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: TBC1D22A

Gene summary for TBC1D22A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D22A

Gene ID

25771

Gene nameTBC1 domain family member 22A
Gene AliasC22orf4
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8WUA7


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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
25771TBC1D22ACCI_1HumanCervixCC1.57e-121.43e+000.528
25771TBC1D22ACCI_2HumanCervixCC2.33e-026.22e-010.5249
25771TBC1D22ACCI_3HumanCervixCC4.87e-231.38e+000.516
25771TBC1D22AHTA11_3410_2000001011HumanColorectumAD1.57e-15-6.16e-010.0155
25771TBC1D22AHTA11_347_2000001011HumanColorectumAD1.52e-094.78e-01-0.1954
25771TBC1D22AHTA11_7862_2000001011HumanColorectumAD1.49e-02-4.47e-01-0.0179
25771TBC1D22AHTA11_866_3004761011HumanColorectumAD2.24e-05-4.38e-010.096
25771TBC1D22AHTA11_10711_2000001011HumanColorectumAD2.15e-03-4.94e-010.0338
25771TBC1D22AHTA11_7696_3000711011HumanColorectumAD3.30e-06-3.38e-010.0674
25771TBC1D22AHTA11_99999970781_79442HumanColorectumMSS1.67e-31-6.77e-010.294
25771TBC1D22AHTA11_99999974143_84620HumanColorectumMSS2.54e-09-4.52e-010.3005
25771TBC1D22AF007HumanColorectumFAP2.07e-03-2.68e-010.1176
25771TBC1D22AA002-C-010HumanColorectumFAP5.69e-03-2.31e-010.242
25771TBC1D22AA001-C-207HumanColorectumFAP4.45e-03-1.82e-010.1278
25771TBC1D22AA015-C-203HumanColorectumFAP4.34e-37-5.43e-01-0.1294
25771TBC1D22AA015-C-204HumanColorectumFAP1.42e-09-4.71e-01-0.0228
25771TBC1D22AA014-C-040HumanColorectumFAP1.04e-06-5.16e-01-0.1184
25771TBC1D22AA002-C-201HumanColorectumFAP5.40e-18-3.52e-010.0324
25771TBC1D22AA002-C-203HumanColorectumFAP1.48e-02-1.79e-010.2786
25771TBC1D22AA001-C-119HumanColorectumFAP4.29e-08-4.59e-01-0.1557
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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
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
∗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:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
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:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00430875LiverNAFLDregulation of GTPase activity62/1882348/187235.65e-062.03e-0462
GO:00435474LiverNAFLDpositive regulation of GTPase activity45/1882255/187231.30e-042.47e-0345
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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
TBC1D22ASNVMissense_Mutationrs369108625c.1000A>Gp.Ile334Valp.I334VQ8WUA7protein_codingtolerated(0.13)benign(0)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D22ASNVMissense_Mutationc.1192C>Tp.Arg398Trpp.R398WQ8WUA7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBC1D22AinsertionFrame_Shift_Insnovelc.246_247insTp.Ala83CysfsTer22p.A83Cfs*22Q8WUA7protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
TBC1D22ASNVMissense_Mutationrs138576280c.1342N>Ap.Gly448Serp.G448SQ8WUA7protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBC1D22ASNVMissense_Mutationc.1372N>Ap.Ala458Thrp.A458TQ8WUA7protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TBC1D22ASNVMissense_Mutationnovelc.334N>Tp.Pro112Serp.P112SQ8WUA7protein_codingtolerated(0.74)benign(0.006)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
TBC1D22ASNVMissense_Mutationc.1372N>Ap.Ala458Thrp.A458TQ8WUA7protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-A6-5660-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
TBC1D22ASNVMissense_Mutationrs756141681c.796N>Ap.Asp266Asnp.D266NQ8WUA7protein_codingdeleterious(0.04)benign(0.015)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TBC1D22ASNVMissense_Mutationrs771756934c.935G>Ap.Arg312Hisp.R312HQ8WUA7protein_codingdeleterious(0)probably_damaging(0.929)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D22ASNVMissense_Mutationc.1496C>Tp.Ala499Valp.A499VQ8WUA7protein_codingdeleterious(0)possibly_damaging(0.451)TCGA-AA-3864-01Colorectumcolon 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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