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: TMEM41A

Gene summary for TMEM41A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM41A

Gene ID

90407

Gene nametransmembrane protein 41A
Gene Alias2900010K02Rik
Cytomap3q27.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96HV5


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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
90407TMEM41ALZE2THumanEsophagusESCC3.83e-025.57e-010.082
90407TMEM41ALZE4THumanEsophagusESCC3.16e-207.32e-010.0811
90407TMEM41ALZE7THumanEsophagusESCC3.34e-107.99e-010.0667
90407TMEM41ALZE8THumanEsophagusESCC1.32e-146.09e-010.067
90407TMEM41ALZE20THumanEsophagusESCC2.23e-166.83e-010.0662
90407TMEM41ALZE22THumanEsophagusESCC6.82e-037.13e-010.068
90407TMEM41ALZE24THumanEsophagusESCC3.33e-361.25e+000.0596
90407TMEM41ALZE21THumanEsophagusESCC3.45e-088.34e-010.0655
90407TMEM41ALZE6THumanEsophagusESCC4.54e-043.74e-010.0845
90407TMEM41AP1T-EHumanEsophagusESCC4.23e-151.10e+000.0875
90407TMEM41AP2T-EHumanEsophagusESCC4.08e-791.38e+000.1177
90407TMEM41AP4T-EHumanEsophagusESCC1.05e-431.22e+000.1323
90407TMEM41AP5T-EHumanEsophagusESCC4.88e-234.96e-010.1327
90407TMEM41AP8T-EHumanEsophagusESCC8.77e-418.51e-010.0889
90407TMEM41AP9T-EHumanEsophagusESCC5.34e-276.71e-010.1131
90407TMEM41AP10T-EHumanEsophagusESCC5.89e-397.73e-010.116
90407TMEM41AP11T-EHumanEsophagusESCC1.59e-181.25e+000.1426
90407TMEM41AP12T-EHumanEsophagusESCC3.46e-276.91e-010.1122
90407TMEM41AP15T-EHumanEsophagusESCC2.38e-451.12e+000.1149
90407TMEM41AP16T-EHumanEsophagusESCC1.58e-316.22e-010.1153
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
TMEM41ASNVMissense_Mutationc.662C>Gp.Thr221Serp.T221SQ96HV5protein_codingdeleterious(0.01)probably_damaging(0.928)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
TMEM41ASNVMissense_Mutationnovelc.202N>Cp.Tyr68Hisp.Y68HQ96HV5protein_codingtolerated(0.06)benign(0.059)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TMEM41ASNVMissense_Mutationnovelc.172N>Ap.Leu58Ilep.L58IQ96HV5protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM41ASNVMissense_Mutationnovelc.161N>Cp.Leu54Prop.L54PQ96HV5protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM41ASNVMissense_Mutationc.686C>Tp.Ala229Valp.A229VQ96HV5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
TMEM41ASNVMissense_Mutationnovelc.671N>Cp.Lys224Thrp.K224TQ96HV5protein_codingdeleterious(0.01)benign(0.155)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM41AdeletionFrame_Shift_Delc.723delNp.Lys241AsnfsTer9p.K241Nfs*9Q96HV5protein_codingTCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMEM41AinsertionFrame_Shift_Insnovelc.590_591insGCAGTACTTGp.Asn197LysfsTer31p.N197Kfs*31Q96HV5protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM41AinsertionFrame_Shift_Insrs766594251c.467dupTp.Leu158IlefsTer40p.L158Ifs*40Q96HV5protein_codingTCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMEM41ASNVMissense_Mutationnovelc.523N>Ap.Ala175Thrp.A175TQ96HV5protein_codingdeleterious(0.02)benign(0.41)TCGA-A5-A1OF-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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