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: TTF1

Gene summary for TTF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTF1

Gene ID

7270

Gene nametranscription termination factor 1
Gene AliasTTF-1
Cytomap9q34.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A087WY09


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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
7270TTF1LZE4THumanEsophagusESCC1.24e-093.21e-010.0811
7270TTF1LZE7THumanEsophagusESCC2.12e-154.61e-010.0667
7270TTF1LZE20THumanEsophagusESCC1.25e-133.49e-010.0662
7270TTF1LZE24THumanEsophagusESCC5.78e-131.86e-010.0596
7270TTF1LZE21THumanEsophagusESCC7.06e-032.62e-010.0655
7270TTF1LZE6THumanEsophagusESCC3.20e-039.62e-020.0845
7270TTF1P1T-EHumanEsophagusESCC3.41e-123.72e-010.0875
7270TTF1P2T-EHumanEsophagusESCC8.04e-253.54e-010.1177
7270TTF1P4T-EHumanEsophagusESCC1.01e-163.44e-010.1323
7270TTF1P5T-EHumanEsophagusESCC6.11e-193.19e-010.1327
7270TTF1P8T-EHumanEsophagusESCC1.37e-295.01e-010.0889
7270TTF1P9T-EHumanEsophagusESCC7.66e-132.37e-010.1131
7270TTF1P10T-EHumanEsophagusESCC1.11e-173.22e-010.116
7270TTF1P11T-EHumanEsophagusESCC3.94e-133.68e-010.1426
7270TTF1P12T-EHumanEsophagusESCC8.45e-152.06e-010.1122
7270TTF1P15T-EHumanEsophagusESCC3.39e-173.22e-010.1149
7270TTF1P16T-EHumanEsophagusESCC1.00e-171.92e-010.1153
7270TTF1P17T-EHumanEsophagusESCC1.29e-071.63e-010.1278
7270TTF1P20T-EHumanEsophagusESCC4.66e-171.85e-010.1124
7270TTF1P21T-EHumanEsophagusESCC2.36e-233.94e-010.1617
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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
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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00063532EsophagusESCCDNA-templated transcription, termination15/855221/187231.54e-024.96e-0215
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00062753Oral cavityOSCCregulation of DNA replication62/7305107/187235.49e-054.54e-0462
GO:00063601Oral cavityOSCCtranscription by RNA polymerase I36/730555/187236.42e-055.22e-0436
GO:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:00063603SkincSCCtranscription by RNA polymerase I30/486455/187236.13e-068.70e-0530
GO:00062755SkincSCCregulation of DNA replication44/4864107/187234.41e-043.39e-0344
GO:00063533SkincSCCDNA-templated transcription, termination12/486421/187232.40e-031.38e-0212
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:00063604ThyroidPTCtranscription by RNA polymerase I28/596855/187232.55e-031.31e-0228
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
GO:00062756ThyroidATCregulation of DNA replication50/6293107/187233.25e-031.46e-0250
GO:000636011ThyroidATCtranscription by RNA polymerase I28/629355/187235.94e-032.39e-0228
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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
TTF1SNVMissense_Mutationc.1258N>Cp.Asp420Hisp.D420HQ15361protein_codingdeleterious(0.04)benign(0.046)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TTF1SNVMissense_Mutationnovelc.627N>Cp.Glu209Aspp.E209DQ15361protein_codingtolerated(0.1)benign(0.031)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TTF1SNVMissense_Mutationrs763134689c.1279N>Ap.Ala427Thrp.A427TQ15361protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTF1SNVMissense_Mutationc.2064G>Tp.Lys688Asnp.K688NQ15361protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTF1SNVMissense_Mutationnovelc.731N>Tp.Arg244Ilep.R244IQ15361protein_codingtolerated_low_confidence(0.15)benign(0)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTF1SNVMissense_Mutationc.2647G>Tp.Gly883Cysp.G883CQ15361protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.809)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TTF1SNVMissense_Mutationrs200157893c.1313G>Ap.Arg438Glnp.R438QQ15361protein_codingtolerated(0.71)benign(0)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TTF1SNVMissense_Mutationc.914N>Tp.Ala305Valp.A305VQ15361protein_codingtolerated_low_confidence(0.18)benign(0)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TTF1SNVMissense_Mutationrs199931383c.1996N>Tp.Arg666Cysp.R666CQ15361protein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
TTF1SNVMissense_Mutationc.1158N>Tp.Lys386Asnp.K386NQ15361protein_codingdeleterious(0)benign(0.18)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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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