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: QSOX1

Gene summary for QSOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QSOX1

Gene ID

5768

Gene namequiescin sulfhydryl oxidase 1
Gene AliasQ6
Cytomap1q25.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

A0A140VKE5


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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
5768QSOX1HTA11_2487_2000001011HumanColorectumSER3.56e-109.68e-01-0.1808
5768QSOX1HTA11_1938_2000001011HumanColorectumAD4.01e-075.70e-01-0.0811
5768QSOX1HTA11_347_2000001011HumanColorectumAD5.56e-177.50e-01-0.1954
5768QSOX1HTA11_411_2000001011HumanColorectumSER4.94e-112.23e+00-0.2602
5768QSOX1HTA11_2112_2000001011HumanColorectumSER7.33e-081.52e+00-0.2196
5768QSOX1HTA11_696_2000001011HumanColorectumAD4.28e-197.72e-01-0.1464
5768QSOX1HTA11_1391_2000001011HumanColorectumAD2.15e-023.05e-01-0.059
5768QSOX1HTA11_2992_2000001011HumanColorectumSER7.87e-048.18e-01-0.1706
5768QSOX1HTA11_5212_2000001011HumanColorectumAD1.00e-036.67e-01-0.2061
5768QSOX1HTA11_7862_2000001011HumanColorectumAD6.50e-034.26e-01-0.0179
5768QSOX1HTA11_866_3004761011HumanColorectumAD7.23e-043.25e-010.096
5768QSOX1HTA11_7696_3000711011HumanColorectumAD1.21e-033.68e-010.0674
5768QSOX1HTA11_99999970781_79442HumanColorectumMSS3.24e-074.47e-010.294
5768QSOX1A015-C-203HumanColorectumFAP2.08e-05-1.19e-01-0.1294
5768QSOX1A002-C-205HumanColorectumFAP3.37e-05-1.49e-01-0.1236
5768QSOX1A002-C-114HumanColorectumFAP2.79e-02-1.30e-01-0.1561
5768QSOX1A015-C-104HumanColorectumFAP3.38e-05-1.51e-01-0.1899
5768QSOX1A002-C-016HumanColorectumFAP8.14e-06-9.67e-020.0521
5768QSOX1A001-C-203HumanColorectumFAP2.22e-02-1.15e-01-0.0481
5768QSOX1A002-C-116HumanColorectumFAP7.63e-06-1.34e-01-0.0452
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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
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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:0010507ColorectumADnegative regulation of autophagy31/391885/187236.91e-047.05e-0331
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:00313301ColorectumSERnegative regulation of cellular catabolic process70/2897262/187231.79e-067.70e-0570
GO:00064571ColorectumSERprotein folding54/2897212/187231.04e-042.18e-0354
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00162411ColorectumSERregulation of macroautophagy34/2897141/187234.74e-033.72e-0234
GO:00313302ColorectumMSSnegative regulation of cellular catabolic process96/3467262/187232.67e-124.63e-1096
GO:00098952ColorectumMSSnegative regulation of catabolic process110/3467320/187237.88e-121.20e-09110
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
GO:00162412ColorectumMSSregulation of macroautophagy44/3467141/187231.88e-042.64e-0344
GO:00105071ColorectumMSSnegative regulation of autophagy26/346785/187234.84e-033.38e-0226
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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
QSOX1SNVMissense_Mutationc.1714G>Cp.Glu572Glnp.E572QO00391protein_codingtolerated(0.29)benign(0.255)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
QSOX1SNVMissense_Mutationc.1275N>Gp.His425Glnp.H425QO00391protein_codingtolerated(0.21)benign(0.136)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
QSOX1SNVMissense_Mutationc.847G>Ap.Ala283Thrp.A283TO00391protein_codingtolerated(0.41)benign(0.009)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
QSOX1SNVMissense_Mutationc.328T>Ap.Cys110Serp.C110SO00391protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
QSOX1SNVMissense_Mutationnovelc.1864N>Tp.Pro622Serp.P622SO00391protein_codingtolerated(0.17)benign(0.078)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
QSOX1SNVMissense_Mutationc.1110C>Ap.Phe370Leup.F370LO00391protein_codingtolerated(0.67)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
QSOX1SNVMissense_Mutationnovelc.1841N>Cp.Arg614Thrp.R614TO00391protein_codingtolerated(0.42)benign(0.007)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
QSOX1SNVMissense_Mutationrs747164407c.977G>Ap.Arg326Hisp.R326HO00391protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
QSOX1SNVMissense_Mutationc.595N>Ap.Leu199Metp.L199MO00391protein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-4T-AA8H-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
QSOX1SNVMissense_Mutationc.1574N>Gp.Glu525Glyp.E525GO00391protein_codingtolerated(0.88)benign(0)TCGA-AA-3672-01Colorectumcolon 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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