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: TTYH1

Gene summary for TTYH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTYH1

Gene ID

57348

Gene nametweety family member 1
Gene AliasTTYH1
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9H313


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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
57348TTYH1GSM4909281HumanBreastIDC2.68e-376.99e-010.21
57348TTYH1GSM4909282HumanBreastIDC2.15e-052.59e-01-0.0288
57348TTYH1GSM4909285HumanBreastIDC6.08e-851.15e+000.21
57348TTYH1GSM4909286HumanBreastIDC1.44e-719.19e-010.1081
57348TTYH1GSM4909288HumanBreastIDC3.30e-056.24e-010.0988
57348TTYH1GSM4909308HumanBreastIDC2.82e-02-1.26e-010.158
57348TTYH1brca10HumanBreastPrecancer4.07e-02-1.26e-01-0.0029
57348TTYH1DCIS2HumanBreastDCIS6.68e-198.01e-020.0085
57348TTYH1P11T-EHumanEsophagusESCC3.07e-054.08e-010.1426
57348TTYH1P19T-EHumanEsophagusESCC3.80e-024.56e-010.1662
57348TTYH1P76T-EHumanEsophagusESCC2.00e-217.31e-010.1207
57348TTYH1P82T-EHumanEsophagusESCC2.37e-044.30e-010.1072
57348TTYH1P126T-EHumanEsophagusESCC4.48e-026.28e-010.1125
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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
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
∗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:00068263BreastPrecanceriron ion transport9/108058/187235.67e-034.08e-029
GO:00000412BreastPrecancertransition metal ion transport13/1080105/187237.35e-034.89e-0213
GO:000682611BreastIDCiron ion transport11/143458/187234.10e-033.25e-0211
GO:000682621BreastDCISiron ion transport11/139058/187233.23e-032.73e-0211
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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
TTYH1SNVMissense_Mutationc.1205C>Tp.Ser402Phep.S402FQ9H313protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
TTYH1SNVMissense_Mutationrs762277818c.728N>Gp.Val243Glyp.V243GQ9H313protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TTYH1SNVMissense_Mutationc.857C>Gp.Thr286Serp.T286SQ9H313protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A2-A1FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificArimidexSD
TTYH1SNVMissense_Mutationrs762277818c.728N>Gp.Val243Glyp.V243GQ9H313protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TTYH1insertionFrame_Shift_Insnovelc.1331_1332insTAACAATGCTATGAAGAAGGAACTATp.Glu444AspfsTer36p.E444Dfs*36Q9H313protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TTYH1SNVMissense_Mutationrs555603023c.218N>Ap.Arg73Glnp.R73QQ9H313protein_codingtolerated(0.05)possibly_damaging(0.772)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTYH1SNVMissense_Mutationrs769313856c.494N>Ap.Arg165Hisp.R165HQ9H313protein_codingtolerated(0.05)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTYH1SNVMissense_Mutationnovelc.1211N>Cp.Gly404Alap.G404AQ9H313protein_codingtolerated(0.5)possibly_damaging(0.54)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TTYH1SNVMissense_Mutationrs752829139c.221N>Ap.Pro74Hisp.P74HQ9H313protein_codingtolerated(0.1)possibly_damaging(0.506)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TTYH1SNVMissense_Mutationc.1141N>Ap.Leu381Metp.L381MQ9H313protein_codingtolerated(0.06)probably_damaging(0.992)TCGA-A6-5661-01Colorectumcolon 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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