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: SUPT20H

Gene summary for SUPT20H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUPT20H

Gene ID

55578

Gene nameSPT20 homolog, SAGA complex component
Gene AliasC13
Cytomap13q13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8NEM7


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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
55578SUPT20HLZE2THumanEsophagusESCC1.72e-033.02e-010.082
55578SUPT20HLZE3DHumanEsophagusHGIN4.59e-024.24e-010.0668
55578SUPT20HLZE4THumanEsophagusESCC1.73e-143.71e-010.0811
55578SUPT20HLZE5THumanEsophagusESCC1.35e-054.29e-010.0514
55578SUPT20HLZE7THumanEsophagusESCC5.06e-094.30e-010.0667
55578SUPT20HLZE8THumanEsophagusESCC5.99e-152.46e-010.067
55578SUPT20HLZE20THumanEsophagusESCC2.76e-031.47e-010.0662
55578SUPT20HLZE21D1HumanEsophagusHGIN2.20e-033.02e-010.0632
55578SUPT20HLZE24THumanEsophagusESCC1.03e-193.00e-010.0596
55578SUPT20HLZE21THumanEsophagusESCC3.78e-093.05e-010.0655
55578SUPT20HLZE6THumanEsophagusESCC1.54e-021.43e-010.0845
55578SUPT20HP1T-EHumanEsophagusESCC2.61e-135.67e-010.0875
55578SUPT20HP2T-EHumanEsophagusESCC5.22e-435.57e-010.1177
55578SUPT20HP4T-EHumanEsophagusESCC5.86e-193.93e-010.1323
55578SUPT20HP5T-EHumanEsophagusESCC8.35e-131.67e-010.1327
55578SUPT20HP8T-EHumanEsophagusESCC3.83e-498.84e-010.0889
55578SUPT20HP9T-EHumanEsophagusESCC1.41e-143.06e-010.1131
55578SUPT20HP10T-EHumanEsophagusESCC1.34e-395.88e-010.116
55578SUPT20HP11T-EHumanEsophagusESCC3.29e-094.29e-010.1426
55578SUPT20HP12T-EHumanEsophagusESCC5.32e-223.43e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:00073697Oral cavityOSCCgastrulation95/7305185/187234.17e-042.54e-0395
GO:000736913Oral cavityEOLPgastrulation39/2218185/187232.29e-042.25e-0339
GO:000736910ThyroidPTCgastrulation84/5968185/187237.58e-056.52e-0484
GO:000736915ThyroidATCgastrulation90/6293185/187231.54e-051.43e-0490
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414024Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa0414034Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa0414041Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
hsa0414051Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
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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
SUPT20HCD8TCMCervixHSIL_HPVSFXN2,CEMIP2,BPHL, etc.2.18e-01The 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.
SUPT20HASCColorectumCRCPLXNA1,DLEU7-AS1,AC011287.1, etc.3.32e-01The 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.
SUPT20HPLAEndometriumAEHHOXB-AS1,SLC17A5,ZNF254, etc.4.72e-02The 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.
SUPT20HPLAEndometriumEECHOXB-AS1,SLC17A5,ZNF254, etc.5.74e-02The 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.
SUPT20HBNEsophagusADJC6orf89,RABEPK,CABP1, etc.2.36e-02The 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.
SUPT20HBMEMEsophagusESCCC6orf89,RABEPK,CABP1, etc.2.37e-01The 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.
SUPT20HBNEsophagusESCCC6orf89,RABEPK,CABP1, etc.9.42e-02The 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.
SUPT20HCLUBLungHealthyAADAC,MET,BRAF, etc.1.11e-01The 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.
SUPT20HPVALungHealthyRNF25,CCDC18-AS1,PMS2, etc.1.10e-01The 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.
SUPT20HBNPancreasPDACLMBRD2,AL162253.2,LGR4, etc.1.87e-01The 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.
∗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
SUPT20HSNVMissense_Mutationc.2347N>Tp.Leu783Phep.L783FQ8NEM7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SUPT20HSNVMissense_Mutationc.376N>Ap.Asp126Asnp.D126NQ8NEM7protein_codingtolerated(0.07)possibly_damaging(0.759)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
SUPT20HSNVMissense_Mutationc.1547N>Cp.Ser516Thrp.S516TQ8NEM7protein_codingdeleterious(0.03)benign(0.081)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SUPT20HdeletionFrame_Shift_Delnovelc.2167delCp.Gln723SerfsTer47p.Q723Sfs*47Q8NEM7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SUPT20HdeletionFrame_Shift_Delnovelc.1935delNp.Met645IlefsTer9p.M645Ifs*9Q8NEM7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SUPT20HSNVMissense_Mutationnovelc.1085T>Cp.Leu362Prop.L362PQ8NEM7protein_codingtolerated(0.12)benign(0.274)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUPT20HSNVMissense_Mutationnovelc.796T>Gp.Phe266Valp.F266VQ8NEM7protein_codingtolerated(0.1)benign(0.09)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUPT20HSNVMissense_Mutationc.1540N>Gp.Gln514Glup.Q514EQ8NEM7protein_codingtolerated(0.09)possibly_damaging(0.9)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
SUPT20HSNVMissense_Mutationc.814G>Cp.Glu272Glnp.E272QQ8NEM7protein_codingdeleterious(0.05)benign(0.418)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
SUPT20HSNVMissense_Mutationnovelc.1398N>Gp.Ile466Metp.I466MQ8NEM7protein_codingdeleterious(0.04)probably_damaging(0.921)TCGA-FU-A5XV-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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