BACKGROUND Intrahepatic cholangiocarcinoma(ICC)is a malignant tumor of the hepatobiliary system with concealed onset,strong invasiveness and poor prognosis.AIM To explore the disease characteristic genes that may be h...BACKGROUND Intrahepatic cholangiocarcinoma(ICC)is a malignant tumor of the hepatobiliary system with concealed onset,strong invasiveness and poor prognosis.AIM To explore the disease characteristic genes that may be helpful in the diagnosis of ICC and affect immune cell infiltration.METHODS We downloaded two ICC-related human gene expression profiles from GEO database as the training group(GSE26566 and GSE32958 datasets)for difference analysis,and performed enrichment analysis on differential genes.The least absolute shrinkage and selection operator(LASSO),support vector machinerecursive feature elimination(SVM-RFE)and random forest(RF),three machine learning algorithms,were used to screen the characteristic genes.Double verification was carried out on GSE107943 and The Cancer Genome Atlas,two verification groups.Receiver operating characteristic curve and area under the curve(AUC)were used to evaluate the diagnostic efficacy of genes for ICC.CIBERSORT and ssGSEA algorithms were used to evaluate the effect of characteristic genes on immune infiltration pattern.Human Protein Atlas(HPA)was used to analyze the protein expression level of the target gene.RESULTS A total of 1091 differential genes were obtained in the training group.Enrichment analysis showed that the above genes were mainly enriched in small molecular catabolism,complement and coagulation cascade,bile secretion and other functions and pathways.Twentyfive characteristic genes were screened by LASSO regression,19 by SVM-RFE algorithm,and 30 by RF algorithm.Three algorithms were used in combination to determine the characteristic gene of ICC:MMP14.The verification group confirmed that the genes had a high diagnostic accuracy(AUC values of the training group and the verification group were 0.960,0.999,and 0.977,respectively).Comprehensive analysis of immune infiltration showed that MMP14 could affect the infiltration of monocytes,activated memory CD4 T cells,resting memory CD4 T cells,and other immune cells,and was closely related to the expression of CD200,cytotoxic T-lymphocyteassociated antigen 4,CD14,CD44,and other immune checkpoints.The results of immunohistochemistry in HPA database showed was indeed overexpressed in ICC.CONCLUSION MMP14 can be used as a disease characteristic gene of ICC,and may regulate the distribution of immune-infiltrating cells in the ICC tumor microenvironment,which provides a new method for the determination of ICC diagnostic markers and screening of therapeutic targets.展开更多
Matrix metalloproteinases (MMPs) are crucial for tissue remodeling and immune responses in insects, yet it remains unclear how MMPs affect the various immune processes against pathogenic infections and whether the res...Matrix metalloproteinases (MMPs) are crucial for tissue remodeling and immune responses in insects, yet it remains unclear how MMPs affect the various immune processes against pathogenic infections and whether the responses vary among insects. In this study, we used the lepidopteran pest Ostrinia furnacalis larvae to address these questions by examining the changes of immune-related gene expression and antimicrobial activity after the knockdown of MMP14 and bacterial infections. We identified MMP14 in O. furnacalis using the rapid amplification of complementary DNA ends (RACE), and found that it was conserved and belonged to the MMP1 subfamily. Our functional investigations revealed that MMP14 is an infection-responsive gene, and its knockdown reduces phenoloxidase (PO) activity and Cecropin expression, while the expressions of Lysozyme, Attacin, Gloverin, and Moricin are enhanced after MMP14 knockdown. Further PO and lysozyme activity determinations showed consistent results with gene expression of these immune-related genes. Finally, the knockdown of MMP14 decreased larvae survival to bacterial infections. Taken together, our data indicate that MMP14 selectively regulates the immune responses, and is required to defend against bacterial infections in O. furnacalis larvae. Conserved MMPs may serve as a potential target for pest control using a combination of double-stranded RNA and bacterial infection.展开更多
文摘BACKGROUND Intrahepatic cholangiocarcinoma(ICC)is a malignant tumor of the hepatobiliary system with concealed onset,strong invasiveness and poor prognosis.AIM To explore the disease characteristic genes that may be helpful in the diagnosis of ICC and affect immune cell infiltration.METHODS We downloaded two ICC-related human gene expression profiles from GEO database as the training group(GSE26566 and GSE32958 datasets)for difference analysis,and performed enrichment analysis on differential genes.The least absolute shrinkage and selection operator(LASSO),support vector machinerecursive feature elimination(SVM-RFE)and random forest(RF),three machine learning algorithms,were used to screen the characteristic genes.Double verification was carried out on GSE107943 and The Cancer Genome Atlas,two verification groups.Receiver operating characteristic curve and area under the curve(AUC)were used to evaluate the diagnostic efficacy of genes for ICC.CIBERSORT and ssGSEA algorithms were used to evaluate the effect of characteristic genes on immune infiltration pattern.Human Protein Atlas(HPA)was used to analyze the protein expression level of the target gene.RESULTS A total of 1091 differential genes were obtained in the training group.Enrichment analysis showed that the above genes were mainly enriched in small molecular catabolism,complement and coagulation cascade,bile secretion and other functions and pathways.Twentyfive characteristic genes were screened by LASSO regression,19 by SVM-RFE algorithm,and 30 by RF algorithm.Three algorithms were used in combination to determine the characteristic gene of ICC:MMP14.The verification group confirmed that the genes had a high diagnostic accuracy(AUC values of the training group and the verification group were 0.960,0.999,and 0.977,respectively).Comprehensive analysis of immune infiltration showed that MMP14 could affect the infiltration of monocytes,activated memory CD4 T cells,resting memory CD4 T cells,and other immune cells,and was closely related to the expression of CD200,cytotoxic T-lymphocyteassociated antigen 4,CD14,CD44,and other immune checkpoints.The results of immunohistochemistry in HPA database showed was indeed overexpressed in ICC.CONCLUSION MMP14 can be used as a disease characteristic gene of ICC,and may regulate the distribution of immune-infiltrating cells in the ICC tumor microenvironment,which provides a new method for the determination of ICC diagnostic markers and screening of therapeutic targets.
基金supported by the National Natural Sci-ence Foundation of China(32072417 and 31901876)the Natural Science Foundation of Jiangsu Province(BK20190900)the China Postdoctoral Science Foundation Funded Project(2018M642343).
文摘Matrix metalloproteinases (MMPs) are crucial for tissue remodeling and immune responses in insects, yet it remains unclear how MMPs affect the various immune processes against pathogenic infections and whether the responses vary among insects. In this study, we used the lepidopteran pest Ostrinia furnacalis larvae to address these questions by examining the changes of immune-related gene expression and antimicrobial activity after the knockdown of MMP14 and bacterial infections. We identified MMP14 in O. furnacalis using the rapid amplification of complementary DNA ends (RACE), and found that it was conserved and belonged to the MMP1 subfamily. Our functional investigations revealed that MMP14 is an infection-responsive gene, and its knockdown reduces phenoloxidase (PO) activity and Cecropin expression, while the expressions of Lysozyme, Attacin, Gloverin, and Moricin are enhanced after MMP14 knockdown. Further PO and lysozyme activity determinations showed consistent results with gene expression of these immune-related genes. Finally, the knockdown of MMP14 decreased larvae survival to bacterial infections. Taken together, our data indicate that MMP14 selectively regulates the immune responses, and is required to defend against bacterial infections in O. furnacalis larvae. Conserved MMPs may serve as a potential target for pest control using a combination of double-stranded RNA and bacterial infection.
