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: TCERG1

Gene summary for TCERG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCERG1

Gene ID

10915

Gene nametranscription elongation regulator 1
Gene AliasCA150
Cytomap5q32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O14776


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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
10915TCERG1CCI_2HumanCervixCC2.23e-079.12e-010.5249
10915TCERG1CCI_3HumanCervixCC2.76e-087.22e-010.516
10915TCERG1HTA11_3410_2000001011HumanColorectumAD8.97e-17-5.68e-010.0155
10915TCERG1HTA11_2487_2000001011HumanColorectumSER2.07e-08-5.60e-01-0.1808
10915TCERG1HTA11_2951_2000001011HumanColorectumAD1.87e-04-8.39e-010.0216
10915TCERG1HTA11_3361_2000001011HumanColorectumAD9.78e-06-5.91e-01-0.1207
10915TCERG1HTA11_696_2000001011HumanColorectumAD8.50e-15-4.78e-01-0.1464
10915TCERG1HTA11_866_2000001011HumanColorectumAD1.89e-10-4.59e-01-0.1001
10915TCERG1HTA11_2992_2000001011HumanColorectumSER1.25e-02-5.48e-01-0.1706
10915TCERG1HTA11_5212_2000001011HumanColorectumAD4.07e-05-7.33e-01-0.2061
10915TCERG1HTA11_866_3004761011HumanColorectumAD3.84e-12-5.55e-010.096
10915TCERG1HTA11_4255_2000001011HumanColorectumSER5.65e-03-4.32e-010.0446
10915TCERG1HTA11_9408_2000001011HumanColorectumAD8.91e-05-9.29e-010.0451
10915TCERG1HTA11_8622_2000001021HumanColorectumSER2.13e-02-6.24e-010.0528
10915TCERG1HTA11_10711_2000001011HumanColorectumAD8.87e-05-4.94e-010.0338
10915TCERG1HTA11_7696_3000711011HumanColorectumAD4.33e-07-3.24e-010.0674
10915TCERG1HTA11_11156_2000001011HumanColorectumAD1.15e-02-8.74e-010.0397
10915TCERG1HTA11_6818_2000001021HumanColorectumAD3.25e-02-4.13e-010.0588
10915TCERG1HTA11_99999974143_84620HumanColorectumMSS2.18e-21-5.64e-010.3005
10915TCERG1F007HumanColorectumFAP2.40e-04-2.95e-010.1176
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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
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:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:00063684CervixCCtranscription elongation from RNA polymerase II promoter17/231169/187233.65e-032.33e-0217
GO:00063545CervixCCDNA-templated transcription, elongation20/231191/187236.88e-033.74e-0220
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0032786ColorectumADpositive regulation of DNA-templated transcription, elongation13/391827/187231.47e-031.25e-0213
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00327861ColorectumMSSpositive regulation of DNA-templated transcription, elongation12/346727/187231.74e-031.55e-0212
GO:00063681ColorectumMSStranscription elongation from RNA polymerase II promoter22/346769/187235.31e-033.62e-0222
GO:00083804ColorectumFAPRNA splicing108/2622434/187237.90e-101.86e-07108
GO:00327862ColorectumFAPpositive regulation of DNA-templated transcription, elongation11/262227/187235.93e-046.58e-0311
GO:00063682ColorectumFAPtranscription elongation from RNA polymerase II promoter20/262269/187239.25e-049.26e-0320
GO:00063542ColorectumFAPDNA-templated transcription, elongation24/262291/187231.32e-031.22e-0224
GO:0032968ColorectumFAPpositive regulation of transcription elongation from RNA polymerase II promoter6/262213/187235.32e-033.49e-026
GO:00083805ColorectumCRCRNA splicing90/2078434/187232.80e-097.97e-0790
GO:00063543ColorectumCRCDNA-templated transcription, elongation19/207891/187234.74e-033.67e-0219
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
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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
TCERG1SNVMissense_Mutationc.1099N>Tp.Arg367Cysp.R367CO14776protein_codingdeleterious(0.01)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TCERG1SNVMissense_Mutationc.3142N>Ap.Glu1048Lysp.E1048KO14776protein_codingdeleterious(0.01)benign(0.23)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TCERG1SNVMissense_Mutationc.2896N>Tp.Asp966Tyrp.D966YO14776protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TCERG1SNVMissense_Mutationrs747728427c.832A>Cp.Thr278Prop.T278PO14776protein_codingtolerated_low_confidence(0.26)benign(0.051)TCGA-E9-A227-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TCERG1SNVMissense_Mutationrs747728427c.832N>Cp.Thr278Prop.T278PO14776protein_codingtolerated_low_confidence(0.26)benign(0.051)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TCERG1SNVMissense_Mutationnovelc.308C>Tp.Pro103Leup.P103LO14776protein_codingdeleterious(0.01)benign(0.326)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCERG1SNVMissense_Mutationnovelc.1517C>Ap.Pro506Hisp.P506HO14776protein_codingdeleterious(0)possibly_damaging(0.536)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCERG1SNVMissense_Mutationc.907G>Tp.Asp303Tyrp.D303YO14776protein_codingdeleterious(0.04)possibly_damaging(0.446)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TCERG1SNVMissense_Mutationc.2294N>Cp.Lys765Thrp.K765TO14776protein_codingdeleterious(0)probably_damaging(0.996)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCERG1SNVMissense_Mutationnovelc.2263N>Ap.Ala755Thrp.A755TO14776protein_codingdeleterious(0.01)benign(0.342)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<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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