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: SULT1A1

Gene summary for SULT1A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SULT1A1

Gene ID

6817

Gene namesulfotransferase family 1A member 1
Gene AliasHAST1/HAST2
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

P50225


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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
6817SULT1A1HTA11_347_2000001011HumanColorectumAD7.93e-381.16e+00-0.1954
6817SULT1A1HTA11_2112_2000001011HumanColorectumSER2.82e-027.14e-01-0.2196
6817SULT1A1HTA11_3361_2000001011HumanColorectumAD1.23e-035.44e-01-0.1207
6817SULT1A1HTA11_83_2000001011HumanColorectumSER4.62e-098.40e-01-0.1526
6817SULT1A1HTA11_696_2000001011HumanColorectumAD1.08e-198.78e-01-0.1464
6817SULT1A1HTA11_866_2000001011HumanColorectumAD1.18e-064.25e-01-0.1001
6817SULT1A1HTA11_1391_2000001011HumanColorectumAD4.98e-024.10e-01-0.059
6817SULT1A1HTA11_2992_2000001011HumanColorectumSER2.89e-026.12e-01-0.1706
6817SULT1A1HTA11_10623_2000001011HumanColorectumAD2.73e-047.27e-01-0.0177
6817SULT1A1F007HumanColorectumFAP2.17e-02-3.01e-010.1176
6817SULT1A1A001-C-207HumanColorectumFAP1.92e-05-3.12e-010.1278
6817SULT1A1A015-C-203HumanColorectumFAP2.63e-09-1.42e-01-0.1294
6817SULT1A1A002-C-201HumanColorectumFAP4.61e-06-1.74e-010.0324
6817SULT1A1A002-C-203HumanColorectumFAP3.47e-04-2.60e-010.2786
6817SULT1A1A001-C-119HumanColorectumFAP2.97e-05-3.10e-01-0.1557
6817SULT1A1A001-C-108HumanColorectumFAP4.79e-03-2.09e-01-0.0272
6817SULT1A1A002-C-205HumanColorectumFAP8.12e-12-2.95e-01-0.1236
6817SULT1A1A015-C-005HumanColorectumFAP1.46e-02-1.99e-01-0.0336
6817SULT1A1A015-C-006HumanColorectumFAP5.33e-06-1.90e-01-0.0994
6817SULT1A1A002-C-114HumanColorectumFAP1.14e-07-2.42e-01-0.1561
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00092593ColorectumFAPribonucleotide metabolic process97/2622385/187232.90e-095.07e-0797
GO:00725214ColorectumFAPpurine-containing compound metabolic process101/2622416/187231.11e-081.33e-06101
GO:00196933ColorectumFAPribose phosphate metabolic process97/2622396/187231.35e-081.51e-0697
GO:00091174ColorectumFAPnucleotide metabolic process105/2622489/187233.52e-061.25e-04105
GO:00067534ColorectumFAPnucleoside phosphate metabolic process105/2622497/187237.47e-062.25e-04105
GO:00442823ColorectumFAPsmall molecule catabolic process77/2622376/187233.25e-044.16e-0377
GO:00094102ColorectumFAPresponse to xenobiotic stimulus87/2622462/187232.15e-031.77e-0287
GO:00060663ColorectumFAPalcohol metabolic process69/2622353/187232.29e-031.85e-0269
GO:00091505ColorectumCRCpurine ribonucleotide metabolic process74/2078368/187232.58e-072.38e-0574
GO:00061635ColorectumCRCpurine nucleotide metabolic process78/2078396/187232.98e-072.59e-0578
GO:00092594ColorectumCRCribonucleotide metabolic process75/2078385/187237.83e-075.04e-0575
GO:00725215ColorectumCRCpurine-containing compound metabolic process79/2078416/187231.15e-066.75e-0579
GO:00196934ColorectumCRCribose phosphate metabolic process75/2078396/187232.36e-061.13e-0475
GO:00091175ColorectumCRCnucleotide metabolic process81/2078489/187231.45e-042.65e-0381
GO:00067535ColorectumCRCnucleoside phosphate metabolic process81/2078497/187232.48e-044.06e-0381
GO:00060664ColorectumCRCalcohol metabolic process57/2078353/187232.37e-032.27e-0257
GO:00094103ColorectumCRCresponse to xenobiotic stimulus69/2078462/187236.34e-034.61e-0269
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
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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
SULT1A1SNVMissense_Mutationc.699N>Cp.Lys233Asnp.K233NP50225protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SULT1A1SNVMissense_Mutationnovelc.149G>Ap.Gly50Aspp.G50DP50225protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SULT1A1insertionIn_Frame_Insnovelc.178_179insAGGTCAAGGTGAGGCAGGGCACAGp.Met60delinsLysValLysValArgGlnGlyThrValp.M60delinsKVKVRQGTVP50225protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SULT1A1SNVMissense_Mutationrs764663532c.833C>Tp.Ala278Valp.A278VP50225protein_codingtolerated(0.15)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SULT1A1SNVMissense_Mutationrs72547527c.110N>Ap.Arg37Glnp.R37QP50225protein_codingtolerated(0.09)benign(0.014)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SULT1A1SNVMissense_Mutationc.220N>Gp.Pro74Alap.P74AP50225protein_codingtolerated(0.63)benign(0.013)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SULT1A1SNVMissense_Mutationrs201320226c.232N>Tp.Arg78Trpp.R78WP50225protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SULT1A1SNVMissense_Mutationrs767993186c.812C>Tp.Ala271Valp.A271VP50225protein_codingdeleterious(0.03)possibly_damaging(0.491)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SULT1A1SNVMissense_Mutationnovelc.637N>Tp.Arg213Cysp.R213CP50225protein_codingtolerated(0.07)benign(0.179)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SULT1A1SNVMissense_Mutationrs771144668c.508G>Ap.Gly170Argp.G170RP50225protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-AJ-A3BG-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
6817SULT1A1DRUGGABLE GENOME, ENZYMEacetaminophenACETAMINOPHEN30908574,23462933,26049587,6957279
6817SULT1A1DRUGGABLE GENOME, ENZYMEminoxidilMINOXIDIL2390100
6817SULT1A1DRUGGABLE GENOME, ENZYMEdesmethylnaproxen
6817SULT1A1DRUGGABLE GENOME, ENZYMEtapentadolTAPENTADOL
6817SULT1A1DRUGGABLE GENOME, ENZYMEestrogensESTRONE SODIUM SULFATE11062153,11906176,12034366,9068609
6817SULT1A1DRUGGABLE GENOME, ENZYMEconjugated estrogens16985250
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