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: TBCCD1

Gene summary for TBCCD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBCCD1

Gene ID

55171

Gene nameTBCC domain containing 1
Gene AliasTBCCD1
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NVR7


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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
55171TBCCD1LZE4THumanEsophagusESCC9.61e-104.27e-010.0811
55171TBCCD1LZE7THumanEsophagusESCC4.48e-053.04e-010.0667
55171TBCCD1LZE20THumanEsophagusESCC8.03e-061.95e-010.0662
55171TBCCD1LZE21D1HumanEsophagusHGIN9.74e-034.42e-010.0632
55171TBCCD1LZE24THumanEsophagusESCC2.27e-082.85e-010.0596
55171TBCCD1LZE21THumanEsophagusESCC4.63e-064.36e-010.0655
55171TBCCD1LZE6THumanEsophagusESCC1.03e-031.75e-010.0845
55171TBCCD1P1T-EHumanEsophagusESCC4.58e-021.90e-010.0875
55171TBCCD1P2T-EHumanEsophagusESCC7.65e-335.77e-010.1177
55171TBCCD1P4T-EHumanEsophagusESCC9.67e-235.15e-010.1323
55171TBCCD1P5T-EHumanEsophagusESCC7.24e-193.18e-010.1327
55171TBCCD1P8T-EHumanEsophagusESCC9.67e-183.40e-010.0889
55171TBCCD1P9T-EHumanEsophagusESCC2.36e-081.62e-010.1131
55171TBCCD1P10T-EHumanEsophagusESCC7.28e-264.44e-010.116
55171TBCCD1P11T-EHumanEsophagusESCC1.47e-104.14e-010.1426
55171TBCCD1P12T-EHumanEsophagusESCC6.62e-203.46e-010.1122
55171TBCCD1P15T-EHumanEsophagusESCC2.05e-184.99e-010.1149
55171TBCCD1P16T-EHumanEsophagusESCC4.14e-214.01e-010.1153
55171TBCCD1P19T-EHumanEsophagusESCC4.28e-043.32e-010.1662
55171TBCCD1P20T-EHumanEsophagusESCC3.60e-112.89e-010.1124
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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
∗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: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
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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
TBCCD1SNVMissense_Mutationnovelc.19C>Tp.Leu7Phep.L7FQ9NVR7protein_codingtolerated(0.7)benign(0)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
TBCCD1SNVMissense_Mutationnovelc.202N>Tp.Ala68Serp.A68SQ9NVR7protein_codingtolerated(0.45)benign(0.001)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
TBCCD1insertionNonsense_Mutationnovelc.40_41insTTTTGGAAAGAAACCATTCTTTTTTAAATTAAAAAATGTTTTTGCTTp.Pro14LeufsTer11p.P14Lfs*11Q9NVR7protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TBCCD1insertionIn_Frame_Insnovelc.101_102insCCTCCCAAAGTGTTGGGATTACAGGCATAAGCCAAGp.Leu33_Arg34insSerLeuProLysCysTrpAspTyrArgHisLysProp.L33_R34insSLPKCWDYRHKPQ9NVR7protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBCCD1insertionFrame_Shift_Insnovelc.1223_1224insACATGTGAAAAGCTCCTGCATATACATGTGCAGACTGTGGGATGTAAp.Ser409HisfsTer22p.S409Hfs*22Q9NVR7protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TBCCD1insertionNonsense_Mutationnovelc.1059_1060insTAAAAAATCATACATAp.Glu354Terp.E354*Q9NVR7protein_codingTCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBCCD1insertionIn_Frame_Insnovelc.1112_1113insAATGAGp.His371delinsGlnMetSerp.H371delinsQMSQ9NVR7protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBCCD1SNVMissense_Mutationnovelc.1165N>Tp.Ile389Phep.I389FQ9NVR7protein_codingdeleterious(0.01)benign(0.238)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TBCCD1SNVMissense_Mutationrs552386653c.1615N>Tp.Arg539Cysp.R539CQ9NVR7protein_codingdeleterious(0)benign(0.306)TCGA-A6-5656-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TBCCD1SNVMissense_Mutationc.1578N>Tp.Glu526Aspp.E526DQ9NVR7protein_codingtolerated(0.05)benign(0.311)TCGA-AA-3977-01Colorectumcolon 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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