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: TCAF1

Gene summary for TCAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCAF1

Gene ID

9747

Gene nameTRPM8 channel associated factor 1
Gene AliasFAM115A
Cytomap7q35
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q9Y4C2


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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
9747TCAF1HTA11_1938_2000001011HumanColorectumAD4.04e-032.85e-01-0.0811
9747TCAF1HTA11_78_2000001011HumanColorectumAD1.99e-114.91e-01-0.1088
9747TCAF1HTA11_347_2000001011HumanColorectumAD7.36e-205.34e-01-0.1954
9747TCAF1HTA11_1391_2000001011HumanColorectumAD2.83e-104.55e-01-0.059
9747TCAF1HTA11_99999965104_69814HumanColorectumMSS2.93e-064.50e-010.281
9747TCAF1A015-C-203HumanColorectumFAP7.28e-05-1.10e-01-0.1294
9747TCAF1A015-C-104HumanColorectumFAP1.00e-04-6.44e-02-0.1899
9747TCAF1A002-C-116HumanColorectumFAP4.39e-06-4.74e-02-0.0452
9747TCAF1F072BHumanColorectumFAP3.34e-023.97e-010.257
9747TCAF1CRC-3-11773HumanColorectumCRC8.23e-03-1.19e-010.2564
9747TCAF1LZE2THumanEsophagusESCC1.80e-025.54e-010.082
9747TCAF1LZE4THumanEsophagusESCC1.58e-042.07e-010.0811
9747TCAF1LZE7THumanEsophagusESCC3.18e-073.61e-010.0667
9747TCAF1LZE8THumanEsophagusESCC9.22e-051.90e-010.067
9747TCAF1LZE20THumanEsophagusESCC8.90e-061.43e-010.0662
9747TCAF1LZE22THumanEsophagusESCC6.92e-042.54e-010.068
9747TCAF1LZE24THumanEsophagusESCC5.37e-123.13e-010.0596
9747TCAF1P1T-EHumanEsophagusESCC2.61e-082.94e-010.0875
9747TCAF1P2T-EHumanEsophagusESCC8.33e-152.60e-010.1177
9747TCAF1P4T-EHumanEsophagusESCC2.52e-173.55e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:003315718Oral cavityOSCCregulation of intracellular protein transport155/7305229/187231.05e-181.28e-16155
GO:190382920Oral cavityOSCCpositive regulation of cellular protein localization179/7305276/187232.20e-182.41e-16179
GO:190495119Oral cavityOSCCpositive regulation of establishment of protein localization196/7305319/187232.89e-162.20e-14196
GO:005122219Oral cavityOSCCpositive regulation of protein transport187/7305303/187237.37e-165.49e-14187
GO:003238818Oral cavityOSCCpositive regulation of intracellular transport134/7305202/187232.82e-151.88e-13134
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:009031610Oral cavityOSCCpositive regulation of intracellular protein transport110/7305160/187232.10e-141.19e-12110
GO:190547516Oral cavityOSCCregulation of protein localization to membrane105/7305175/187231.42e-082.85e-07105
GO:190547716Oral cavityOSCCpositive regulation of protein localization to membrane65/7305106/187232.69e-063.32e-0565
GO:19035337Oral cavityOSCCregulation of protein targeting51/730581/187231.08e-051.13e-0451
GO:00066123Oral cavityOSCCprotein targeting to membrane75/7305131/187231.72e-051.69e-0475
GO:0006605110Oral cavityLPprotein targeting156/4623314/187235.43e-221.62e-19156
GO:009015019Oral cavityLPestablishment of protein localization to membrane128/4623260/187237.19e-181.19e-15128
GO:1903829110Oral cavityLPpositive regulation of cellular protein localization127/4623276/187237.52e-159.81e-13127
GO:003238616Oral cavityLPregulation of intracellular transport145/4623337/187238.58e-148.27e-12145
GO:003238819Oral cavityLPpositive regulation of intracellular transport97/4623202/187234.79e-134.30e-1197
GO:003315719Oral cavityLPregulation of intracellular protein transport106/4623229/187237.85e-136.68e-11106
GO:1904951110Oral cavityLPpositive regulation of establishment of protein localization132/4623319/187233.06e-112.00e-09132
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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
TCAF1SNVMissense_Mutationnovelc.82N>Ap.Glu28Lysp.E28KQ9Y4C2protein_codingtolerated(0.14)benign(0.348)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
TCAF1SNVMissense_Mutationnovelc.2299G>Ap.Glu767Lysp.E767KQ9Y4C2protein_codingtolerated(0.17)benign(0.028)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TCAF1SNVMissense_Mutationc.276N>Gp.Ile92Metp.I92MQ9Y4C2protein_codingdeleterious(0.02)benign(0.271)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TCAF1SNVMissense_Mutationrs149141329c.167N>Ap.Arg56Hisp.R56HQ9Y4C2protein_codingtolerated(0.07)benign(0.006)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TCAF1SNVMissense_Mutationnovelc.316G>Ap.Glu106Lysp.E106KQ9Y4C2protein_codingtolerated(0.93)benign(0.005)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TCAF1SNVMissense_Mutationrs373629994c.25G>Ap.Glu9Lysp.E9KQ9Y4C2protein_codingtolerated(0.1)benign(0.117)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TCAF1SNVMissense_Mutationnovelc.295N>Ap.Ala99Thrp.A99TQ9Y4C2protein_codingtolerated(0.55)benign(0.003)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TCAF1SNVMissense_Mutationnovelc.2613N>Tp.Lys871Asnp.K871NQ9Y4C2protein_codingdeleterious(0.01)possibly_damaging(0.701)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TCAF1SNVMissense_Mutationnovelc.2312C>Tp.Pro771Leup.P771LQ9Y4C2protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-AP-A1DH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TCAF1SNVMissense_Mutationnovelc.2701N>Ap.Ala901Thrp.A901TQ9Y4C2protein_codingdeleterious(0.04)possibly_damaging(0.758)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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