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: SULT2A1

Gene summary for SULT2A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SULT2A1

Gene ID

6822

Gene namesulfotransferase family 2A member 1
Gene AliasDHEA-ST
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

A8K015


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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
6822SULT2A1NAFLD1HumanLiverNAFLD4.32e-038.56e-01-0.04
6822SULT2A1S43HumanLiverCirrhotic3.39e-047.37e-02-0.0187
6822SULT2A1HCC1_MengHumanLiverHCC1.91e-10-1.62e-010.0246
6822SULT2A1HCC2_MengHumanLiverHCC2.30e-06-2.17e-010.0107
6822SULT2A1cirrhotic1HumanLiverCirrhotic8.29e-05-1.94e-010.0202
6822SULT2A1HCC1HumanLiverHCC1.42e-375.95e+000.5336
6822SULT2A1HCC2HumanLiverHCC5.76e-405.50e+000.5341
6822SULT2A1HCC5HumanLiverHCC1.16e-033.27e+000.4932
6822SULT2A1Pt13.bHumanLiverHCC2.58e-127.32e-020.0251
6822SULT2A1S016HumanLiverHCC2.17e-03-2.17e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00723295LiverNAFLDmonocarboxylic acid catabolic process39/1882122/187232.40e-118.77e-0939
GO:00082023LiverNAFLDsteroid metabolic process69/1882319/187235.90e-101.28e-0769
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:0008206LiverNAFLDbile acid metabolic process19/188249/187239.82e-087.76e-0619
GO:00160426LiverNAFLDlipid catabolic process63/1882320/187231.35e-071.02e-0563
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:0008203LiverNAFLDcholesterol metabolic process32/1882137/187234.28e-061.66e-0432
GO:0016125LiverNAFLDsterol metabolic process34/1882152/187236.02e-062.11e-0434
GO:1902652LiverNAFLDsecondary alcohol metabolic process33/1882147/187237.57e-062.56e-0433
GO:00060666LiverNAFLDalcohol metabolic process62/1882353/187239.01e-062.96e-0462
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049762LiverNAFLDBile secretion20/104389/84655.08e-034.43e-023.57e-0220
hsa0497611LiverNAFLDBile secretion20/104389/84655.08e-034.43e-023.57e-0220
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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
SULT2A1SNVMissense_Mutationrs368067020c.442N>Ap.Glu148Lysp.E148KQ06520protein_codingtolerated(0.07)benign(0.084)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
SULT2A1insertionNonsense_Mutationnovelc.355_356insATTAGAGAGAGCCACCAATGCCTCTAATTCAGTACAp.Leu119delinsHisTerArgGluProProMetProLeuIleGlnTyrIlep.L119delinsH*REPPMPLIQYIQ06520protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SULT2A1SNVMissense_Mutationc.762N>Tp.Trp254Cysp.W254CQ06520protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SULT2A1SNVMissense_Mutationc.323C>Ap.Ser108Tyrp.S108YQ06520protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SULT2A1SNVMissense_Mutationnovelc.413A>Cp.Lys138Thrp.K138TQ06520protein_codingtolerated(0.34)benign(0.019)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SULT2A1SNVMissense_Mutationnovelc.423N>Tp.Lys141Asnp.K141NQ06520protein_codingdeleterious(0)probably_damaging(0.943)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SULT2A1SNVMissense_Mutationnovelc.830T>Gp.Leu277Argp.L277RQ06520protein_codingdeleterious(0)probably_damaging(0.968)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SULT2A1SNVMissense_Mutationrs567166520c.269N>Tp.Thr90Metp.T90MQ06520protein_codingtolerated(0.23)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SULT2A1SNVMissense_Mutationnovelc.5C>Tp.Ser2Leup.S2LQ06520protein_codingdeleterious(0.03)benign(0.14)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SULT2A1SNVMissense_Mutationrs567166520c.269N>Tp.Thr90Metp.T90MQ06520protein_codingtolerated(0.23)benign(0)TCGA-B5-A0K3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinPD
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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
6822SULT2A1DRUGGABLE GENOMEEMATEEMATE
6822SULT2A1DRUGGABLE GENOMEMETHOTREXATEMETHOTREXATE17163485
6822SULT2A1DRUGGABLE GENOMEacetaminophenACETAMINOPHEN26049587
6822SULT2A1DRUGGABLE GENOMETGF3164434
6822SULT2A1DRUGGABLE GENOMEOXANDROLONEOXANDROLONE8319371
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