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: TUBGCP2

Gene summary for TUBGCP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBGCP2

Gene ID

10844

Gene nametubulin gamma complex associated protein 2
Gene AliasALP4
Cytomap10q26.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9BSJ2


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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
10844TUBGCP2HTA11_3410_2000001011HumanColorectumAD3.30e-02-1.85e-020.0155
10844TUBGCP2HTA11_347_2000001011HumanColorectumAD2.63e-052.92e-01-0.1954
10844TUBGCP2HTA11_83_2000001011HumanColorectumSER5.41e-044.45e-01-0.1526
10844TUBGCP2HTA11_696_2000001011HumanColorectumAD3.79e-094.28e-01-0.1464
10844TUBGCP2HTA11_866_2000001011HumanColorectumAD6.22e-042.18e-01-0.1001
10844TUBGCP2HTA11_1391_2000001011HumanColorectumAD4.05e-095.09e-01-0.059
10844TUBGCP2HTA11_866_3004761011HumanColorectumAD1.77e-022.64e-010.096
10844TUBGCP2HTA11_8622_2000001021HumanColorectumSER2.81e-024.76e-010.0528
10844TUBGCP2HTA11_7696_3000711011HumanColorectumAD2.24e-063.33e-010.0674
10844TUBGCP2HTA11_6818_2000001021HumanColorectumAD2.69e-023.44e-010.0588
10844TUBGCP2HTA11_99999971662_82457HumanColorectumMSS2.33e-105.61e-010.3859
10844TUBGCP2A015-C-203HumanColorectumFAP1.91e-02-6.93e-02-0.1294
10844TUBGCP2A015-C-104HumanColorectumFAP1.02e-034.80e-02-0.1899
10844TUBGCP2A002-C-116HumanColorectumFAP2.41e-02-9.07e-02-0.0452
10844TUBGCP2LZE2THumanEsophagusESCC2.65e-033.26e-010.082
10844TUBGCP2LZE4THumanEsophagusESCC1.22e-093.34e-010.0811
10844TUBGCP2LZE7THumanEsophagusESCC1.70e-021.42e-010.0667
10844TUBGCP2LZE8THumanEsophagusESCC2.62e-031.86e-010.067
10844TUBGCP2LZE20THumanEsophagusESCC4.90e-091.82e-010.0662
10844TUBGCP2LZE24THumanEsophagusESCC8.42e-236.52e-010.0596
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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
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:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:0051225ColorectumADspindle assembly37/3918117/187234.32e-032.96e-0237
GO:00512581ColorectumSERprotein polymerization91/2897297/187232.72e-115.06e-0991
GO:00512582ColorectumMSSprotein polymerization97/3467297/187232.98e-092.07e-0797
GO:00070511ColorectumMSSspindle organization53/3467184/187234.23e-045.19e-0353
GO:00512251ColorectumMSSspindle assembly33/3467117/187236.68e-034.38e-0233
GO:00512584ColorectumFAPprotein polymerization73/2622297/187237.11e-073.32e-0573
GO:0031122ColorectumFAPcytoplasmic microtubule organization17/262256/187231.24e-031.16e-0217
GO:00070512ColorectumFAPspindle organization41/2622184/187231.50e-031.34e-0241
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00070205EsophagusESCCmicrotubule nucleation27/855235/187231.48e-049.88e-0427
GO:00311227EsophagusESCCcytoplasmic microtubule organization38/855256/187236.60e-043.50e-0338
GO:005125812LiverCirrhoticprotein polymerization116/4634297/187232.87e-089.78e-07116
GO:00070514LiverCirrhoticspindle organization62/4634184/187233.88e-032.10e-0262
GO:00512252LiverCirrhoticspindle assembly41/4634117/187238.08e-033.79e-0241
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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
TUBGCP2SNVMissense_Mutationc.223N>Gp.Thr75Alap.T75AQ9BSJ2protein_codingtolerated(0.3)benign(0.001)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
TUBGCP2SNVMissense_Mutationnovelc.1927G>Tp.Ala643Serp.A643SQ9BSJ2protein_codingtolerated(0.32)benign(0.06)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TUBGCP2SNVMissense_Mutationrs765603563c.2138N>Ap.Arg713Glnp.R713QQ9BSJ2protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP2SNVMissense_Mutationc.263N>Ap.Leu88Hisp.L88HQ9BSJ2protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
TUBGCP2SNVMissense_Mutationc.1896C>Ap.Asp632Glup.D632EQ9BSJ2protein_codingtolerated(0.13)benign(0.009)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TUBGCP2SNVMissense_Mutationrs755715439c.2355G>Ap.Met785Ilep.M785IQ9BSJ2protein_codingtolerated(0.12)benign(0.009)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TUBGCP2SNVMissense_Mutationc.1015N>Cp.Glu339Glnp.E339QQ9BSJ2protein_codingdeleterious(0.05)probably_damaging(0.976)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TUBGCP2SNVMissense_Mutationnovelc.329N>Gp.Ala110Glyp.A110GQ9BSJ2protein_codingtolerated(0.31)benign(0.009)TCGA-S3-AA12-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TUBGCP2deletionFrame_Shift_Delnovelc.1101delCp.Ser368ProfsTer17p.S368Pfs*17Q9BSJ2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TUBGCP2SNVMissense_Mutationrs780547006c.974G>Ap.Arg325Hisp.R325HQ9BSJ2protein_codingtolerated(0.06)benign(0.052)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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