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: TMEM39A

Gene summary for TMEM39A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM39A

Gene ID

55254

Gene nametransmembrane protein 39A
Gene AliasSUSR2
Cytomap3q13.33
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9NV64


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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
55254TMEM39ALZE4THumanEsophagusESCC3.18e-072.04e-010.0811
55254TMEM39ALZE5THumanEsophagusESCC4.78e-022.96e-010.0514
55254TMEM39ALZE7THumanEsophagusESCC9.82e-106.82e-010.0667
55254TMEM39ALZE8THumanEsophagusESCC1.12e-072.29e-010.067
55254TMEM39ALZE24THumanEsophagusESCC5.23e-194.56e-010.0596
55254TMEM39ALZE6THumanEsophagusESCC4.64e-041.84e-010.0845
55254TMEM39AP2T-EHumanEsophagusESCC9.01e-203.13e-010.1177
55254TMEM39AP4T-EHumanEsophagusESCC2.82e-133.54e-010.1323
55254TMEM39AP5T-EHumanEsophagusESCC2.65e-162.73e-010.1327
55254TMEM39AP8T-EHumanEsophagusESCC5.39e-356.58e-010.0889
55254TMEM39AP9T-EHumanEsophagusESCC1.22e-194.23e-010.1131
55254TMEM39AP10T-EHumanEsophagusESCC1.68e-419.09e-010.116
55254TMEM39AP11T-EHumanEsophagusESCC1.07e-143.86e-010.1426
55254TMEM39AP12T-EHumanEsophagusESCC1.26e-213.06e-010.1122
55254TMEM39AP15T-EHumanEsophagusESCC8.37e-316.35e-010.1149
55254TMEM39AP16T-EHumanEsophagusESCC2.55e-306.73e-010.1153
55254TMEM39AP17T-EHumanEsophagusESCC1.06e-082.62e-010.1278
55254TMEM39AP19T-EHumanEsophagusESCC3.50e-094.51e-010.1662
55254TMEM39AP20T-EHumanEsophagusESCC1.60e-223.55e-010.1124
55254TMEM39AP21T-EHumanEsophagusESCC2.44e-214.72e-010.1617
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0019079111EsophagusESCCviral genome replication102/8552131/187234.31e-142.19e-12102
GO:0050792111EsophagusESCCregulation of viral process119/8552164/187232.19e-129.03e-11119
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:1903900111EsophagusESCCregulation of viral life cycle106/8552148/187231.26e-103.72e-09106
GO:0045069110EsophagusESCCregulation of viral genome replication67/855285/187233.81e-101.04e-0867
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:0048524110EsophagusESCCpositive regulation of viral process52/855265/187231.41e-082.77e-0752
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:00973523EsophagusESCCautophagosome maturation31/855240/187234.04e-053.26e-0431
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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
TMEM39AinsertionFrame_Shift_Insnovelc.766_767insTp.Thr256IlefsTer18p.T256Ifs*18Q9NV64protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TMEM39AinsertionFrame_Shift_Insnovelc.765_766insTGCCTCCCTACTGTp.Thr256CysfsTer24p.T256Cfs*24Q9NV64protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TMEM39AdeletionFrame_Shift_Delc.239delNp.Phe80SerfsTer33p.F80Sfs*33Q9NV64protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM39AinsertionFrame_Shift_Insnovelc.750_751insATACCp.Gln251IlefsTer26p.Q251Ifs*26Q9NV64protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM39AdeletionFrame_Shift_Delc.1185delNp.Pro396LeufsTer23p.P396Lfs*23Q9NV64protein_codingTCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
TMEM39ASNVMissense_Mutationnovelc.812G>Ap.Arg271Hisp.R271HQ9NV64protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM39ASNVMissense_Mutationrs559521023c.536N>Ap.Arg179Glnp.R179QQ9NV64protein_codingtolerated(0.06)benign(0.147)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM39ASNVMissense_Mutationnovelc.146C>Ap.Pro49Hisp.P49HQ9NV64protein_codingdeleterious(0.01)possibly_damaging(0.888)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM39ASNVMissense_Mutationc.121N>Gp.Ser41Glyp.S41GQ9NV64protein_codingtolerated(0.09)benign(0.067)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM39AdeletionFrame_Shift_Delc.239delNp.Phe80SerfsTer33p.F80Sfs*33Q9NV64protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=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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