Explainable artificial intelligence aims to interpret how machine learning models make decisions,and many model explainers have been developed in the computer vision field.However,understanding of the applicability of these model explainers to biological data is still lacking.In this study,we comprehensively evaluated multiple explainers by interpreting pre-trained models for pre-dicting tissue types from transcriptomic data and by identifying the top contributing genes from each sample with the greatest impacts on model prediction.To improve the reproducibility and interpretability of results generated by model explainers,we proposed a series of optimization strategies for each explainer on two different model architectures of multilayer perceptron(MLP)and convolutional neural network(CNN).We observed three groups of explainer and model architecture combinations with high reproducibility.Group Ⅱ,which contains three model explainers on aggregated MLP models,identified top contributing genes in different tissues that exhibited tissue-specific manifestation and were potential cancer biomarkers.In summary,our work provides novel insights and guidance for exploring biological mechanisms using explainable machine learning models.

Objective To investigate the role of intestinal fatty acid binding protein (IFABP) in early diagnosis of acute traumatic intestinal rupture. Methods The patients with suspected acute traumatic intestinal rupture admitted in our emergency department from July 2010 to June 2011 were involved in the study.Their blood samples were taken on admission,1,2,3,4,6,8,12,16,24 and 48 hours after admission.All the patients were given closely medical observation and therapy,and were followed up in aspects of their clinical signs and imageology according to the present diagnosis and treatment routine.Surgical procedures would be carried out as soon as the diagnosis of intestinal rupture was confirmed and the duration between the admission and the final diagnosis was recorded.All the blood samples were determined for the IFABP concentration by means of ELISA.According to the final diagnosis results,the patients were divided into the intestinal rupture group and non-intestinal rupture group.The changes of IFABP concentration and its concentration difference between the two groups at different time points were compared. Results The study involved 33 patients,including 11 patients with confirmed intestinal rupture (intestinal rapture group) and 22 without intestinal rupture (non-intestinal rupture group).The average duration from hospitalization to the final diagnosis in the intestinal rapture group was (7.0 ±2.0) hours.At all the given time points,the IFABP concentration in the intestinal rupture group was significantly higher than that in the non-intestinal rupture group (P ＜ 0.05 ).The IFABP concentration in the intestinal rupture group was ascended on admission,reached the peak one hour later and maintained the level till the surgery,while the IFABP concentration was relatively stable in the non-intestinal rupture group within 24 hours after admission. Conclusion IFABP is the index for early diagnosis of acute traumatic intestinal rupture.

Cox proportional hazards regression model (Cox model) is the most commonly used multivariate approach in time-to-event data analysis. A vital issue in fitting Cox model is choosing the appropriate time scale related to the occurrence of the outcome events. However, few domestic studies have focused on selecting and applying time scales for Cox model in the analysis of cohort study data. This study briefly introduced and compared several time scales in the reports from literature; and used data from the Shanghai Women's Health Study to illustrate the impact of different time scales on data analysis results, using the association between central obesity and the risk of liver cancer as an example. On this basis, several suggestions on selecting time scales in Cox model are proposed to provide a reference for the analysis of cohort study data.

As a pattern of lymph node metastasis , extracapsular lymph node involvement has occurred in many malignant tumors,including the esophageal carcinoma.This paper reviewed the research on extracapsular lymph node involvement in e-sophageal carcinoma worldwide including the development mechanism , clinical diagnosis, incidence and the prognosis signifi-cance, etc.The research progress and clinical significance of extracapsular lymph node involvement in esophageal carcinoma were fully explored and summarized.

