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: SUPT5H

Gene summary for SUPT5H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUPT5H

Gene ID

6829

Gene nameSPT5 homolog, DSIF elongation factor subunit
Gene AliasSPT5
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O00267


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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
6829SUPT5HHTA11_3410_2000001011HumanColorectumAD8.86e-052.13e-010.0155
6829SUPT5HHTA11_2487_2000001011HumanColorectumSER1.67e-053.00e-01-0.1808
6829SUPT5HHTA11_1938_2000001011HumanColorectumAD5.10e-043.27e-01-0.0811
6829SUPT5HHTA11_347_2000001011HumanColorectumAD3.88e-195.01e-01-0.1954
6829SUPT5HHTA11_411_2000001011HumanColorectumSER1.79e-027.50e-01-0.2602
6829SUPT5HHTA11_3361_2000001011HumanColorectumAD1.81e-023.10e-01-0.1207
6829SUPT5HHTA11_696_2000001011HumanColorectumAD3.58e-156.20e-01-0.1464
6829SUPT5HHTA11_866_2000001011HumanColorectumAD8.05e-084.51e-01-0.1001
6829SUPT5HHTA11_1391_2000001011HumanColorectumAD8.17e-166.18e-01-0.059
6829SUPT5HHTA11_2992_2000001011HumanColorectumSER3.10e-023.77e-01-0.1706
6829SUPT5HHTA11_546_2000001011HumanColorectumAD4.90e-075.93e-01-0.0842
6829SUPT5HHTA11_866_3004761011HumanColorectumAD2.34e-063.41e-010.096
6829SUPT5HHTA11_10623_2000001011HumanColorectumAD1.08e-033.80e-01-0.0177
6829SUPT5HHTA11_10711_2000001011HumanColorectumAD1.29e-033.62e-010.0338
6829SUPT5HHTA11_7696_3000711011HumanColorectumAD3.34e-196.95e-010.0674
6829SUPT5HHTA11_6818_2000001011HumanColorectumAD7.95e-034.35e-010.0112
6829SUPT5HHTA11_6818_2000001021HumanColorectumAD6.64e-033.39e-010.0588
6829SUPT5HHTA11_99999970781_79442HumanColorectumMSS1.66e-022.91e-010.294
6829SUPT5HHTA11_99999965104_69814HumanColorectumMSS2.45e-075.07e-010.281
6829SUPT5HHTA11_99999971662_82457HumanColorectumMSS1.35e-127.14e-010.3859
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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
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:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:003278511EsophagusESCCnegative regulation of DNA-templated transcription, elongation15/855218/187231.20e-035.88e-0315
GO:00162394EsophagusESCCpositive regulation of macroautophagy41/855263/187231.48e-036.99e-0341
GO:19003632EsophagusESCCregulation of mRNA polyadenylation14/855217/187232.22e-039.78e-0314
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:190331111LiverCirrhoticregulation of mRNA metabolic process140/4634288/187231.07e-181.91e-16140
GO:005068411LiverCirrhoticregulation of mRNA processing81/4634137/187231.05e-171.60e-1581
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:00162414LiverCirrhoticregulation of macroautophagy60/4634141/187232.57e-064.63e-0560
GO:00506863LiverCirrhoticnegative regulation of mRNA processing19/463429/187234.10e-066.90e-0519
GO:190331212LiverCirrhoticnegative regulation of mRNA metabolic process42/463492/187239.99e-061.45e-0442
GO:001050811LiverCirrhoticpositive regulation of autophagy51/4634124/187234.25e-055.03e-0451
GO:00063544LiverCirrhoticDNA-templated transcription, elongation35/463491/187232.56e-031.53e-0235
GO:00063683LiverCirrhotictranscription elongation from RNA polymerase II promoter28/463469/187232.70e-031.58e-0228
GO:0031440LiverCirrhoticregulation of mRNA 3'-end processing14/463428/187233.40e-031.89e-0214
GO:0031123LiverCirrhoticRNA 3'-end processing42/4634116/187233.85e-032.10e-0242
GO:0031124LiverCirrhoticmRNA 3'-end processing25/463462/187234.90e-032.56e-0225
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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
SUPT5HSNVMissense_Mutationc.1913N>Tp.Cys638Phep.C638FO00267protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SUPT5HSNVMissense_Mutationc.2287T>Gp.Ser763Alap.S763AO00267protein_codingdeleterious(0.03)benign(0.217)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUPT5HSNVMissense_Mutationc.865G>Ap.Asp289Asnp.D289NO00267protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUPT5HSNVMissense_Mutationc.1289N>Cp.Glu430Alap.E430AO00267protein_codingtolerated(0.12)benign(0.17)TCGA-AR-A24R-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SUPT5HSNVMissense_Mutationc.400G>Ap.Glu134Lysp.E134KO00267protein_codingdeleterious(0)probably_damaging(0.993)TCGA-B6-A0WT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SUPT5HSNVMissense_Mutationrs771718317c.207A>Cp.Lys69Asnp.K69NO00267protein_codingtolerated(0.08)benign(0.031)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SUPT5HSNVMissense_Mutationrs771718317c.207A>Cp.Lys69Asnp.K69NO00267protein_codingtolerated(0.08)benign(0.031)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SUPT5HSNVMissense_Mutationc.436G>Ap.Ala146Thrp.A146TO00267protein_codingdeleterious(0.02)benign(0.152)TCGA-C8-A12Y-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUPT5HSNVMissense_Mutationrs770412349c.2267N>Ap.Arg756Glnp.R756QO00267protein_codingtolerated(0.62)benign(0.046)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUPT5HSNVMissense_Mutationrs771718317c.207A>Cp.Lys69Asnp.K69NO00267protein_codingtolerated(0.08)benign(0.031)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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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