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: SULT1B1

Gene summary for SULT1B1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SULT1B1

Gene ID

27284

Gene namesulfotransferase family 1B member 1
Gene AliasST1B1
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O43704


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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
27284SULT1B1HTA11_3410_2000001011HumanColorectumAD1.75e-11-4.94e-010.0155
27284SULT1B1HTA11_347_2000001011HumanColorectumAD4.20e-034.38e-01-0.1954
27284SULT1B1HTA11_3361_2000001011HumanColorectumAD1.39e-02-4.42e-01-0.1207
27284SULT1B1HTA11_866_3004761011HumanColorectumAD2.22e-04-3.65e-010.096
27284SULT1B1HTA11_10711_2000001011HumanColorectumAD1.97e-02-4.10e-010.0338
27284SULT1B1HTA11_99999970781_79442HumanColorectumMSS1.37e-02-3.22e-010.294
27284SULT1B1HTA11_99999971662_82457HumanColorectumMSS1.37e-04-4.22e-010.3859
27284SULT1B1HTA11_99999973899_84307HumanColorectumMSS4.27e-03-5.00e-010.2585
27284SULT1B1HTA11_99999974143_84620HumanColorectumMSS2.74e-17-5.33e-010.3005
27284SULT1B1A015-C-203HumanColorectumFAP1.78e-15-1.62e-01-0.1294
27284SULT1B1A002-C-201HumanColorectumFAP2.38e-05-7.86e-020.0324
27284SULT1B1A001-C-119HumanColorectumFAP7.34e-03-2.03e-01-0.1557
27284SULT1B1A001-C-108HumanColorectumFAP3.71e-06-5.48e-02-0.0272
27284SULT1B1A002-C-205HumanColorectumFAP5.90e-11-2.66e-01-0.1236
27284SULT1B1A015-C-006HumanColorectumFAP2.37e-08-3.00e-01-0.0994
27284SULT1B1A015-C-106HumanColorectumFAP1.59e-03-1.53e-01-0.0511
27284SULT1B1A002-C-114HumanColorectumFAP4.31e-08-1.45e-01-0.1561
27284SULT1B1A015-C-104HumanColorectumFAP2.78e-15-1.88e-01-0.1899
27284SULT1B1A001-C-014HumanColorectumFAP4.17e-06-1.11e-010.0135
27284SULT1B1A002-C-016HumanColorectumFAP6.43e-095.24e-020.0521
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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
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
∗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:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0034310ColorectumADprimary alcohol catabolic process9/391815/187231.11e-031.01e-029
GO:0033865ColorectumADnucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0033875ColorectumADribonucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034032ColorectumADpurine nucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034308ColorectumADprimary alcohol metabolic process35/3918102/187231.16e-031.05e-0235
GO:0006067ColorectumADethanol metabolic process11/391821/187231.43e-031.22e-0211
GO:0034035ColorectumADpurine ribonucleoside bisphosphate metabolic process11/391821/187231.43e-031.22e-0211
GO:0050427ColorectumAD3'-phosphoadenosine 5'-phosphosulfate metabolic process11/391821/187231.43e-031.22e-0211
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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
SULT1B1SNVMissense_Mutationc.398N>Tp.Ala133Valp.A133VO43704protein_codingdeleterious(0.05)benign(0.188)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SULT1B1SNVMissense_Mutationnovelc.256N>Tp.Leu86Phep.L86FO43704protein_codingtolerated(0.72)benign(0.007)TCGA-BH-A5J0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SULT1B1SNVMissense_Mutationc.180G>Ap.Met60Ilep.M60IO43704protein_codingdeleterious(0.01)benign(0.075)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
SULT1B1SNVMissense_Mutationrs540095455c.391N>Tp.Arg131Cysp.R131CO43704protein_codingdeleterious(0.01)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SULT1B1SNVMissense_Mutationc.699N>Ap.Met233Ilep.M233IO43704protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SULT1B1SNVMissense_Mutationrs779362138c.310N>Tp.Arg104Trpp.R104WO43704protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SULT1B1SNVMissense_Mutationnovelc.752A>Gp.His251Argp.H251RO43704protein_codingdeleterious(0.01)benign(0.203)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SULT1B1SNVMissense_Mutationc.778N>Tp.Gly260Trpp.G260WO43704protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SULT1B1SNVMissense_Mutationc.483N>Tp.Glu161Aspp.E161DO43704protein_codingtolerated(0.1)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SULT1B1SNVMissense_Mutationnovelc.625N>Cp.Ile209Leup.I209LO43704protein_codingtolerated(1)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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