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: TBCC

Gene summary for TBCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBCC

Gene ID

6903

Gene nametubulin folding cofactor C
Gene AliasCFC
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q15814


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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
6903TBCCLZE2THumanEsophagusESCC6.95e-069.29e-010.082
6903TBCCLZE4THumanEsophagusESCC5.02e-133.61e-010.0811
6903TBCCLZE7THumanEsophagusESCC1.18e-145.28e-010.0667
6903TBCCLZE8THumanEsophagusESCC1.21e-092.32e-010.067
6903TBCCLZE20THumanEsophagusESCC3.61e-093.22e-010.0662
6903TBCCLZE22THumanEsophagusESCC1.61e-043.61e-010.068
6903TBCCLZE24THumanEsophagusESCC4.19e-255.84e-010.0596
6903TBCCLZE21THumanEsophagusESCC4.85e-073.24e-010.0655
6903TBCCP1T-EHumanEsophagusESCC4.25e-136.96e-010.0875
6903TBCCP2T-EHumanEsophagusESCC3.45e-214.93e-010.1177
6903TBCCP4T-EHumanEsophagusESCC3.76e-246.00e-010.1323
6903TBCCP5T-EHumanEsophagusESCC9.23e-163.75e-010.1327
6903TBCCP8T-EHumanEsophagusESCC6.06e-092.47e-010.0889
6903TBCCP9T-EHumanEsophagusESCC8.79e-142.97e-010.1131
6903TBCCP10T-EHumanEsophagusESCC1.12e-234.14e-010.116
6903TBCCP11T-EHumanEsophagusESCC1.04e-241.00e+000.1426
6903TBCCP12T-EHumanEsophagusESCC1.68e-255.60e-010.1122
6903TBCCP15T-EHumanEsophagusESCC3.25e-254.86e-010.1149
6903TBCCP16T-EHumanEsophagusESCC7.52e-255.05e-010.1153
6903TBCCP17T-EHumanEsophagusESCC5.93e-134.42e-010.1278
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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:005165126EsophagusHGINmaintenance of location in cell53/2587214/187231.22e-053.45e-0453
GO:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
GO:00516455EsophagusHGINGolgi localization7/258714/187231.34e-031.57e-027
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00618428EsophagusESCCmicrotubule organizing center localization28/855233/187233.80e-064.12e-0528
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:00516428EsophagusESCCcentrosome localization27/855232/187237.10e-067.12e-0527
GO:0051651111EsophagusESCCmaintenance of location in cell126/8552214/187236.57e-055.00e-04126
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:005164512EsophagusESCCGolgi localization11/855214/187231.30e-024.27e-0211
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
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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
TBCCSNVMissense_Mutationc.239C>Tp.Ser80Leup.S80LQ15814protein_codingtolerated(0.22)benign(0.176)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TBCCSNVMissense_Mutationrs769836035c.484N>Tp.Val162Phep.V162FQ15814protein_codingdeleterious(0.03)benign(0.059)TCGA-A2-A0T6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TBCCSNVMissense_Mutationnovelc.942N>Ap.Asn314Lysp.N314KQ15814protein_codingdeleterious(0.01)benign(0.15)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
TBCCSNVMissense_Mutationc.159G>Cp.Glu53Aspp.E53DQ15814protein_codingtolerated(0.39)benign(0.04)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBCCSNVMissense_Mutationc.874T>Cp.Tyr292Hisp.Y292HQ15814protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1IL-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TBCCSNVMissense_Mutationc.949N>Ap.Asp317Asnp.D317NQ15814protein_codingtolerated(0.15)benign(0.003)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TBCCinsertionIn_Frame_Insnovelc.782_783insGAGp.Leu261_Arg262insSerp.L261_R262insSQ15814protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBCCdeletionFrame_Shift_Delnovelc.616_652delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Val206CysfsTer10p.V206Cfs*10Q15814protein_codingTCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBCCSNVMissense_Mutationc.898N>Ap.Asp300Asnp.D300NQ15814protein_codingdeleterious(0.01)benign(0.385)TCGA-AA-3712-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TBCCSNVMissense_Mutationc.260N>Ap.Ala87Glup.A87EQ15814protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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