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: TBCK

Gene summary for TBCK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBCK

Gene ID

93627

Gene nameTBC1 domain containing kinase
Gene AliasHSPC302
Cytomap4q24
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024RDH3


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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
93627TBCKCCI_1HumanCervixCC1.09e-046.22e-010.528
93627TBCKCCI_3HumanCervixCC2.42e-087.82e-010.516
93627TBCKHTA11_3410_2000001011HumanColorectumAD7.39e-21-6.70e-010.0155
93627TBCKHTA11_2487_2000001011HumanColorectumSER8.78e-07-5.26e-01-0.1808
93627TBCKHTA11_3361_2000001011HumanColorectumAD7.10e-05-5.57e-01-0.1207
93627TBCKHTA11_696_2000001011HumanColorectumAD8.74e-06-3.46e-01-0.1464
93627TBCKHTA11_5212_2000001011HumanColorectumAD7.31e-03-6.82e-01-0.2061
93627TBCKHTA11_866_3004761011HumanColorectumAD9.71e-09-4.53e-010.096
93627TBCKHTA11_9408_2000001011HumanColorectumAD1.99e-02-8.15e-010.0451
93627TBCKHTA11_10711_2000001011HumanColorectumAD7.12e-06-5.43e-010.0338
93627TBCKHTA11_7696_3000711011HumanColorectumAD1.28e-06-3.71e-010.0674
93627TBCKHTA11_99999973899_84307HumanColorectumMSS4.30e-03-5.75e-010.2585
93627TBCKHTA11_99999974143_84620HumanColorectumMSS2.03e-14-4.98e-010.3005
93627TBCKA015-C-203HumanColorectumFAP5.76e-25-3.30e-01-0.1294
93627TBCKA015-C-204HumanColorectumFAP3.31e-04-1.21e-01-0.0228
93627TBCKA014-C-040HumanColorectumFAP6.98e-03-1.45e-01-0.1184
93627TBCKA002-C-201HumanColorectumFAP1.48e-11-1.97e-010.0324
93627TBCKA001-C-119HumanColorectumFAP1.81e-09-5.60e-01-0.1557
93627TBCKA001-C-108HumanColorectumFAP7.82e-12-9.42e-02-0.0272
93627TBCKA002-C-205HumanColorectumFAP4.31e-24-4.89e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:0031929ColorectumMSSTOR signaling35/3467126/187236.91e-034.44e-0235
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
GO:0090630ColorectumFAPactivation of GTPase activity27/2622115/187234.23e-032.90e-0227
GO:00430874ColorectumCRCregulation of GTPase activity69/2078348/187231.11e-066.69e-0569
GO:00435473ColorectumCRCpositive regulation of GTPase activity49/2078255/187238.67e-051.77e-0349
GO:00430878EndometriumAEHregulation of GTPase activity66/2100348/187231.26e-052.77e-0466
GO:00435477EndometriumAEHpositive regulation of GTPase activity48/2100255/187232.18e-042.67e-0348
GO:00906304EndometriumAEHactivation of GTPase activity22/2100115/187238.42e-034.60e-0222
GO:004308712EndometriumEECregulation of GTPase activity67/2168348/187231.84e-053.43e-0467
GO:004354712EndometriumEECpositive regulation of GTPase activity50/2168255/187231.26e-041.66e-0350
GO:009063012EndometriumEECactivation of GTPase activity23/2168115/187236.04e-033.57e-0223
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
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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
TBCKSNVMissense_Mutationrs866678116c.47N>Tp.Ala16Valp.A16VQ8TEA7protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
TBCKSNVMissense_Mutationc.2123C>Tp.Ala708Valp.A708VQ8TEA7protein_codingtolerated(0.66)benign(0.001)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBCKSNVMissense_Mutationrs762878213c.694N>Cp.Glu232Glnp.E232QQ8TEA7protein_codingtolerated(0.05)possibly_damaging(0.733)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
TBCKSNVMissense_Mutationnovelc.2071N>Ap.Glu691Lysp.E691KQ8TEA7protein_codingdeleterious(0)probably_damaging(0.937)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
TBCKinsertionNonsense_Mutationnovelc.2078_2079insAATCAAATCAp.Cys693Terp.C693*Q8TEA7protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TBCKSNVMissense_Mutationc.586N>Cp.Glu196Glnp.E196QQ8TEA7protein_codingdeleterious(0.03)probably_damaging(0.971)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TBCKSNVMissense_Mutationnovelc.1933G>Ap.Asp645Asnp.D645NQ8TEA7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TBCKSNVMissense_Mutationnovelc.953N>Ap.Ala318Glup.A318EQ8TEA7protein_codingtolerated(0.25)benign(0.005)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBCKdeletionFrame_Shift_Delrs746860249c.1370delNp.Asn457ThrfsTer15p.N457Tfs*15Q8TEA7protein_codingTCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBCKdeletionFrame_Shift_Delrs746860249c.1370delNp.Asn457ThrfsTer15p.N457Tfs*15Q8TEA7protein_codingTCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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