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: SOD3

Gene summary for SOD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOD3

Gene ID

6649

Gene namesuperoxide dismutase 3
Gene AliasEC-SOD
Cytomap4p15.2
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

A0A140VJU8


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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
6649SOD3HTA11_3410_2000001011HumanColorectumAD3.31e-071.86e-010.0155
6649SOD3HTA11_2487_2000001011HumanColorectumSER4.68e-082.29e-01-0.1808
6649SOD3HTA11_1938_2000001011HumanColorectumAD1.06e-198.85e-01-0.0811
6649SOD3HTA11_78_2000001011HumanColorectumAD2.35e-062.99e-01-0.1088
6649SOD3HTA11_347_2000001011HumanColorectumAD1.86e-112.83e-01-0.1954
6649SOD3HTA11_411_2000001011HumanColorectumSER2.78e-053.19e-01-0.2602
6649SOD3HTA11_2112_2000001011HumanColorectumSER1.90e-023.25e-01-0.2196
6649SOD3HTA11_696_2000001011HumanColorectumAD7.85e-163.66e-01-0.1464
6649SOD3HTA11_866_2000001011HumanColorectumAD6.22e-042.08e-01-0.1001
6649SOD3HTA11_1391_2000001011HumanColorectumAD9.45e-061.57e-01-0.059
6649SOD3HTA11_2992_2000001011HumanColorectumSER2.31e-084.10e-01-0.1706
6649SOD3HTA11_546_2000001011HumanColorectumAD1.43e-093.34e-01-0.0842
6649SOD3HTA11_7862_2000001011HumanColorectumAD1.24e-021.48e-01-0.0179
6649SOD3HTA11_866_3004761011HumanColorectumAD1.67e-102.43e-010.096
6649SOD3HTA11_4255_2000001011HumanColorectumSER3.34e-043.23e-010.0446
6649SOD3HTA11_8622_2000001021HumanColorectumSER1.95e-072.95e-010.0528
6649SOD3HTA11_10711_2000001011HumanColorectumAD1.28e-041.71e-010.0338
6649SOD3HTA11_6818_2000001011HumanColorectumAD2.86e-093.48e-010.0112
6649SOD3HTA11_6818_2000001021HumanColorectumAD1.35e-571.96e+000.0588
6649SOD3HTA11_99999973899_84307HumanColorectumMSS5.98e-126.98e-010.2585
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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
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
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
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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0097237ColorectumADcellular response to toxic substance44/3918124/187231.24e-041.80e-0344
GO:1990748ColorectumADcellular detoxification41/3918116/187232.29e-042.97e-0341
GO:0072593ColorectumADreactive oxygen species metabolic process73/3918239/187232.79e-043.42e-0373
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0034614ColorectumADcellular response to reactive oxygen species50/3918155/187236.25e-046.49e-0350
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0036293ColorectumADresponse to decreased oxygen levels88/3918322/187233.42e-032.49e-0288
GO:0098869ColorectumADcellular oxidant detoxification33/3918101/187233.88e-032.72e-0233
GO:0046688ColorectumADresponse to copper ion16/391842/187238.10e-034.76e-0216
GO:00069791ColorectumSERresponse to oxidative stress114/2897446/187231.75e-081.28e-06114
GO:00003021ColorectumSERresponse to reactive oxygen species65/2897222/187231.21e-077.29e-0665
GO:00621971ColorectumSERcellular response to chemical stress87/2897337/187235.33e-072.59e-0587
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
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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
SOD3SNVMissense_Mutationnovelc.698N>Ap.Arg233Hisp.R233HP08294protein_codingtolerated(0.11)benign(0.028)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SOD3SNVMissense_Mutationnovelc.78N>Tp.Glu26Aspp.E26DP08294protein_codingtolerated(0.3)benign(0.014)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
SOD3SNVMissense_Mutationnovelc.8N>Tp.Ala3Valp.A3VP08294protein_codingtolerated_low_confidence(0.3)benign(0.122)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SOD3SNVMissense_Mutationnovelc.323G>Tp.Ser108Ilep.S108IP08294protein_codingtolerated(0.2)benign(0.003)TCGA-69-8255-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
SOD3SNVMissense_Mutationnovelc.401N>Tp.Pro134Leup.P134LP08294protein_codingdeleterious(0)probably_damaging(1)TCGA-NC-A5HT-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapycarboplatinPR
SOD3SNVMissense_Mutationnovelc.314N>Tp.Glu105Valp.E105VP08294protein_codingtolerated(0.09)benign(0.005)TCGA-CV-A461-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SOD3SNVMissense_Mutationrs747381585c.394N>Cp.Tyr132Hisp.Y132HP08294protein_codingdeleterious(0)probably_damaging(1)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SOD3SNVMissense_Mutationc.160G>Ap.Asp54Asnp.D54NP08294protein_codingtolerated(0.25)benign(0.001)TCGA-CH-5751-01Prostateprostate adenocarcinomaMale>=6510Hormone TherapybicalutamidePD
SOD3SNVMissense_Mutationnovelc.64N>Ap.Glu22Lysp.E22KP08294protein_codingtolerated(0.9)benign(0.007)TCGA-MX-A5UJ-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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