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: ERO1A

Gene summary for ERO1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERO1A

Gene ID

30001

Gene nameendoplasmic reticulum oxidoreductase 1 alpha
Gene AliasERO1-L
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q96HE7


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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
30001ERO1AGSM4909286HumanBreastIDC5.54e-12-3.59e-010.1081
30001ERO1AGSM4909291HumanBreastIDC7.33e-03-3.24e-010.1753
30001ERO1AGSM4909292HumanBreastIDC2.27e-121.06e+000.1236
30001ERO1AGSM4909293HumanBreastIDC2.64e-03-2.52e-010.1581
30001ERO1AGSM4909294HumanBreastIDC1.38e-06-3.34e-010.2022
30001ERO1AGSM4909296HumanBreastIDC1.04e-14-3.57e-010.1524
30001ERO1AGSM4909297HumanBreastIDC7.23e-10-3.15e-010.1517
30001ERO1AGSM4909298HumanBreastIDC3.38e-11-3.64e-010.1551
30001ERO1AGSM4909299HumanBreastIDC3.27e-07-3.18e-010.035
30001ERO1AGSM4909301HumanBreastIDC7.09e-10-3.24e-010.1577
30001ERO1AGSM4909306HumanBreastIDC3.23e-07-3.35e-010.1564
30001ERO1AGSM4909307HumanBreastIDC1.11e-05-3.14e-010.1569
30001ERO1AGSM4909308HumanBreastIDC2.09e-02-2.80e-010.158
30001ERO1AGSM4909309HumanBreastIDC1.91e-07-3.33e-010.0483
30001ERO1AGSM4909311HumanBreastIDC1.76e-13-3.38e-010.1534
30001ERO1AGSM4909312HumanBreastIDC2.77e-09-3.17e-010.1552
30001ERO1AGSM4909313HumanBreastIDC9.28e-05-2.95e-010.0391
30001ERO1AGSM4909315HumanBreastIDC1.20e-074.10e-010.21
30001ERO1AGSM4909319HumanBreastIDC6.58e-19-3.80e-010.1563
30001ERO1AGSM4909320HumanBreastIDC1.86e-02-3.35e-010.1575
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00064588BreastPrecancer'de novo' protein folding16/108043/187238.14e-106.92e-0816
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00069869BreastPrecancerresponse to unfolded protein28/1080137/187233.81e-093.00e-0728
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00510848BreastPrecancer'de novo' posttranslational protein folding14/108039/187231.61e-081.12e-0614
GO:00510858BreastPrecancerchaperone cofactor-dependent protein refolding13/108034/187232.17e-081.47e-0613
GO:00359669BreastPrecancerresponse to topologically incorrect protein29/1080159/187233.00e-081.89e-0629
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00346209BreastPrecancercellular response to unfolded protein21/108096/187239.80e-085.46e-0621
GO:00359679BreastPrecancercellular response to topologically incorrect protein22/1080116/187236.84e-072.80e-0522
GO:00454548BreastPrecancercell redox homeostasis11/108035/187232.59e-068.65e-0511
GO:00092667BreastPrecancerresponse to temperature stimulus27/1080178/187233.85e-061.21e-0427
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0511014BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0511015BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0511022BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0541724BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0511032BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0541734BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0511041BreastDCISVibrio cholerae infection17/84650/84653.45e-064.45e-053.28e-0517
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0541744BreastDCISLipid and atherosclerosis34/846215/84654.50e-032.46e-021.82e-0234
hsa0511051BreastDCISVibrio cholerae infection17/84650/84653.45e-064.45e-053.28e-0517
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0541754BreastDCISLipid and atherosclerosis34/846215/84654.50e-032.46e-021.82e-0234
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
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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
ERO1ASNVMissense_Mutationnovelc.1206G>Cp.Lys402Asnp.K402NQ96HE7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ERO1ASNVMissense_Mutationrs773034970c.157N>Gp.Ile53Valp.I53VQ96HE7protein_codingtolerated(0.63)benign(0.124)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ERO1ASNVMissense_Mutationnovelc.661N>Gp.Leu221Valp.L221VQ96HE7protein_codingtolerated(0.06)benign(0.34)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ERO1ASNVMissense_Mutationc.325N>Ap.Val109Ilep.V109IQ96HE7protein_codingtolerated(0.81)benign(0.173)TCGA-B6-A0WV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERO1ASNVMissense_Mutationc.1081A>Gp.Asn361Aspp.N361DQ96HE7protein_codingtolerated(0.22)benign(0.348)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ERO1ASNVMissense_Mutationnovelc.1315G>Ap.Glu439Lysp.E439KQ96HE7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ERO1ASNVMissense_Mutationc.200N>Cp.Lys67Thrp.K67TQ96HE7protein_codingtolerated(0.18)benign(0.055)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ERO1ASNVMissense_Mutationc.734G>Tp.Arg245Ilep.R245IQ96HE7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ERO1ASNVMissense_Mutationnovelc.1163N>Cp.Ile388Thrp.I388TQ96HE7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ERO1ASNVMissense_Mutationnovelc.825G>Tp.Lys275Asnp.K275NQ96HE7protein_codingtolerated(0.23)benign(0.035)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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