Objective To measure and compare the cerebral blood flow(CBF)of children with autism spectrum disorder(ASD),global developmental delay(GDD),and ASD with GDD groups via arterial spin labeling(ASL)technique,and to evaluate the diag-nostic value of CBF values.Methods ASL images of ASD,GDD,and ASD with GDD groups of children were firstly acquired,and the CBF values of frontal lobe,temporal lobe,parietal lobe,occipital lobe,striatum and thalamus region of interest(ROI)were fur-ther measured,respectively.One-way analysis of variance or Kruskal-Wallis H test was used to compare the differences in CBF values among these three groups,and the receiver operating characteristic(ROC)curve was used to analyze the efficacy of CBF values in distinguishing ASD with GDD from without GDD.Results ASD with GDD had significantly lower CBF values in the left and right frontal lobes than those with ASD or GDD alone,and the differences were statistically significant(P<0.05).The CBF values in the left and right frontal lobes effectively distinguished ASD with GDD from without GDD[area under the curve(AUC)>0.7].Conclusion ASL technique can noninvasively assess CBF in children with or without GDD,helping to understand the pathophysiology of ASD with GDD and improving diagnostic accuracy.

Objectives:To analyze the status and temporal changes of disability-adjusted life year (DALY) for stomach and colorectal cancers among registered permanent residents in Changning District of Shanghai Municipality, and provide scientific basis for the prevention and treatment of stomach and colorectal cancers in this district.Methods:Using the cancer registration data of stomach and colorectal cancers from 2002 to 2019, we estimated the indices such as the DALYs, the DALY crude rates, the age-standardized DALY rates, etc. Then we used the Joinpoint regression model to calculate the average annual percent change (AAPC) and annual percent change (APC) to explore the temporal variations in different periods.Results:The DALYs of stomach and colorectal cancers in Changning District from 2002 to 2019 were 55 931 person years and 65 252 person years, respectively. The crude rates of DALY were 512.16/10 5 and 597.51/10 5, respectively. We observed a higher disease burden in men than in women, and the peak rate of DALY in stomach cancer was in the 75-79 years age group, while in colorectal cancer the rate was in the 85-years-or-older age group. Joinpoint regression analysis showed that from 2002 to 2019, the age-standardized DALY rate of stomach cancer showed a downward trend (AAPC=-3.86%, P＜0.05), while the trend of colorectal cancer was not statistically significant(AAPC=-0.08%, P＞0.05). However, the trends in the age-standardized DALY rates of colorectal cancer were different between males and females, with males showing an upward trend (AAPC=1.24%, P＜0.05) and females showing a downward trend (AAPC=-1.67%, P＜0.05). Conclusions:The DALY of stomach and colorectal cancers in Changning District of Shanghai showed a decreasing trend. Males and the middle-aged and elderly populations are still the key targets for disease prevention and control in this district.

Objective To compare the differences in gut microbiota between cirrhosis patients receiving transjugular intrahepatic portosystemic shunt(TIPS)and those not,and explore the relationship between TIPS surgery and gut microbiota in order to provide new ideas for improving the prognosis of cirrhosis patients after TIPS surgery based on gut microbiota.Methods Those who had received TIPS surgery previously were assigned into the operation group,and those without the surgery served as the control group.Their stool samples were collected for 16S rRNA sequencing,and the correlation between gut microbiota and clinical indicators was analyzed.Results There were no significant differences in gender,age,body mass index(BMI),etiology and other baseline data between the 2 groups(P＞0.05),but obvious differences were observed in clinical serological indicators between them,including INR,APTT,RBC and PT counts,and HGB,ALP,ALB,total bilirubin(TBIL),and URE levels(P＜0.05).No statistical difference in alpha diversity was observed between the operation group and the control group(P＞0.05),but beta diversity was obviously different(P＜0.01),among which Bacteroides was increased in the operation group(P＜0.01)and Bifidobacterium was increased in the control group(P＜0.05).The function prediction analysis of gut microbiota showed that the metabolism of D-glutamine and D-glutamate(P＜0.05)and biosynthesis with secondary bile acids(P＜0.05)were up-regulated in the operation group compared with the control group.Correlation analysis between clinical indicators and flora indicated that TBIL and direct bilirubin(DBIL)were significantly correlated with the metabolic pathways of Bacteroides and Secondary bile acids biosynthesis.Conclusion Characteristic changes in gut microbiota are found in cirrhosis patients with and without TIPS surgery.Bacteroides may be involved in the regulation of metabolism of bile acids and thus increase bilirubin level.

