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: TMEM54

Gene summary for TMEM54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM54

Gene ID

113452

Gene nametransmembrane protein 54
Gene AliasBCLP
Cytomap1p35.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q969K7


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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
113452TMEM54GSM4909281HumanBreastIDC2.94e-176.39e-010.21
113452TMEM54GSM4909282HumanBreastIDC2.35e-247.17e-01-0.0288
113452TMEM54GSM4909286HumanBreastIDC2.17e-226.80e-010.1081
113452TMEM54GSM4909291HumanBreastIDC1.02e-023.36e-010.1753
113452TMEM54GSM4909296HumanBreastIDC4.10e-05-1.26e-010.1524
113452TMEM54GSM4909297HumanBreastIDC1.52e-092.62e-010.1517
113452TMEM54GSM4909311HumanBreastIDC2.00e-17-3.71e-020.1534
113452TMEM54GSM4909312HumanBreastIDC1.18e-041.53e-010.1552
113452TMEM54GSM4909319HumanBreastIDC6.20e-21-1.07e-010.1563
113452TMEM54GSM4909321HumanBreastIDC6.01e-078.32e-020.1559
113452TMEM54P1HumanBreastIDC7.91e-07-1.60e-010.1527
113452TMEM54DCIS2HumanBreastDCIS2.31e-632.86e-010.0085
113452TMEM54CA_HPV_1HumanCervixCC1.93e-03-1.32e-010.0264
113452TMEM54CA_HPV_3HumanCervixCC2.39e-031.86e-010.0414
113452TMEM54HSIL_HPV_2HumanCervixHSIL_HPV2.27e-093.78e-010.0208
113452TMEM54TumorHumanCervixCC6.28e-518.74e-010.1241
113452TMEM54sample3HumanCervixCC8.06e-598.75e-010.1387
113452TMEM54T3HumanCervixCC3.50e-528.22e-010.1389
113452TMEM54HTA11_2487_2000001011HumanColorectumSER4.35e-201.08e+00-0.1808
113452TMEM54HTA11_1938_2000001011HumanColorectumAD7.99e-032.84e-01-0.0811
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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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
TMEM54SNVMissense_Mutationrs751814809c.208N>Ap.Val70Metp.V70MQ969K7protein_codingdeleterious(0.05)benign(0.054)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationrs746007733c.625N>Tp.Arg209Cysp.R209CQ969K7protein_codingdeleterious(0.01)benign(0)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationnovelc.575N>Ap.Gly192Glup.G192EQ969K7protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationrs779851836c.155N>Tp.Ala52Valp.A52VQ969K7protein_codingtolerated(0.06)probably_damaging(0.919)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TMEM54SNVMissense_Mutationnovelc.293G>Tp.Ser98Ilep.S98IQ969K7protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TMEM54SNVMissense_Mutationc.449N>Tp.Thr150Ilep.T150IQ969K7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BS-A0TJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationrs775486263c.247N>Tp.Arg83Cysp.R83CQ969K7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationrs779851836c.155N>Tp.Ala52Valp.A52VQ969K7protein_codingtolerated(0.06)probably_damaging(0.919)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationc.127C>Gp.Leu43Valp.L43VQ969K7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-55-A57B-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM54SNVMissense_Mutationnovelc.626N>Tp.Arg209Leup.R209LQ969K7protein_codingtolerated(0.07)benign(0.029)TCGA-D6-8569-01Oral cavityhead & neck squamous cell carcinomaMale<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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