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: SUPT7L

Gene summary for SUPT7L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUPT7L

Gene ID

9913

Gene nameSPT7 like, STAGA complex subunit gamma
Gene AliasSPT7L
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O94864


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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
9913SUPT7LLZE4THumanEsophagusESCC2.18e-174.32e-010.0811
9913SUPT7LLZE7THumanEsophagusESCC8.73e-115.03e-010.0667
9913SUPT7LLZE8THumanEsophagusESCC1.10e-092.72e-010.067
9913SUPT7LLZE20THumanEsophagusESCC1.72e-037.86e-020.0662
9913SUPT7LLZE21D1HumanEsophagusHGIN2.29e-022.22e-010.0632
9913SUPT7LLZE22THumanEsophagusESCC6.43e-031.48e-010.068
9913SUPT7LLZE24THumanEsophagusESCC8.24e-134.21e-010.0596
9913SUPT7LLZE6THumanEsophagusESCC1.43e-033.63e-010.0845
9913SUPT7LP1T-EHumanEsophagusESCC1.16e-041.66e-010.0875
9913SUPT7LP2T-EHumanEsophagusESCC2.75e-355.95e-010.1177
9913SUPT7LP4T-EHumanEsophagusESCC2.88e-265.10e-010.1323
9913SUPT7LP5T-EHumanEsophagusESCC1.30e-173.21e-010.1327
9913SUPT7LP8T-EHumanEsophagusESCC2.26e-193.28e-010.0889
9913SUPT7LP9T-EHumanEsophagusESCC2.94e-214.10e-010.1131
9913SUPT7LP10T-EHumanEsophagusESCC1.42e-294.69e-010.116
9913SUPT7LP11T-EHumanEsophagusESCC2.14e-147.03e-010.1426
9913SUPT7LP12T-EHumanEsophagusESCC9.28e-275.15e-010.1122
9913SUPT7LP15T-EHumanEsophagusESCC1.77e-205.12e-010.1149
9913SUPT7LP16T-EHumanEsophagusESCC5.14e-194.10e-010.1153
9913SUPT7LP17T-EHumanEsophagusESCC3.87e-041.95e-010.1278
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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
∗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:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:005165126EsophagusHGINmaintenance of location in cell53/2587214/187231.22e-053.45e-0453
GO:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
GO:004518523EsophagusHGINmaintenance of protein location28/258794/187234.52e-051.09e-0328
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:003250719EsophagusHGINmaintenance of protein location in cell20/258765/187233.31e-045.48e-0320
GO:00514575EsophagusHGINmaintenance of protein location in nucleus10/258723/187235.09e-047.38e-0310
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:00183945EsophagusHGINpeptidyl-lysine acetylation39/2587169/187237.46e-049.90e-0339
GO:00725959EsophagusHGINmaintenance of protein localization in organelle14/258742/187231.05e-031.31e-0214
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:00064755EsophagusHGINinternal protein amino acid acetylation36/2587160/187231.87e-032.01e-0236
GO:00183935EsophagusHGINinternal peptidyl-lysine acetylation35/2587158/187232.82e-032.75e-0235
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
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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
SUPT7LSNVMissense_Mutationc.1019N>Tp.Ala340Valp.A340VO94864protein_codingtolerated(0.27)benign(0.053)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUPT7LSNVMissense_Mutationc.1041A>Cp.Gln347Hisp.Q347HO94864protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-D8-A1JB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SUPT7LdeletionFrame_Shift_Delc.274_275delNNp.Glu92ArgfsTer5p.E92Rfs*5O94864protein_codingTCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
SUPT7LSNVMissense_Mutationc.1147G>Tp.Asp383Tyrp.D383YO94864protein_codingdeleterious_low_confidence(0.03)benign(0.188)TCGA-EK-A2RE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SUPT7LSNVMissense_Mutationc.640N>Ap.Asp214Asnp.D214NO94864protein_codingtolerated(0.1)possibly_damaging(0.491)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUPT7LSNVMissense_Mutationnovelc.1157G>Ap.Ser386Asnp.S386NO94864protein_codingtolerated_low_confidence(0.06)benign(0.107)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SUPT7LSNVMissense_Mutationc.79C>Tp.Arg27Trpp.R27WO94864protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SUPT7LSNVMissense_Mutationnovelc.1195N>Gp.Ser399Alap.S399AO94864protein_codingtolerated_low_confidence(0.17)benign(0.003)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SUPT7LdeletionFrame_Shift_Delnovelc.150delCp.Thr51LeufsTer19p.T51Lfs*19O94864protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SUPT7LSNVMissense_Mutationnovelc.264N>Tp.Gln88Hisp.Q88HO94864protein_codingdeleterious(0.05)probably_damaging(0.969)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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