Objectives:To analyze the status and temporal changes of disability-adjusted life year (DALY) for stomach and colorectal cancers among registered permanent residents in Changning District of Shanghai Municipality, and provide scientific basis for the prevention and treatment of stomach and colorectal cancers in this district.Methods:Using the cancer registration data of stomach and colorectal cancers from 2002 to 2019, we estimated the indices such as the DALYs, the DALY crude rates, the age-standardized DALY rates, etc. Then we used the Joinpoint regression model to calculate the average annual percent change (AAPC) and annual percent change (APC) to explore the temporal variations in different periods.Results:The DALYs of stomach and colorectal cancers in Changning District from 2002 to 2019 were 55 931 person years and 65 252 person years, respectively. The crude rates of DALY were 512.16/10 5 and 597.51/10 5, respectively. We observed a higher disease burden in men than in women, and the peak rate of DALY in stomach cancer was in the 75-79 years age group, while in colorectal cancer the rate was in the 85-years-or-older age group. Joinpoint regression analysis showed that from 2002 to 2019, the age-standardized DALY rate of stomach cancer showed a downward trend (AAPC=-3.86%, P＜0.05), while the trend of colorectal cancer was not statistically significant(AAPC=-0.08%, P＞0.05). However, the trends in the age-standardized DALY rates of colorectal cancer were different between males and females, with males showing an upward trend (AAPC=1.24%, P＜0.05) and females showing a downward trend (AAPC=-1.67%, P＜0.05). Conclusions:The DALY of stomach and colorectal cancers in Changning District of Shanghai showed a decreasing trend. Males and the middle-aged and elderly populations are still the key targets for disease prevention and control in this district.

The incidence and mortality of lung cancer rank top in China. One important factor is the occurrence of metastasis. With the development of science technology, the effect of surgical treatment on lung cancer is improved. Moreover, the use of targeted therapy has achieved a new height for the treatment of lung cancer. However, the recurrence rate remains high even the tumor was completely resected at early stage. The occurrence of lymph node micrometastasis is considered as one of the plausible explanations. The difficulty indetecting micrometastasis has been greatly reduced. Although studies dig deeper into the lymph node micrometastasis, there are still some controversies including the selection of surgical procedures, the pathological staging and prognosis about patients with lymph node micrometastasis. This review manages to generalize the latest research progress of lymph node micrometastasis.
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Biomarkers, Tumor ; metabolism ; Carcinoma, Non-Small-Cell Lung ; metabolism ; pathology ; Humans ; Lung Neoplasms ; metabolism ; pathology ; Neoplasm Micrometastasis ; Risk Factors

Objective To analyze the secular trends of pancreatic cancer incidence and mortality in Changning district of Shanghai from 1974 to 2013. Methods We calculated the age-standardized rates of incidence and mortality and the average annual percent changes for pancreatic cancer using Segi's world standard population and the data from Shanghai Cancer Registry. Age-period-cohort model was constructed to further assess the effect of age, diagnosis period and birth cohort on the secular trends of pancreatic cancer incidence and mortality. Results During 1974-2013, the age-standardized incidence and mortality rates were 6.49/10⁵ and 6.01/10⁵ in male, 4.83/10⁵ and 4.57/10⁵ in female, respectively. The age-standardized incidence was increased by 0.8% per year in male during past 40 years, while there was no change in mortality. The age-standardized incidence and mortality rates were increased by 1.6% and 1.3% per year in female. After adjusting the effects of diagnosis period and birth cohort, the incidence and mortality rates of pancreatic cancer increased by about 11% every 5 years older in both male and female. Diagnosis period and birth cohort had no statistical impact on the incidence and mortality of pancreatic cancer. Conclusion The age-standardized incidence of pancreatic cancer shows significantly rising trends during 1974-2013 in both male and female in Changning district of Shanghai, as well as the age-standardized mortality in female. The incidence and mortality rates also increase with age.