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: SUOX

Gene summary for SUOX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUOX

Gene ID

6821

Gene namesulfite oxidase
Gene AliasSUOX
Cytomap12q13.2
Gene Typeprotein-coding
GO ID

GO:0006790

UniProtAcc

A0A024RB79


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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
6821SUOXLZE24THumanEsophagusESCC1.37e-061.96e-010.0596
6821SUOXP2T-EHumanEsophagusESCC1.14e-162.06e-010.1177
6821SUOXP4T-EHumanEsophagusESCC7.45e-081.99e-010.1323
6821SUOXP5T-EHumanEsophagusESCC4.25e-038.71e-020.1327
6821SUOXP8T-EHumanEsophagusESCC1.97e-181.43e-010.0889
6821SUOXP12T-EHumanEsophagusESCC8.05e-102.07e-010.1122
6821SUOXP15T-EHumanEsophagusESCC8.39e-041.01e-010.1149
6821SUOXP16T-EHumanEsophagusESCC1.31e-081.26e-010.1153
6821SUOXP20T-EHumanEsophagusESCC3.07e-028.50e-020.1124
6821SUOXP22T-EHumanEsophagusESCC3.88e-037.29e-020.1236
6821SUOXP23T-EHumanEsophagusESCC3.83e-082.12e-010.108
6821SUOXP24T-EHumanEsophagusESCC3.40e-024.45e-020.1287
6821SUOXP27T-EHumanEsophagusESCC1.55e-091.60e-010.1055
6821SUOXP30T-EHumanEsophagusESCC2.91e-041.72e-010.137
6821SUOXP32T-EHumanEsophagusESCC6.74e-056.27e-020.1666
6821SUOXP36T-EHumanEsophagusESCC6.53e-031.42e-010.1187
6821SUOXP37T-EHumanEsophagusESCC1.27e-021.23e-010.1371
6821SUOXP39T-EHumanEsophagusESCC4.13e-036.44e-020.0894
6821SUOXP40T-EHumanEsophagusESCC9.64e-031.25e-010.109
6821SUOXP42T-EHumanEsophagusESCC1.01e-093.04e-010.1175
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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
∗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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
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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
SUOXSNVMissense_Mutationnovelc.1350N>Tp.Trp450Cysp.W450CP51687protein_codingdeleterious(0)probably_damaging(0.995)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
SUOXSNVMissense_Mutationc.1615N>Tp.Val539Phep.V539FP51687protein_codingdeleterious(0)probably_damaging(0.941)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
SUOXSNVMissense_Mutationc.29N>Cp.Leu10Prop.L10PP51687protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SUOXSNVMissense_Mutationc.1397G>Tp.Gly466Valp.G466VP51687protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SUOXSNVMissense_Mutationrs201162460c.377T>Gp.Met126Argp.M126RP51687protein_codingdeleterious(0)probably_damaging(0.944)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SUOXSNVMissense_Mutationc.448G>Ap.Glu150Lysp.E150KP51687protein_codingtolerated(0.19)benign(0.25)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SUOXSNVMissense_Mutationnovelc.1076N>Tp.Arg359Leup.R359LP51687protein_codingdeleterious(0.02)benign(0.255)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
SUOXSNVMissense_Mutationrs139286617c.424N>Ap.Val142Ilep.V142IP51687protein_codingtolerated(0.34)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUOXSNVMissense_Mutationnovelc.497N>Ap.Val166Glup.V166EP51687protein_codingtolerated(1)benign(0)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SUOXSNVMissense_Mutationnovelc.499N>Cp.Ala167Prop.A167PP51687protein_codingtolerated(0.32)benign(0)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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