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: TBC1D4

Gene summary for TBC1D4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D4

Gene ID

9882

Gene nameTBC1 domain family member 4
Gene AliasAS160
Cytomap13q22.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O60343


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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
9882TBC1D4HTA11_3410_2000001011HumanColorectumAD1.24e-11-5.70e-010.0155
9882TBC1D4HTA11_2487_2000001011HumanColorectumSER5.57e-03-5.19e-01-0.1808
9882TBC1D4HTA11_2951_2000001011HumanColorectumAD4.40e-05-8.35e-010.0216
9882TBC1D4HTA11_3361_2000001011HumanColorectumAD7.92e-04-5.89e-01-0.1207
9882TBC1D4HTA11_696_2000001011HumanColorectumAD2.43e-07-3.90e-01-0.1464
9882TBC1D4HTA11_866_2000001011HumanColorectumAD1.23e-06-4.09e-01-0.1001
9882TBC1D4HTA11_8622_2000001021HumanColorectumSER6.42e-03-6.51e-010.0528
9882TBC1D4HTA11_10711_2000001011HumanColorectumAD3.54e-04-5.23e-010.0338
9882TBC1D4HTA11_7696_3000711011HumanColorectumAD1.27e-02-3.37e-010.0674
9882TBC1D4HTA11_6818_2000001021HumanColorectumAD4.06e-03-5.69e-010.0588
9882TBC1D4HTA11_99999970781_79442HumanColorectumMSS1.62e-03-2.26e-010.294
9882TBC1D4HTA11_99999965104_69814HumanColorectumMSS3.11e-086.90e-010.281
9882TBC1D4HTA11_99999974143_84620HumanColorectumMSS1.59e-13-4.84e-010.3005
9882TBC1D4A002-C-010HumanColorectumFAP2.42e-05-1.91e-010.242
9882TBC1D4A001-C-207HumanColorectumFAP9.09e-03-2.85e-010.1278
9882TBC1D4A015-C-203HumanColorectumFAP2.03e-24-3.07e-01-0.1294
9882TBC1D4A015-C-204HumanColorectumFAP9.43e-05-3.17e-01-0.0228
9882TBC1D4A014-C-040HumanColorectumFAP4.83e-03-4.04e-01-0.1184
9882TBC1D4A002-C-201HumanColorectumFAP3.17e-14-4.93e-010.0324
9882TBC1D4A002-C-203HumanColorectumFAP6.73e-07-2.94e-010.2786
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:001063913LungAISnegative regulation of organelle organization61/1849348/187236.53e-062.92e-0461
GO:004354711LungAISpositive regulation of GTPase activity44/1849255/187231.74e-043.64e-0344
GO:009063011LungAISactivation of GTPase activity21/1849115/187234.07e-033.65e-0221
GO:190165324ThyroidHTcellular response to peptide46/1272359/187232.46e-055.48e-0446
GO:004343427ThyroidHTresponse to peptide hormone49/1272414/187231.05e-041.75e-0349
GO:001063925ThyroidHTnegative regulation of organelle organization39/1272348/187231.45e-031.36e-0239
GO:007137519ThyroidHTcellular response to peptide hormone stimulus33/1272290/187232.53e-032.12e-0233
GO:001605016ThyroidHTvesicle organization33/1272300/187234.30e-033.13e-0233
GO:003286920ThyroidHTcellular response to insulin stimulus24/1272203/187235.72e-033.72e-0224
GO:003286820ThyroidHTresponse to insulin29/1272264/187237.25e-034.35e-0229
GO:001605017ThyroidPTCvesicle organization163/5968300/187234.74e-163.69e-14163
GO:1901653111ThyroidPTCcellular response to peptide169/5968359/187239.81e-102.89e-08169
GO:0010639112ThyroidPTCnegative regulation of organelle organization163/5968348/187233.04e-098.39e-08163
GO:0043434113ThyroidPTCresponse to peptide hormone188/5968414/187234.13e-091.09e-07188
GO:0071375110ThyroidPTCcellular response to peptide hormone stimulus136/5968290/187235.49e-081.17e-06136
GO:0032869111ThyroidPTCcellular response to insulin stimulus100/5968203/187231.70e-073.19e-06100
GO:0032868111ThyroidPTCresponse to insulin124/5968264/187231.87e-073.47e-06124
GO:00482846ThyroidPTCorganelle fusion71/5968141/187233.68e-064.70e-0571
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:00610256ThyroidPTCmembrane fusion77/5968163/187232.86e-052.78e-0477
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa04919ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa049191ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa054152ColorectumSERDiabetic cardiomyopathy103/1580203/84651.45e-251.61e-231.17e-23103
hsa049192ColorectumSERThyroid hormone signaling pathway40/1580121/84651.02e-041.06e-037.67e-0440
hsa054153ColorectumSERDiabetic cardiomyopathy103/1580203/84651.45e-251.61e-231.17e-23103
hsa049193ColorectumSERThyroid hormone signaling pathway40/1580121/84651.02e-041.06e-037.67e-0440
hsa054154ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa049194ColorectumMSSThyroid hormone signaling pathway46/1875121/84655.04e-054.97e-043.05e-0446
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa054155ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa049195ColorectumMSSThyroid hormone signaling pathway46/1875121/84655.04e-054.97e-043.05e-0446
hsa049311ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa054158ColorectumFAPDiabetic cardiomyopathy70/1404203/84652.62e-102.18e-081.33e-0870
hsa049198ColorectumFAPThyroid hormone signaling pathway41/1404121/84652.28e-064.28e-052.60e-0541
hsa049312ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa054159ColorectumFAPDiabetic cardiomyopathy70/1404203/84652.62e-102.18e-081.33e-0870
hsa049199ColorectumFAPThyroid hormone signaling pathway41/1404121/84652.28e-064.28e-052.60e-0541
hsa049313ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
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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
TBC1D4SNVMissense_Mutationc.782G>Ap.Gly261Glup.G261EO60343protein_codingtolerated(0.19)benign(0.021)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
TBC1D4SNVMissense_Mutationc.1826C>Tp.Ser609Phep.S609FO60343protein_codingdeleterious(0.01)benign(0.02)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
TBC1D4SNVMissense_Mutationc.1153A>Tp.Ile385Phep.I385FO60343protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D4SNVMissense_Mutationc.208N>Ap.Glu70Lysp.E70KO60343protein_codingtolerated(0.68)benign(0.078)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TBC1D4SNVMissense_Mutationnovelc.1715N>Gp.Glu572Glyp.E572GO60343protein_codingdeleterious(0)possibly_damaging(0.701)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TBC1D4SNVMissense_Mutationc.2619N>Cp.Arg873Serp.R873SO60343protein_codingtolerated(0.07)probably_damaging(0.954)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TBC1D4SNVMissense_Mutationc.1370N>Gp.Pro457Argp.P457RO60343protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D4SNVMissense_Mutationc.3340G>Ap.Glu1114Lysp.E1114KO60343protein_codingdeleterious(0)benign(0.297)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TBC1D4SNVMissense_Mutationc.3589G>Ap.Glu1197Lysp.E1197KO60343protein_codingdeleterious(0.01)possibly_damaging(0.725)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBC1D4SNVMissense_Mutationrs370555579c.982G>Ap.Glu328Lysp.E328KO60343protein_codingtolerated(0.13)benign(0.419)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
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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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