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: TMEM38B

Gene summary for TMEM38B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM38B

Gene ID

55151

Gene nametransmembrane protein 38B
Gene AliasC9orf87
Cytomap9q31.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9NVV0


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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
55151TMEM38BLZE2THumanEsophagusESCC2.91e-022.92e-010.082
55151TMEM38BLZE4THumanEsophagusESCC2.82e-021.81e-010.0811
55151TMEM38BLZE7THumanEsophagusESCC6.73e-106.79e-010.0667
55151TMEM38BLZE24THumanEsophagusESCC2.98e-195.17e-010.0596
55151TMEM38BP1T-EHumanEsophagusESCC1.53e-021.14e-010.0875
55151TMEM38BP2T-EHumanEsophagusESCC3.93e-477.82e-010.1177
55151TMEM38BP4T-EHumanEsophagusESCC9.56e-163.73e-010.1323
55151TMEM38BP5T-EHumanEsophagusESCC3.69e-193.97e-010.1327
55151TMEM38BP8T-EHumanEsophagusESCC1.20e-064.71e-020.0889
55151TMEM38BP9T-EHumanEsophagusESCC1.05e-057.87e-020.1131
55151TMEM38BP10T-EHumanEsophagusESCC1.76e-151.72e-010.116
55151TMEM38BP11T-EHumanEsophagusESCC1.28e-021.81e-010.1426
55151TMEM38BP12T-EHumanEsophagusESCC1.70e-375.83e-010.1122
55151TMEM38BP15T-EHumanEsophagusESCC3.26e-235.17e-010.1149
55151TMEM38BP16T-EHumanEsophagusESCC1.10e-171.22e-010.1153
55151TMEM38BP20T-EHumanEsophagusESCC1.22e-071.97e-010.1124
55151TMEM38BP21T-EHumanEsophagusESCC2.84e-091.77e-010.1617
55151TMEM38BP22T-EHumanEsophagusESCC2.03e-181.32e-010.1236
55151TMEM38BP23T-EHumanEsophagusESCC1.15e-041.44e-010.108
55151TMEM38BP24T-EHumanEsophagusESCC2.29e-112.27e-010.1287
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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:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:0051651111EsophagusESCCmaintenance of location in cell126/8552214/187236.57e-055.00e-04126
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00604284EsophagusESCClung epithelium development27/855237/187237.00e-043.66e-0327
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:006047913EsophagusESCClung cell differentiation18/855224/187233.43e-031.41e-0218
GO:00604872EsophagusESCClung epithelial cell differentiation17/855223/187235.73e-032.13e-0217
GO:00070292LiverCirrhoticendoplasmic reticulum organization42/463487/187231.67e-063.22e-0542
GO:005123511LiverCirrhoticmaintenance of location117/4634327/187234.78e-067.86e-05117
GO:00303242LiverCirrhoticlung development65/4634177/187232.49e-042.25e-0365
GO:00516517LiverCirrhoticmaintenance of location in cell76/4634214/187232.66e-042.37e-0376
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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
TMEM38BSNVMissense_Mutationc.317C>Tp.Ser106Leup.S106LQ9NVV0protein_codingdeleterious(0.01)benign(0.437)TCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TMEM38BSNVMissense_Mutationrs780999389c.8C>Tp.Ser3Phep.S3FQ9NVV0protein_codingtolerated_low_confidence(0.67)benign(0)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
TMEM38BdeletionFrame_Shift_Delc.286delTp.Cys96AlafsTer5p.C96Afs*5Q9NVV0protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM38BSNVMissense_Mutationrs758732241c.409N>Cp.Tyr137Hisp.Y137HQ9NVV0protein_codingdeleterious(0)probably_damaging(0.955)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM38BSNVMissense_Mutationnovelc.199N>Gp.Leu67Valp.L67VQ9NVV0protein_codingtolerated(0.36)benign(0.011)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TMEM38BSNVMissense_Mutationrs533512053c.104N>Ap.Arg35Hisp.R35HQ9NVV0protein_codingtolerated(0.42)benign(0.001)TCGA-A6-2675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM38BSNVMissense_Mutationc.865A>Cp.Lys289Glnp.K289QQ9NVV0protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMEM38BSNVMissense_Mutationc.670N>Tp.Met224Leup.M224LQ9NVV0protein_codingtolerated(0.15)benign(0.138)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMEM38BSNVMissense_Mutationnovelc.772N>Cp.Ser258Argp.S258RQ9NVV0protein_codingtolerated(0.35)benign(0.039)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM38BSNVMissense_Mutationnovelc.781N>Gp.Lys261Glup.K261EQ9NVV0protein_codingtolerated(0.42)benign(0.057)TCGA-A5-A2K5-01Endometriumuterine 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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