Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: OPA3

Gene summary for OPA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OPA3

Gene ID

80207

Gene nameouter mitochondrial membrane lipid metabolism regulator OPA3
Gene AliasMGA3
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9H6K4


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
80207OPA3LZE4THumanEsophagusESCC4.75e-062.45e-010.0811
80207OPA3LZE7THumanEsophagusESCC5.86e-032.49e-010.0667
80207OPA3LZE21D1HumanEsophagusHGIN7.92e-031.93e-010.0632
80207OPA3LZE24THumanEsophagusESCC2.90e-051.00e-010.0596
80207OPA3P1T-EHumanEsophagusESCC1.34e-022.06e-010.0875
80207OPA3P2T-EHumanEsophagusESCC3.07e-112.01e-010.1177
80207OPA3P4T-EHumanEsophagusESCC6.74e-122.38e-010.1323
80207OPA3P5T-EHumanEsophagusESCC9.27e-092.62e-010.1327
80207OPA3P8T-EHumanEsophagusESCC2.83e-193.60e-010.0889
80207OPA3P9T-EHumanEsophagusESCC6.05e-081.93e-010.1131
80207OPA3P10T-EHumanEsophagusESCC1.12e-204.51e-010.116
80207OPA3P11T-EHumanEsophagusESCC5.70e-092.45e-010.1426
80207OPA3P12T-EHumanEsophagusESCC4.60e-162.38e-010.1122
80207OPA3P15T-EHumanEsophagusESCC5.28e-152.96e-010.1149
80207OPA3P16T-EHumanEsophagusESCC8.45e-046.89e-020.1153
80207OPA3P17T-EHumanEsophagusESCC3.91e-022.03e-010.1278
80207OPA3P20T-EHumanEsophagusESCC2.07e-192.21e-010.1124
80207OPA3P21T-EHumanEsophagusESCC2.36e-091.26e-010.1617
80207OPA3P22T-EHumanEsophagusESCC1.17e-081.99e-010.1236
80207OPA3P23T-EHumanEsophagusESCC5.56e-173.34e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
OPA3SNVMissense_Mutationc.232N>Ap.Glu78Lysp.E78KQ9H6K4protein_codingdeleterious(0)probably_damaging(0.946)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
OPA3SNVMissense_Mutationc.329N>Ap.Arg110Hisp.R110HQ9H6K4protein_codingtolerated(0.49)benign(0.007)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
OPA3SNVMissense_Mutationnovelc.133C>Tp.Pro45Serp.P45SQ9H6K4protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
OPA3SNVMissense_Mutationnovelc.307C>Tp.Arg103Cysp.R103CQ9H6K4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OPA3SNVMissense_Mutationnovelc.89N>Tp.Ala30Valp.A30VQ9H6K4protein_codingtolerated(0.27)possibly_damaging(0.742)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OPA3SNVMissense_Mutationnovelc.185N>Ap.Gly62Aspp.G62DQ9H6K4protein_codingdeleterious(0.01)probably_damaging(1)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
OPA3SNVMissense_Mutationnovelc.149N>Gp.His50Argp.H50RQ9H6K4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OPA3SNVMissense_Mutationnovelc.114N>Tp.Lys38Asnp.K38NQ9H6K4protein_codingdeleterious(0.04)probably_damaging(0.935)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OPA3SNVMissense_Mutationnovelc.204N>Gp.Ile68Metp.I68MQ9H6K4protein_codingdeleterious(0.01)possibly_damaging(0.778)TCGA-2Y-A9H3-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
OPA3SNVMissense_Mutationc.270C>Ap.Phe90Leup.F90LQ9H6K4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-DD-A73A-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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