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: SQRDL

Gene summary for SQRDL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SQRDL

Gene ID

58472

Gene namesulfide quinone oxidoreductase
Gene AliasCGI-44
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0006790

UniProtAcc

A0A024R5X2


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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
58472SQRDLGSM4909281HumanBreastIDC7.78e-22-3.58e-010.21
58472SQRDLGSM4909282HumanBreastIDC2.31e-20-3.58e-01-0.0288
58472SQRDLGSM4909285HumanBreastIDC4.25e-21-3.58e-010.21
58472SQRDLGSM4909286HumanBreastIDC2.31e-20-3.58e-010.1081
58472SQRDLGSM4909287HumanBreastIDC8.98e-18-3.58e-010.2057
58472SQRDLGSM4909288HumanBreastIDC1.06e-03-3.58e-010.0988
58472SQRDLGSM4909289HumanBreastIDC2.25e-02-3.58e-010.1064
58472SQRDLGSM4909290HumanBreastIDC1.45e-12-3.58e-010.2096
58472SQRDLGSM4909291HumanBreastIDC4.52e-10-3.58e-010.1753
58472SQRDLGSM4909293HumanBreastIDC9.92e-21-3.58e-010.1581
58472SQRDLGSM4909294HumanBreastIDC2.31e-20-3.58e-010.2022
58472SQRDLGSM4909295HumanBreastIDC8.74e-08-3.58e-010.0898
58472SQRDLGSM4909296HumanBreastIDC4.25e-21-3.58e-010.1524
58472SQRDLGSM4909297HumanBreastIDC3.31e-22-3.58e-010.1517
58472SQRDLGSM4909298HumanBreastIDC3.31e-22-3.58e-010.1551
58472SQRDLGSM4909299HumanBreastIDC4.25e-21-3.58e-010.035
58472SQRDLGSM4909300HumanBreastIDC8.44e-07-3.58e-010.0334
58472SQRDLGSM4909301HumanBreastIDC4.25e-21-3.58e-010.1577
58472SQRDLGSM4909302HumanBreastIDC1.65e-17-3.58e-010.1545
58472SQRDLGSM4909303HumanBreastIDC2.67e-04-3.58e-010.0438
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009202ColorectumSERSulfur metabolism8/158010/84654.56e-055.22e-043.79e-048
hsa009203ColorectumSERSulfur metabolism8/158010/84654.56e-055.22e-043.79e-048
hsa009204ColorectumMSSSulfur metabolism6/187510/84651.07e-023.74e-022.29e-026
hsa009205ColorectumMSSSulfur metabolism6/187510/84651.07e-023.74e-022.29e-026
hsa009206ColorectumFAPSulfur metabolism6/140410/84652.36e-031.13e-026.85e-036
hsa009207ColorectumFAPSulfur metabolism6/140410/84652.36e-031.13e-026.85e-036
hsa009208ColorectumCRCSulfur metabolism5/109110/84655.07e-032.72e-021.84e-025
hsa009209ColorectumCRCSulfur metabolism5/109110/84655.07e-032.72e-021.84e-025
hsa0092010EsophagusESCCSulfur metabolism9/420510/84651.01e-022.38e-021.22e-029
hsa0092011EsophagusESCCSulfur metabolism9/420510/84651.01e-022.38e-021.22e-029
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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
SQRDLSNVMissense_Mutationc.755A>Tp.Glu252Valp.E252VQ9Y6N5protein_codingdeleterious(0.05)possibly_damaging(0.616)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SQRDLSNVMissense_Mutationc.573C>Gp.Ile191Metp.I191MQ9Y6N5protein_codingdeleterious(0)possibly_damaging(0.626)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SQRDLSNVMissense_Mutationrs764809712c.245A>Cp.Tyr82Serp.Y82SQ9Y6N5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SQRDLSNVMissense_Mutationc.874N>Ap.Leu292Ilep.L292IQ9Y6N5protein_codingtolerated(0.27)possibly_damaging(0.836)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SQRDLSNVMissense_Mutationc.523N>Ap.Val175Ilep.V175IQ9Y6N5protein_codingdeleterious(0)possibly_damaging(0.588)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SQRDLSNVMissense_Mutationnovelc.430N>Ap.Ala144Thrp.A144TQ9Y6N5protein_codingdeleterious(0)probably_damaging(0.912)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SQRDLSNVMissense_Mutationnovelc.980N>Ap.Arg327Lysp.R327KQ9Y6N5protein_codingtolerated(1)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SQRDLSNVMissense_Mutationnovelc.370N>Ap.Asp124Asnp.D124NQ9Y6N5protein_codingtolerated(0.18)benign(0.098)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
SQRDLSNVMissense_Mutationc.670N>Gp.Lys224Glup.K224EQ9Y6N5protein_codingdeleterious(0.04)benign(0.213)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SQRDLSNVMissense_Mutationnovelc.1223N>Ap.Ser408Asnp.S408NQ9Y6N5protein_codingtolerated(0.17)benign(0.009)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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