,0.013 and 0.032,respectively).Multivariate analysis showed that DDS was an independent prognostic factor of DFS(P=0.021).Conclusions:DDS is a simple,short-term indicator that was a better surrogate endpoint than pCR,histological response and ypN0 for DFS.
文摘Vagus nerve stimulation(VNS)is an important treatment option for drug-refractory epilepsy(DRE),with well-established efficacy and safety in clinical practice for more than 20 years.However,it is very difficult to find the optimal electrophysiological indicators for the effectiveness of VNS on DRE because the mechanism of action is unknown.In this review,we provide an update of the potential applications of VNS outcomes in patients with drug-resistant epilepsy.Electroencephalographic(EEG)activity,event-related potentials,EEG synchronization levels,magnetoencephalographic,laryngeal muscle evoked potentials,and heart rate variability are potential biomarkers for VNS outcomes in people with DRE.
基金the National Key Research and Development Program of China(No:2016YFC1302904)the National Natural Science Foundation of China(No:81572559)the Key Research Project of Shandong Province(No:2017CXGC1210).
文摘Background::Recently,T-helper 17(Th17)cells have been proved to play an important role in promoting cervical cancer.But,till now,few study has been carried out to understand the involvement of these cells in efficacy of anti-tumor treatments.This study aimed to investigate the alterations in the percentage of circulating Th17 cells and related cytokines in locally advanced cervical cancer(LACC)patients before and after concurrent chemoradiotherapy(cCRT)and to analyze the correlations between the alterations in Th17 cells and treatment efficacy.Methods::A prospective study with 49 LACC(International federation of gynecology and obstetrics[FIGO]stage IIB-IIIB)patients and 23 controls was conducted.Patients received the same cCRT schedule and were followed up for 3 years.Circulating Th17 cells(CD3+CD8-interleukin[IL]-17+T cells)and related cytokines IL-17,transforming growth factor-β(TGF-β),IL-10,IL-23,IL-6,and IL-22 were detected before and after cCRT.Correlations between alterations of circulating Th17 cells and treatment efficacy were analyzed.Kaplan-Meier analysis was used for overall survival(OS)and progression-free survival(PFS).Results::We found that 40 patients finished the entire cCRT schedule and met the endpoint of this study.The percentage of circulating Th17 cells in the LACC patients was higher than that in the controls,and it significantly decreased after cCRT(P<0.05).After cCRT,patients were divided into two groups based on the average of the Th17 cells declined.The subgroup of patients with a prominent decrease in circulating Th17 cells after cCRT had a higher treatment efficacy and longer PFS and OS times.Compared with the control patients,LACC patients had higher IL-6,IL-10,IL-22,TGF-βlevels and a lower IL-23 level(P<0.05).After cCRT,IL-6,IL-10,IL-17,IL-23 level significantly increased and TGF-βlevel significantly decreased compared with the levels before cCRT(P<0.05).Conclusion::Circulating Th17 cells in the LACC patients(FIGO stage IIB-IIIB)were higher than those in the controls,but they generally decreased after cCRT.A more pronounced decrease in circulating Th17 cells after cCRT was correlated with better therapeutic effect and longer PFS and OS times.
基金financially supported by the Fundamental Research Funds for the Central public welfare research institutes(ZZ13-024-4)。
文摘Objective:Extreme gradient boosting(XGBoost)was used to predict the 7^(th)day efficacy of the acupoint application(AP)of Chinese herbs(Xiao Zhong Zhi Tong Tie)in patients with diarrhea.Materials and Methods:We consecutively collected medical records of patients with diarrhea nationwide on the Chun Bo Wan Xiang cloud platform from August 22 to November 5,2020.Demographic and clinical data and the fecal properties were included in this study.We established the XGBoost model to predict the 7^(th)day efficacy of AP in patients with diarrhea.The XGBoost model was evaluated using the area under the receiver operating characteristic(ROC)curve(AUC).We next compared the performance of XGBoost with that of artificial neural network(ANN),ANN+boosting,ANN+bagging,and support vector machine(SVM).Results:The XGBoost model provided a prediction accuracy of 84.86%(95%confidence interval=82.74%to 86.81%)and the ROC curve analysis showed an AUC of 0.81.The top-three variables with the highest importance are age,duration of diarrhea,and region(North).Our study revealed that XGBoost was not superior to ANN,ANN+boosting,ANN+bagging,and SVM.Conclusions:The established XGBoost model for predicting the 7^(th)day efficacy of AP in patients with diarrhea exhibited good accuracy and precision,which can be used for efficacy prediction.
文摘Aim:Definitive chemoradiotherapy(dCRT)is the standard treatment for locally advanced unresectable esophageal squamous cell carcinoma(LU-ESCC).This study aimed to describe the results of dCRT for T4 ESCC and evaluate the pretherapeutic predictive factors of the outcomes.Methods:A total of 133 patients with T4 ESCC who received dCRT were grouped into those who achieved a complete response(CR)or those who had residual disease(RD).The clinicopathologic variables were compared between the groups and the overall survival(OS)was evaluated.The predictive factor of RD was assessed and the prognostic factor for OS was identified.Results:Among the 133 patients,31(23%)achieved CR.The CR group had a significantly better OS than the RD group(89.9 months vs.10.7 months;hazard ratio=0.096;95%confidence interval:0.05-0.19;P<0.001).Multivariate analysis showed that a supracarinal tumor(OR=3.21;P=0.016),higher pretherapeutic serum SCC-Ag level(>1.6 ng/mL)(OR=2.86;P=0.018),and metastatic node invasion(OR=3.19;P=0.048)were independent predictors of RD.The increased level of pretherapeutic serum squamous cell carcinoma antigen(>1.6 ng/mL)(OR=1.61;P=0.022)was an independent predictor of poor survival.Conclusions:Among the patients who underwent dCRT for LU-ESCC,23%achieved CR,and the long-term outcome of these patients was favorable.Increased levels of pretherapeutic serum squamous cell carcinoma antigen were also found to be predictive of treatment failure.