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: UST

Gene summary for UST

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UST

Gene ID

10090

Gene nameuronyl 2-sulfotransferase
Gene Alias2OST
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9Y2C2


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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
10090USTCCI_1HumanCervixCC4.60e-045.02e-010.528
10090USTCCI_2HumanCervixCC1.25e-181.50e+000.5249
10090USTCCI_3HumanCervixCC8.49e-043.10e-010.516
10090USTHTA11_7696_3000711011HumanColorectumAD5.11e-072.72e-010.0674
10090USTHTA11_99999970781_79442HumanColorectumMSS4.49e-356.73e-010.294
10090USTA015-C-005HumanColorectumFAP6.68e-043.43e-01-0.0336
10090USTHCC1HumanLiverHCC3.29e-075.30e-010.5336
10090USTHCC2HumanLiverHCC2.08e-086.33e-010.5341
10090USTHCC5HumanLiverHCC5.72e-126.62e-010.4932
10090USTRNA-P10T2-P10T2-3HumanLungAAH3.74e-028.36e-01-0.1408
10090USTRNA-P25T1-P25T1-1HumanLungAIS2.62e-197.94e-01-0.2116
10090USTRNA-P25T1-P25T1-2HumanLungAIS3.11e-088.18e-01-0.1941
10090USTRNA-P25T1-P25T1-3HumanLungAIS8.91e-169.61e-01-0.2107
10090USTRNA-P25T1-P25T1-4HumanLungAIS5.15e-127.42e-01-0.2119
10090USTRNA-P5T2-P5T2-1HumanLungMIAC3.63e-031.31e+00-0.0135
10090USTRNA-P5T2-P5T2-3HumanLungMIAC1.56e-031.41e+000.0176
10090USTRNA-P6T1-P6T1-1HumanLungMIAC3.31e-038.94e-01-0.0238
10090USTRNA-P6T1-P6T1-3HumanLungMIAC4.62e-069.97e-01-0.0296
10090USTRNA-P6T1-P6T1-4HumanLungMIAC3.17e-079.49e-01-0.0263
10090USTRNA-P6T2-P6T2-1HumanLungIAC7.06e-247.47e-01-0.0166
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:00300108CervixCCestablishment of cell polarity42/2311143/187234.30e-082.62e-0642
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00507705CervixCCregulation of axonogenesis34/2311154/187234.87e-044.76e-0334
GO:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0030010ColorectumADestablishment of cell polarity50/3918143/187236.90e-051.11e-0350
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0050770ColorectumADregulation of axonogenesis49/3918154/187239.88e-049.28e-0349
GO:00071632ColorectumMSSestablishment or maintenance of cell polarity72/3467218/187231.90e-078.30e-0672
GO:00300102ColorectumMSSestablishment of cell polarity47/3467143/187232.74e-055.58e-0447
GO:00109752ColorectumMSSregulation of neuron projection development115/3467445/187236.91e-051.20e-03115
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00507701ColorectumMSSregulation of axonogenesis43/3467154/187232.69e-032.12e-0243
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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
USTSNVMissense_Mutationrs370216214c.1078N>Tp.Arg360Cysp.R360CQ9Y2C2protein_codingdeleterious(0.01)possibly_damaging(0.719)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
USTSNVMissense_Mutationc.1099C>Tp.His367Tyrp.H367YQ9Y2C2protein_codingtolerated_low_confidence(0.6)benign(0.027)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
USTSNVMissense_Mutationrs772986508c.478G>Ap.Glu160Lysp.E160KQ9Y2C2protein_codingtolerated(0.55)benign(0.031)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
USTSNVMissense_Mutationrs370896083c.31N>Cp.Gly11Argp.G11RQ9Y2C2protein_codingdeleterious_low_confidence(0)benign(0.058)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
USTSNVMissense_Mutationnovelc.401N>Cp.Val134Alap.V134AQ9Y2C2protein_codingtolerated(0.27)benign(0.246)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
USTinsertionNonsense_Mutationnovelc.936_937insAGACTATTGTAGGTACTTAGTTGTTGGATGCATp.Pro312_Glu313insArgLeuLeuTerValLeuSerCysTrpMetHisp.P312_E313insRLL*VLSCWMHQ9Y2C2protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
USTSNVMissense_Mutationnovelc.433N>Gp.Thr145Alap.T145AQ9Y2C2protein_codingdeleterious(0.04)possibly_damaging(0.864)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
USTSNVMissense_Mutationc.490N>Gp.Leu164Valp.L164VQ9Y2C2protein_codingtolerated(0.14)benign(0.137)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
USTSNVMissense_Mutationc.1145C>Tp.Pro382Leup.P382LQ9Y2C2protein_codingdeleterious_low_confidence(0.02)benign(0.245)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
USTSNVMissense_Mutationrs746546399c.673N>Tp.Arg225Cysp.R225CQ9Y2C2protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AD-5900-01Colorectumcolon 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
10090USTNAnortriptylineNORTRIPTYLINE20360315,25916525
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