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: TCAIM

Gene summary for TCAIM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCAIM

Gene ID

285343

Gene nameT cell activation inhibitor, mitochondrial
Gene AliasC3orf23
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024R2R9


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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
285343TCAIMLZE4THumanEsophagusESCC1.06e-027.20e-020.0811
285343TCAIMLZE24THumanEsophagusESCC2.84e-092.89e-010.0596
285343TCAIMP2T-EHumanEsophagusESCC3.73e-242.26e-010.1177
285343TCAIMP4T-EHumanEsophagusESCC5.84e-164.85e-010.1323
285343TCAIMP5T-EHumanEsophagusESCC4.33e-033.77e-020.1327
285343TCAIMP8T-EHumanEsophagusESCC2.54e-089.16e-020.0889
285343TCAIMP9T-EHumanEsophagusESCC4.04e-049.65e-020.1131
285343TCAIMP10T-EHumanEsophagusESCC4.28e-152.36e-010.116
285343TCAIMP11T-EHumanEsophagusESCC8.07e-041.63e-010.1426
285343TCAIMP12T-EHumanEsophagusESCC8.29e-142.59e-010.1122
285343TCAIMP15T-EHumanEsophagusESCC6.15e-031.49e-010.1149
285343TCAIMP16T-EHumanEsophagusESCC1.78e-051.21e-010.1153
285343TCAIMP20T-EHumanEsophagusESCC2.66e-092.37e-010.1124
285343TCAIMP21T-EHumanEsophagusESCC5.34e-234.80e-010.1617
285343TCAIMP22T-EHumanEsophagusESCC2.76e-032.15e-020.1236
285343TCAIMP23T-EHumanEsophagusESCC2.65e-082.11e-010.108
285343TCAIMP24T-EHumanEsophagusESCC2.00e-072.29e-010.1287
285343TCAIMP26T-EHumanEsophagusESCC2.70e-202.02e-010.1276
285343TCAIMP27T-EHumanEsophagusESCC2.09e-101.66e-010.1055
285343TCAIMP28T-EHumanEsophagusESCC1.01e-122.47e-010.1149
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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
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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
TCAIMSNVMissense_Mutationnovelc.472N>Ap.Asp158Asnp.D158NQ8N3R3protein_codingtolerated(0.55)benign(0.003)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
TCAIMSNVMissense_Mutationc.1177G>Ap.Asp393Asnp.D393NQ8N3R3protein_codingtolerated(0.14)probably_damaging(0.974)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
TCAIMSNVMissense_Mutationnovelc.355N>Ap.Asp119Asnp.D119NQ8N3R3protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TCAIMSNVMissense_Mutationc.1018N>Ap.Glu340Lysp.E340KQ8N3R3protein_codingdeleterious(0.02)possibly_damaging(0.553)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCAIMSNVMissense_Mutationc.465N>Cp.Arg155Serp.R155SQ8N3R3protein_codingtolerated(0.74)benign(0.003)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TCAIMSNVMissense_Mutationc.182N>Ap.Ser61Tyrp.S61YQ8N3R3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TCAIMSNVMissense_Mutationc.901C>Tp.Pro301Serp.P301SQ8N3R3protein_codingtolerated(0.15)possibly_damaging(0.698)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TCAIMSNVMissense_Mutationc.502T>Cp.Tyr168Hisp.Y168HQ8N3R3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TCAIMSNVMissense_Mutationnovelc.821N>Ap.Ser274Tyrp.S274YQ8N3R3protein_codingdeleterious(0)probably_damaging(0.977)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TCAIMSNVMissense_Mutationrs767273410c.469N>Tp.Pro157Serp.P157SQ8N3R3protein_codingtolerated(0.88)benign(0)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<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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