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: SUPT4H1

Gene summary for SUPT4H1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUPT4H1

Gene ID

6827

Gene nameSPT4 homolog, DSIF elongation factor subunit
Gene AliasSPT4
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P63272


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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
6827SUPT4H1GSM4909285HumanBreastIDC7.34e-062.90e-010.21
6827SUPT4H1GSM4909291HumanBreastIDC1.48e-075.09e-010.1753
6827SUPT4H1GSM4909294HumanBreastIDC1.32e-144.53e-010.2022
6827SUPT4H1GSM4909296HumanBreastIDC2.71e-06-1.67e-010.1524
6827SUPT4H1GSM4909297HumanBreastIDC6.40e-102.38e-020.1517
6827SUPT4H1GSM4909298HumanBreastIDC7.96e-123.99e-010.1551
6827SUPT4H1GSM4909311HumanBreastIDC1.50e-18-1.49e-010.1534
6827SUPT4H1GSM4909312HumanBreastIDC5.49e-093.15e-020.1552
6827SUPT4H1GSM4909317HumanBreastIDC3.59e-022.69e-010.1355
6827SUPT4H1GSM4909319HumanBreastIDC6.43e-34-2.87e-020.1563
6827SUPT4H1GSM4909320HumanBreastIDC8.80e-093.94e-010.1575
6827SUPT4H1GSM4909321HumanBreastIDC5.79e-213.51e-010.1559
6827SUPT4H1brca1HumanBreastPrecancer8.84e-052.53e-01-0.0338
6827SUPT4H1brca2HumanBreastPrecancer3.85e-021.86e-01-0.024
6827SUPT4H1brca3HumanBreastPrecancer8.72e-062.63e-01-0.0263
6827SUPT4H1NCCBC14HumanBreastDCIS1.01e-022.11e-020.2021
6827SUPT4H1NCCBC2HumanBreastDCIS3.47e-063.69e-010.1554
6827SUPT4H1NCCBC5HumanBreastDCIS2.89e-05-3.96e-020.2046
6827SUPT4H1P1HumanBreastIDC1.28e-103.69e-030.1527
6827SUPT4H1DCIS2HumanBreastDCIS1.31e-485.74e-020.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
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:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
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:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
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:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:00063687EsophagusHGINtranscription elongation from RNA polymerase II promoter24/258769/187238.93e-062.64e-0424
GO:00063548EsophagusHGINDNA-templated transcription, elongation27/258791/187236.62e-051.52e-0327
GO:00342435EsophagusHGINregulation of transcription elongation from RNA polymerase II promoter13/258732/187231.72e-043.32e-0313
GO:00327866EsophagusHGINpositive regulation of DNA-templated transcription, elongation11/258727/187235.28e-047.56e-0311
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03250ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa032501ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325013Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325022Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa0325031Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa032504ProstateBPHViral life cycle - HIV-124/171863/84658.32e-043.98e-032.46e-0324
hsa0325012ProstateBPHViral life cycle - HIV-124/171863/84658.32e-043.98e-032.46e-0324
hsa0325021ProstateTumorViral life cycle - HIV-125/179163/84656.13e-043.07e-031.91e-0325
hsa032503ProstateTumorViral life cycle - HIV-125/179163/84656.13e-043.07e-031.91e-0325
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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
SUPT4H1SNVMissense_Mutationrs771855308c.185N>Tp.Ala62Valp.A62VP63272protein_codingdeleterious(0.02)possibly_damaging(0.592)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUPT4H1SNVMissense_Mutationnovelc.275N>Ap.Arg92Hisp.R92HP63272protein_codingdeleterious(0)benign(0.26)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SUPT4H1SNVMissense_Mutationc.203N>Gp.Asp68Glyp.D68GP63272protein_codingdeleterious(0.01)benign(0.078)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SUPT4H1SNVMissense_Mutationnovelc.76N>Tp.Asp26Tyrp.D26YP63272protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-EO-A22T-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SUPT4H1SNVMissense_Mutationnovelc.295N>Tp.Arg99Trpp.R99WP63272protein_codingdeleterious(0)possibly_damaging(0.854)TCGA-EO-A3AZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SUPT4H1SNVMissense_Mutationrs771855308c.185N>Tp.Ala62Valp.A62VP63272protein_codingdeleterious(0.02)possibly_damaging(0.592)TCGA-EY-A549-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SUPT4H1SNVMissense_Mutationc.290T>Ap.Ile97Asnp.I97NP63272protein_codingdeleterious(0)possibly_damaging(0.622)TCGA-DD-A4NV-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
SUPT4H1SNVMissense_Mutationc.188T>Cp.Met63Thrp.M63TP63272protein_codingdeleterious(0.03)possibly_damaging(0.708)TCGA-BR-7707-01Stomachstomach adenocarcinomaFemale>=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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