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: TMEM91

Gene summary for TMEM91

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM91

Gene ID

641649

Gene nametransmembrane protein 91
Gene AliasDSPC3
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

Q6ZNR0


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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
641649TMEM91LZE4THumanEsophagusESCC4.02e-041.89e-010.0811
641649TMEM91LZE24THumanEsophagusESCC7.03e-071.90e-010.0596
641649TMEM91LZE6THumanEsophagusESCC4.69e-042.78e-010.0845
641649TMEM91P2T-EHumanEsophagusESCC1.36e-062.80e-020.1177
641649TMEM91P4T-EHumanEsophagusESCC1.84e-072.04e-010.1323
641649TMEM91P5T-EHumanEsophagusESCC2.37e-234.97e-010.1327
641649TMEM91P8T-EHumanEsophagusESCC8.58e-091.28e-010.0889
641649TMEM91P9T-EHumanEsophagusESCC2.28e-091.20e-010.1131
641649TMEM91P10T-EHumanEsophagusESCC1.92e-046.74e-020.116
641649TMEM91P11T-EHumanEsophagusESCC4.71e-073.66e-010.1426
641649TMEM91P12T-EHumanEsophagusESCC1.74e-162.56e-010.1122
641649TMEM91P15T-EHumanEsophagusESCC1.06e-061.52e-010.1149
641649TMEM91P16T-EHumanEsophagusESCC1.05e-106.94e-020.1153
641649TMEM91P20T-EHumanEsophagusESCC2.00e-113.39e-010.1124
641649TMEM91P21T-EHumanEsophagusESCC7.01e-034.11e-020.1617
641649TMEM91P22T-EHumanEsophagusESCC1.11e-081.52e-010.1236
641649TMEM91P23T-EHumanEsophagusESCC5.54e-032.41e-010.108
641649TMEM91P24T-EHumanEsophagusESCC9.62e-061.26e-020.1287
641649TMEM91P26T-EHumanEsophagusESCC4.43e-031.15e-010.1276
641649TMEM91P27T-EHumanEsophagusESCC4.54e-132.64e-010.1055
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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
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
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:00022448ThyroidATChematopoietic progenitor cell differentiation51/6293114/187238.62e-033.28e-0251
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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
TMEM91SNVMissense_Mutationnovelc.479N>Cp.Val160Alap.V160AQ6ZNR0protein_codingtolerated(0.07)benign(0.039)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM91SNVMissense_Mutationc.8N>Ap.Ser3Asnp.S3NQ6ZNR0protein_codingtolerated_low_confidence(0.42)benign(0)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TMEM91SNVMissense_Mutationrs368417249c.461N>Tp.Thr154Metp.T154MQ6ZNR0protein_codingtolerated(0.26)benign(0.056)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM91SNVMissense_Mutationc.34N>Tp.Pro12Serp.P12SQ6ZNR0protein_codingdeleterious_low_confidence(0)probably_damaging(0.992)TCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
TMEM91SNVMissense_Mutationc.22N>Cp.Glu8Glnp.E8QQ6ZNR0protein_codingdeleterious_low_confidence(0)benign(0.137)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
TMEM91SNVMissense_Mutationc.269N>Cp.Phe90Serp.F90SQ6ZNR0protein_codingdeleterious(0.01)benign(0)TCGA-AG-3999-01Colorectumrectum adenocarcinomaFemale<65III/IVUnspecificPD
TMEM91SNVMissense_Mutationrs763314619c.257G>Ap.Arg86Hisp.R86HQ6ZNR0protein_codingtolerated(0.46)benign(0.001)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TMEM91SNVMissense_Mutationc.266C>Ap.Pro89Glnp.P89QQ6ZNR0protein_codingdeleterious(0.03)possibly_damaging(0.857)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TMEM91SNVMissense_Mutationnovelc.416G>Ap.Arg139Hisp.R139HQ6ZNR0protein_codingdeleterious(0.03)benign(0.009)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM91SNVMissense_Mutationnovelc.280N>Ap.Asp94Asnp.D94NQ6ZNR0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AP-A1DV-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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