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: TBC1D2

Gene summary for TBC1D2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D2

Gene ID

55357

Gene nameTBC1 domain family member 2
Gene AliasPARIS-1
Cytomap9q22.33
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9BYX2


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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
55357TBC1D2P48T-EHumanEsophagusESCC2.34e-285.34e-010.0959
55357TBC1D2P49T-EHumanEsophagusESCC2.39e-066.62e-010.1768
55357TBC1D2P52T-EHumanEsophagusESCC5.02e-225.32e-010.1555
55357TBC1D2P54T-EHumanEsophagusESCC8.66e-306.62e-010.0975
55357TBC1D2P57T-EHumanEsophagusESCC2.56e-092.39e-010.0926
55357TBC1D2P61T-EHumanEsophagusESCC1.49e-103.19e-010.099
55357TBC1D2P62T-EHumanEsophagusESCC6.07e-367.97e-010.1302
55357TBC1D2P65T-EHumanEsophagusESCC5.85e-132.85e-010.0978
55357TBC1D2P74T-EHumanEsophagusESCC9.01e-103.13e-010.1479
55357TBC1D2P75T-EHumanEsophagusESCC3.75e-195.74e-010.1125
55357TBC1D2P76T-EHumanEsophagusESCC1.20e-024.81e-020.1207
55357TBC1D2P79T-EHumanEsophagusESCC2.00e-051.08e-010.1154
55357TBC1D2P80T-EHumanEsophagusESCC2.75e-115.12e-010.155
55357TBC1D2P82T-EHumanEsophagusESCC2.37e-094.72e-010.1072
55357TBC1D2P83T-EHumanEsophagusESCC2.05e-378.67e-010.1738
55357TBC1D2P84T-EHumanEsophagusESCC3.28e-136.48e-010.0933
55357TBC1D2P89T-EHumanEsophagusESCC4.08e-074.39e-010.1752
55357TBC1D2P91T-EHumanEsophagusESCC3.06e-067.60e-010.1828
55357TBC1D2P104T-EHumanEsophagusESCC2.68e-021.01e-010.0931
55357TBC1D2P107T-EHumanEsophagusESCC1.05e-308.81e-010.171
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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
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
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
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: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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
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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
TBC1D2SNVMissense_Mutationrs534775698c.2122N>Cp.Thr708Prop.T708PQ9BYX2protein_codingtolerated(0.06)possibly_damaging(0.522)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
TBC1D2SNVMissense_Mutationnovelc.2187G>Tp.Glu729Aspp.E729DQ9BYX2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D2SNVMissense_Mutationrs761820400c.1868G>Ap.Arg623Glnp.R623QQ9BYX2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TBC1D2SNVMissense_Mutationc.1691G>Tp.Gly564Valp.G564VQ9BYX2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TBC1D2SNVMissense_Mutationnovelc.2482N>Gp.Ile828Valp.I828VQ9BYX2protein_codingdeleterious(0.03)benign(0.404)TCGA-B6-A2IU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TBC1D2SNVMissense_Mutationc.670N>Ap.Gly224Serp.G224SQ9BYX2protein_codingtolerated(0.18)benign(0.007)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TBC1D2SNVMissense_Mutationc.542N>Ap.Leu181Glnp.L181QQ9BYX2protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
TBC1D2insertionFrame_Shift_Insnovelc.1139_1140insTTCCp.Glu380AspfsTer45p.E380Dfs*45Q9BYX2protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
TBC1D2deletionFrame_Shift_Delnovelc.1415delAp.Asn472ThrfsTer22p.N472Tfs*22Q9BYX2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TBC1D2SNVMissense_Mutationnovelc.2255N>Tp.Thr752Metp.T752MQ9BYX2protein_codingtolerated(0.09)possibly_damaging(0.557)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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