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: CHST11

Gene summary for CHST11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHST11

Gene ID

50515

Gene namecarbohydrate sulfotransferase 11
Gene AliasC4ST
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9NPF2


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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
50515CHST11P2T-EHumanEsophagusESCC1.20e-792.11e+000.1177
50515CHST11P4T-EHumanEsophagusESCC7.71e-122.40e-010.1323
50515CHST11P5T-EHumanEsophagusESCC3.89e-202.76e-010.1327
50515CHST11P8T-EHumanEsophagusESCC5.95e-039.06e-020.0889
50515CHST11P11T-EHumanEsophagusESCC3.38e-084.64e-010.1426
50515CHST11P16T-EHumanEsophagusESCC1.44e-751.64e+000.1153
50515CHST11P20T-EHumanEsophagusESCC6.41e-121.88e-010.1124
50515CHST11P21T-EHumanEsophagusESCC1.77e-142.90e-010.1617
50515CHST11P22T-EHumanEsophagusESCC9.25e-051.59e-010.1236
50515CHST11P24T-EHumanEsophagusESCC1.17e-092.15e-010.1287
50515CHST11P26T-EHumanEsophagusESCC4.00e-067.93e-020.1276
50515CHST11P27T-EHumanEsophagusESCC2.27e-024.04e-010.1055
50515CHST11P28T-EHumanEsophagusESCC1.53e-047.74e-020.1149
50515CHST11P31T-EHumanEsophagusESCC2.48e-041.30e-010.1251
50515CHST11P32T-EHumanEsophagusESCC3.04e-122.63e-010.1666
50515CHST11P37T-EHumanEsophagusESCC1.78e-214.91e-010.1371
50515CHST11P40T-EHumanEsophagusESCC8.20e-083.09e-010.109
50515CHST11P42T-EHumanEsophagusESCC3.91e-027.34e-020.1175
50515CHST11P44T-EHumanEsophagusESCC5.22e-061.97e-010.1096
50515CHST11P47T-EHumanEsophagusESCC8.04e-051.39e-010.1067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:00170155Oral cavityOSCCregulation of transforming growth factor beta receptor signaling pathway71/7305128/187231.14e-048.34e-0471
GO:19038446Oral cavityOSCCregulation of cellular response to transforming growth factor beta stimulus72/7305131/187231.51e-041.06e-0372
GO:0030206Oral cavityOSCCchondroitin sulfate biosynthetic process15/730518/187231.53e-041.07e-0315
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
GO:0050650Oral cavityOSCCchondroitin sulfate proteoglycan biosynthetic process16/730523/187232.93e-031.27e-0216
GO:00160513Oral cavityOSCCcarbohydrate biosynthetic process97/7305202/187235.50e-032.13e-0297
GO:0030204Oral cavityOSCCchondroitin sulfate metabolic process19/730530/187236.03e-032.28e-0219
GO:0048703Oral cavityOSCCembryonic viscerocranium morphogenesis8/730510/187231.03e-023.53e-028
GO:1904888Oral cavityOSCCcranial skeletal system development36/730568/187231.36e-024.50e-0236
GO:007155916Oral cavityEOLPresponse to transforming growth factor beta56/2218256/187233.54e-067.58e-0556
GO:007156016Oral cavityEOLPcellular response to transforming growth factor beta stimulus54/2218250/187237.76e-061.49e-0454
GO:000170123Oral cavityEOLPin utero embryonic development72/2218367/187231.02e-051.83e-0472
GO:000979121Oral cavityEOLPpost-embryonic development23/221880/187233.53e-054.91e-0423
GO:000717916Oral cavityEOLPtransforming growth factor beta receptor signaling pathway43/2218198/187235.48e-057.03e-0443
GO:190384414Oral cavityEOLPregulation of cellular response to transforming growth factor beta stimulus30/2218131/187232.66e-042.56e-0330
GO:00902872Oral cavityEOLPregulation of cellular response to growth factor stimulus57/2218304/187232.84e-042.70e-0357
GO:000717816Oral cavityEOLPtransmembrane receptor protein serine/threonine kinase signaling pathway64/2218355/187233.85e-043.46e-0364
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00532Oral cavityOSCCGlycosaminoglycan biosynthesis - chondroitin sulfate / dermatan sulfate16/370421/84652.61e-036.77e-033.45e-0316
hsa005321Oral cavityOSCCGlycosaminoglycan biosynthesis - chondroitin sulfate / dermatan sulfate16/370421/84652.61e-036.77e-033.45e-0316
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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
CHST11SNVMissense_Mutationc.237N>Cp.Gln79Hisp.Q79HQ9NPF2protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHST11SNVMissense_Mutationc.937N>Ap.Glu313Lysp.E313KQ9NPF2protein_codingtolerated(0.26)benign(0.124)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHST11SNVMissense_Mutationc.751C>Tp.Arg251Trpp.R251WQ9NPF2protein_codingdeleterious(0)probably_damaging(0.955)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CHST11deletionFrame_Shift_Delnovelc.769delNp.Glu257AsnfsTer43p.E257Nfs*43Q9NPF2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CHST11SNVMissense_Mutationc.528G>Cp.Leu176Phep.L176FQ9NPF2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CHST11SNVMissense_Mutationnovelc.311C>Ap.Pro104Hisp.P104HQ9NPF2protein_codingdeleterious(0)probably_damaging(0.962)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CHST11SNVMissense_Mutationc.83N>Gp.Leu28Argp.L28RQ9NPF2protein_codingdeleterious(0)benign(0.125)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CHST11SNVMissense_Mutationnovelc.427N>Gp.Lys143Glup.K143EQ9NPF2protein_codingtolerated(0.24)possibly_damaging(0.534)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHST11SNVMissense_Mutationrs759769235c.295N>Tp.Arg99Trpp.R99WQ9NPF2protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHST11SNVMissense_Mutationc.398N>Ap.Arg133Glnp.R133QQ9NPF2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3864-01Colorectumcolon 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
50515CHST11ENZYME, DRUGGABLE GENOMECHONDROITIN SULFATE16079159
50515CHST11ENZYME, DRUGGABLE GENOMECHONDROITIN11056388
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