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: TMEM50A

Gene summary for TMEM50A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM50A

Gene ID

23585

Gene nametransmembrane protein 50A
Gene AliasIFNRC
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O95807


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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
23585TMEM50AGSM4909285HumanBreastIDC2.50e-02-6.77e-020.21
23585TMEM50AGSM4909286HumanBreastIDC5.27e-10-2.48e-010.1081
23585TMEM50AGSM4909288HumanBreastIDC1.18e-02-2.95e-010.0988
23585TMEM50AGSM4909293HumanBreastIDC8.20e-07-1.70e-010.1581
23585TMEM50AGSM4909294HumanBreastIDC1.94e-11-3.87e-010.2022
23585TMEM50AGSM4909296HumanBreastIDC5.02e-16-2.97e-010.1524
23585TMEM50AGSM4909297HumanBreastIDC1.37e-18-2.92e-010.1517
23585TMEM50AGSM4909298HumanBreastIDC2.86e-07-2.29e-010.1551
23585TMEM50AGSM4909301HumanBreastIDC2.37e-06-2.00e-010.1577
23585TMEM50AGSM4909302HumanBreastIDC1.40e-08-3.41e-010.1545
23585TMEM50AGSM4909304HumanBreastIDC4.55e-02-1.48e-010.1636
23585TMEM50AGSM4909309HumanBreastIDC3.88e-04-1.64e-010.0483
23585TMEM50AGSM4909311HumanBreastIDC1.91e-44-5.58e-010.1534
23585TMEM50AGSM4909312HumanBreastIDC3.11e-22-3.86e-010.1552
23585TMEM50AGSM4909313HumanBreastIDC1.28e-06-1.82e-010.0391
23585TMEM50AGSM4909316HumanBreastIDC1.64e-04-4.04e-010.21
23585TMEM50AGSM4909318HumanBreastIDC4.79e-03-5.07e-010.2031
23585TMEM50AGSM4909319HumanBreastIDC1.26e-61-5.89e-010.1563
23585TMEM50AGSM4909320HumanBreastIDC1.50e-07-3.53e-010.1575
23585TMEM50AGSM4909321HumanBreastIDC8.78e-17-2.16e-010.1559
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00070348EndometriumAEHvacuolar transport29/2100157/187234.69e-032.99e-0229
GO:00325094EndometriumAEHendosome transport via multivesicular body sorting pathway9/210031/187235.59e-033.44e-029
GO:003250912EndometriumEECendosome transport via multivesicular body sorting pathway9/216831/187236.90e-033.98e-029
GO:000703413EndometriumEECvacuolar transport29/2168157/187237.29e-034.15e-0229
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:00719856EsophagusHGINmultivesicular body sorting pathway13/258737/187239.03e-041.15e-0213
GO:00325097EsophagusHGINendosome transport via multivesicular body sorting pathway11/258731/187232.02e-032.12e-0211
GO:000703416EsophagusHGINvacuolar transport35/2587157/187232.52e-032.51e-0235
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:007198514EsophagusESCCmultivesicular body sorting pathway34/855237/187233.49e-097.39e-0834
GO:003250915EsophagusESCCendosome transport via multivesicular body sorting pathway29/855231/187231.92e-083.72e-0729
GO:00453245EsophagusESCClate endosome to vacuole transport23/855225/187231.39e-061.69e-0523
GO:00325113EsophagusESCClate endosome to vacuole transport via multivesicular body sorting pathway16/855217/187233.46e-052.82e-0416
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:00325093LiverCirrhoticendosome transport via multivesicular body sorting pathway24/463431/187231.06e-094.76e-0824
GO:00719853LiverCirrhoticmultivesicular body sorting pathway25/463437/187234.79e-081.52e-0625
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
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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
TMEM50ASNVMissense_Mutationc.32N>Tp.Ser11Leup.S11LO95807protein_codingtolerated(0.27)benign(0.315)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TMEM50AdeletionFrame_Shift_Delc.47delNp.Glu18LysfsTer23p.E18Kfs*23O95807protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM50ASNVMissense_Mutationc.58N>Tp.Arg20Cysp.R20CO95807protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TMEM50ASNVMissense_Mutationc.262N>Ap.Leu88Metp.L88MO95807protein_codingtolerated(0.14)benign(0.284)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TMEM50ASNVMissense_Mutationc.124G>Ap.Ala42Thrp.A42TO95807protein_codingtolerated(0.22)possibly_damaging(0.531)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TMEM50ASNVMissense_Mutationnovelc.373G>Tp.Asp125Tyrp.D125YO95807protein_codingdeleterious(0.05)benign(0.167)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM50ASNVMissense_Mutationrs774445401c.281N>Ap.Arg94Hisp.R94HO95807protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM50ASNVMissense_Mutationnovelc.467N>Tp.Trp156Leup.W156LO95807protein_codingdeleterious(0)probably_damaging(0.965)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM50ASNVMissense_Mutationnovelc.62N>Cp.Asn21Thrp.N21TO95807protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM50ASNVMissense_Mutationnovelc.265N>Tp.Gly89Cysp.G89CO95807protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A1C4-01Endometriumuterine 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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