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: SQLE

Gene summary for SQLE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SQLE

Gene ID

6713

Gene namesqualene epoxidase
Gene AliasSQLE
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

Q14534


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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
6713SQLEP47T-EHumanEsophagusESCC2.07e-391.19e+000.1067
6713SQLEP48T-EHumanEsophagusESCC3.43e-103.43e-010.0959
6713SQLEP49T-EHumanEsophagusESCC1.99e-212.54e+000.1768
6713SQLEP52T-EHumanEsophagusESCC1.96e-361.01e+000.1555
6713SQLEP54T-EHumanEsophagusESCC2.63e-134.43e-010.0975
6713SQLEP56T-EHumanEsophagusESCC4.76e-091.68e+000.1613
6713SQLEP57T-EHumanEsophagusESCC2.33e-114.09e-010.0926
6713SQLEP61T-EHumanEsophagusESCC1.08e-082.53e-010.099
6713SQLEP62T-EHumanEsophagusESCC4.55e-601.35e+000.1302
6713SQLEP65T-EHumanEsophagusESCC2.93e-144.59e-010.0978
6713SQLEP74T-EHumanEsophagusESCC7.54e-361.25e+000.1479
6713SQLEP75T-EHumanEsophagusESCC2.39e-307.44e-010.1125
6713SQLEP76T-EHumanEsophagusESCC9.13e-247.92e-010.1207
6713SQLEP79T-EHumanEsophagusESCC6.39e-551.48e+000.1154
6713SQLEP80T-EHumanEsophagusESCC2.23e-381.84e+000.155
6713SQLEP82T-EHumanEsophagusESCC2.78e-108.17e-010.1072
6713SQLEP83T-EHumanEsophagusESCC1.28e-842.85e+000.1738
6713SQLEP84T-EHumanEsophagusESCC6.31e-127.41e-010.0933
6713SQLEP89T-EHumanEsophagusESCC4.51e-342.37e+000.1752
6713SQLEP91T-EHumanEsophagusESCC3.29e-242.93e+000.1828
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:00066944BreastIDCsteroid biosynthetic process25/1434173/187231.56e-031.56e-0225
GO:005123523BreastDCISmaintenance of location47/1390327/187239.55e-062.56e-0447
GO:000669411BreastDCISsteroid biosynthetic process23/1390173/187234.63e-033.52e-0223
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00161263EsophagusESCCsterol biosynthetic process46/855264/187231.91e-051.67e-0446
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:00082034EsophagusESCCcholesterol metabolic process79/8552137/187233.11e-031.29e-0279
GO:00161254EsophagusESCCsterol metabolic process86/8552152/187234.37e-031.73e-0286
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:19026521LiverCirrhoticsecondary alcohol metabolic process75/4634147/187235.62e-123.91e-1075
GO:00082031LiverCirrhoticcholesterol metabolic process70/4634137/187232.59e-111.55e-0970
GO:00161251LiverCirrhoticsterol metabolic process75/4634152/187234.54e-112.61e-0975
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa001005EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa0010012EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa001002LiverHCCSteroid biosynthesis15/402020/84651.17e-022.97e-021.65e-0215
hsa001003LiverHCCSteroid biosynthesis15/402020/84651.17e-022.97e-021.65e-0215
hsa001004Oral cavityOSCCSteroid biosynthesis15/370420/84654.62e-031.13e-025.75e-0315
hsa0010011Oral cavityOSCCSteroid biosynthesis15/370420/84654.62e-031.13e-025.75e-0315
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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
SQLESNVMissense_Mutationc.397N>Ap.Val133Metp.V133MQ14534protein_codingdeleterious(0)probably_damaging(0.933)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SQLESNVMissense_Mutationc.174N>Cp.Gln58Hisp.Q58HQ14534protein_codingtolerated_low_confidence(0.49)benign(0)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SQLESNVMissense_Mutationc.559C>Ap.Leu187Ilep.L187IQ14534protein_codingtolerated(0.86)benign(0.015)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SQLESNVMissense_Mutationnovelc.955N>Tp.Ala319Serp.A319SQ14534protein_codingtolerated(0.35)possibly_damaging(0.446)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SQLESNVMissense_Mutationnovelc.459G>Cp.Glu153Aspp.E153DQ14534protein_codingdeleterious(0)probably_damaging(0.958)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SQLESNVMissense_Mutationc.179G>Ap.Gly60Aspp.G60DQ14534protein_codingtolerated_low_confidence(0.56)benign(0.01)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SQLESNVMissense_Mutationc.1562N>Ap.Gly521Glup.G521EQ14534protein_codingdeleterious(0.03)probably_damaging(0.965)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SQLESNVMissense_Mutationnovelc.798G>Tp.Lys266Asnp.K266NQ14534protein_codingdeleterious(0.03)benign(0.249)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SQLESNVMissense_Mutationc.736N>Gp.Ile246Valp.I246VQ14534protein_codingtolerated(0.19)benign(0.003)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SQLESNVMissense_Mutationc.778N>Ap.Val260Metp.V260MQ14534protein_codingdeleterious(0)possibly_damaging(0.59)TCGA-EI-6507-01Colorectumrectum 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
6713SQLEDRUGGABLE GENOME, ENZYMEinhibitor252827452
6713SQLEDRUGGABLE GENOME, ENZYMETolnaftateTOLNAFTATE
6713SQLEDRUGGABLE GENOME, ENZYMEAMIODARONEAMIODARONE16451055
6713SQLEDRUGGABLE GENOME, ENZYMENaftifineNAFTIFINE
6713SQLEDRUGGABLE GENOME, ENZYMEEpigallocatechin gallate
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