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: TMEM38A

Gene summary for TMEM38A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM38A

Gene ID

79041

Gene nametransmembrane protein 38A
Gene AliasTRIC-A
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9H6F2


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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
79041TMEM38AHCC1_MengHumanLiverHCC2.87e-307.24e-020.0246
79041TMEM38AHCC2_MengHumanLiverHCC3.68e-067.11e-020.0107
79041TMEM38AHCC1HumanLiverHCC4.04e-091.11e+000.5336
79041TMEM38AHCC2HumanLiverHCC5.76e-222.44e+000.5341
79041TMEM38AHCC5HumanLiverHCC1.53e-081.09e+000.4932
79041TMEM38AS028HumanLiverHCC1.67e-093.94e-010.2503
79041TMEM38AS029HumanLiverHCC1.25e-063.57e-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:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:005165112LiverHCCmaintenance of location in cell119/7958214/187237.11e-056.39e-04119
GO:001407421LiverHCCresponse to purine-containing compound84/7958148/187233.19e-042.26e-0384
GO:00432791LiverHCCresponse to alkaloid62/7958115/187238.79e-033.42e-0262
GO:0010882LiverHCCregulation of cardiac muscle contraction by calcium ion signaling18/795827/187239.75e-033.66e-0218
GO:0010881LiverHCCregulation of cardiac muscle contraction by regulation of the release of sequestered calcium ion15/795822/187231.35e-024.80e-0215
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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
TMEM38ASNVMissense_Mutationnovelc.262N>Ap.Leu88Metp.L88MQ9H6F2protein_codingdeleterious(0.04)probably_damaging(0.939)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM38ASNVMissense_Mutationnovelc.698N>Gp.His233Argp.H233RQ9H6F2protein_codingtolerated(0.41)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM38ASNVMissense_Mutationnovelc.272N>Tp.Ser91Leup.S91LQ9H6F2protein_codingdeleterious(0)possibly_damaging(0.666)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM38ASNVMissense_Mutationc.394N>Ap.Val132Metp.V132MQ9H6F2protein_codingdeleterious(0.04)benign(0.054)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM38ASNVMissense_Mutationrs577226448c.802N>Ap.Gly268Serp.G268SQ9H6F2protein_codingtolerated(0.94)benign(0.029)TCGA-D5-6529-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinum+SD
TMEM38ASNVMissense_Mutationrs147713228c.827N>Tp.Ser276Leup.S276LQ9H6F2protein_codingtolerated(0.06)benign(0.028)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM38ASNVMissense_Mutationc.387N>Tp.Lys129Asnp.K129NQ9H6F2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM38ASNVMissense_Mutationnovelc.90C>Ap.Phe30Leup.F30LQ9H6F2protein_codingdeleterious(0)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM38ASNVMissense_Mutationnovelc.319A>Gp.Lys107Glup.K107EQ9H6F2protein_codingdeleterious(0.03)probably_damaging(0.992)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM38ASNVMissense_Mutationrs374515747c.866G>Ap.Gly289Aspp.G289DQ9H6F2protein_codingtolerated(0.17)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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