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: TOMM40L

Gene summary for TOMM40L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOMM40L

Gene ID

84134

Gene nametranslocase of outer mitochondrial membrane 40 like
Gene AliasTOMM40B
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q969M1


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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
84134TOMM40LHCC1_MengHumanLiverHCC8.58e-195.74e-020.0246
84134TOMM40LHCC1HumanLiverHCC1.30e-022.75e+000.5336
84134TOMM40LHCC2HumanLiverHCC3.06e-233.10e+000.5341
84134TOMM40LS014HumanLiverHCC1.76e-083.23e-010.2254
84134TOMM40LS015HumanLiverHCC1.95e-083.83e-010.2375
84134TOMM40LS016HumanLiverHCC3.36e-103.51e-010.2243
84134TOMM40LS027HumanLiverHCC7.12e-043.47e-010.2446
84134TOMM40LS028HumanLiverHCC1.01e-154.74e-010.2503
84134TOMM40LS029HumanLiverHCC2.59e-134.90e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:007265512LiverHCCestablishment of protein localization to mitochondrion98/7958120/187231.18e-181.46e-1698
GO:007058512LiverHCCprotein localization to mitochondrion101/7958125/187231.53e-181.86e-16101
GO:000662612LiverHCCprotein targeting to mitochondrion82/7958100/187234.93e-164.05e-1482
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:199054212LiverHCCmitochondrial transmembrane transport78/7958102/187232.73e-121.26e-1078
GO:007180611LiverHCCprotein transmembrane transport47/795859/187235.82e-091.51e-0747
GO:006500211LiverHCCintracellular protein transmembrane transport41/795851/187233.41e-087.61e-0741
GO:00447431LiverHCCprotein transmembrane import into intracellular organelle29/795836/187233.42e-064.49e-0529
GO:00301501LiverHCCprotein import into mitochondrial matrix17/795820/187231.18e-049.87e-0417
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
TOMM40LSNVMissense_Mutationrs768226600c.532N>Gp.Leu178Valp.L178VQ969M1protein_codingtolerated(0.11)possibly_damaging(0.773)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
TOMM40LSNVMissense_Mutationc.716N>Gp.Thr239Argp.T239RQ969M1protein_codingtolerated(0.34)benign(0.326)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
TOMM40LSNVMissense_Mutationc.722T>Cp.Leu241Prop.L241PQ969M1protein_codingdeleterious(0.03)possibly_damaging(0.657)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TOMM40LinsertionFrame_Shift_Insnovelc.412_413insGTGCTTATTCCTTCCCTTCCCCTACCCCCTTCAGATGTATTCCCp.Asp138GlyfsTer28p.D138Gfs*28Q969M1protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TOMM40LSNVMissense_Mutationrs760346591c.776T>Cp.Met259Thrp.M259TQ969M1protein_codingdeleterious(0)benign(0.281)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOMM40LSNVMissense_Mutationc.727G>Cp.Asp243Hisp.D243HQ969M1protein_codingdeleterious(0)probably_damaging(0.928)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOMM40LSNVMissense_Mutationrs751095727c.304N>Ap.Asp102Asnp.D102NQ969M1protein_codingdeleterious(0.03)probably_damaging(0.98)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TOMM40LSNVMissense_Mutationrs751824628c.523N>Tp.Arg175Trpp.R175WQ969M1protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TOMM40LSNVMissense_Mutationnovelc.254A>Cp.Asp85Alap.D85AQ969M1protein_codingtolerated(0.05)benign(0.229)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TOMM40LSNVMissense_Mutationc.128C>Tp.Ala43Valp.A43VQ969M1protein_codingtolerated(0.55)benign(0)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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