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: ERLIN2

Gene summary for ERLIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERLIN2

Gene ID

11160

Gene nameER lipid raft associated 2
Gene AliasC8orf2
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O94905


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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
11160ERLIN2GSM4909317HumanBreastIDC1.33e-266.36e-010.1355
11160ERLIN2GSM4909319HumanBreastIDC2.70e-05-5.02e-020.1563
11160ERLIN2NCCBC2HumanBreastDCIS6.75e-096.98e-010.1554
11160ERLIN2DCIS2HumanBreastDCIS1.60e-311.53e-010.0085
11160ERLIN2LZE4THumanEsophagusESCC4.02e-061.50e-010.0811
11160ERLIN2LZE24THumanEsophagusESCC1.38e-093.35e-010.0596
11160ERLIN2P2T-EHumanEsophagusESCC3.87e-336.09e-010.1177
11160ERLIN2P4T-EHumanEsophagusESCC4.92e-144.47e-010.1323
11160ERLIN2P5T-EHumanEsophagusESCC9.64e-075.44e-020.1327
11160ERLIN2P8T-EHumanEsophagusESCC1.10e-192.87e-010.0889
11160ERLIN2P9T-EHumanEsophagusESCC1.43e-091.36e-010.1131
11160ERLIN2P10T-EHumanEsophagusESCC1.67e-212.71e-010.116
11160ERLIN2P11T-EHumanEsophagusESCC9.99e-083.86e-010.1426
11160ERLIN2P12T-EHumanEsophagusESCC5.71e-202.38e-010.1122
11160ERLIN2P15T-EHumanEsophagusESCC7.63e-337.20e-010.1149
11160ERLIN2P16T-EHumanEsophagusESCC1.24e-264.78e-010.1153
11160ERLIN2P17T-EHumanEsophagusESCC5.31e-042.95e-010.1278
11160ERLIN2P19T-EHumanEsophagusESCC1.07e-033.13e-010.1662
11160ERLIN2P20T-EHumanEsophagusESCC5.48e-133.09e-010.1124
11160ERLIN2P21T-EHumanEsophagusESCC9.17e-264.21e-010.1617
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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
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
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:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:003497614BreastIDCresponse to endoplasmic reticulum stress43/1434256/187238.42e-073.82e-0543
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:001921612BreastIDCregulation of lipid metabolic process45/1434331/187231.21e-042.24e-0345
GO:00192184BreastIDCregulation of steroid metabolic process18/1434100/187235.40e-046.96e-0318
GO:00468904BreastIDCregulation of lipid biosynthetic process26/1434171/187235.92e-047.50e-0326
GO:00508102BreastIDCregulation of steroid biosynthetic process14/143469/187236.37e-047.94e-0314
GO:00066944BreastIDCsteroid biosynthetic process25/1434173/187231.56e-031.56e-0225
GO:007233012BreastIDCmonocarboxylic acid biosynthetic process29/1434214/187231.91e-031.83e-0229
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
GO:000698412BreastIDCER-nucleus signaling pathway10/143446/187232.15e-032.00e-0210
GO:000663312BreastIDCfatty acid biosynthetic process23/1434163/187233.21e-032.70e-0223
GO:004639413BreastIDCcarboxylic acid biosynthetic process38/1434314/187233.39e-032.83e-0238
GO:004230411BreastIDCregulation of fatty acid biosynthetic process10/143449/187233.51e-032.90e-0210
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:003497622BreastDCISresponse to endoplasmic reticulum stress43/1390256/187233.65e-071.71e-0543
GO:004316124BreastDCISproteasome-mediated ubiquitin-dependent protein catabolic process57/1390412/187233.76e-061.16e-0457
GO:001921621BreastDCISregulation of lipid metabolic process43/1390331/187232.37e-043.71e-0343
GO:000698421BreastDCISER-nucleus signaling pathway10/139046/187231.70e-031.68e-0210
GO:004689012BreastDCISregulation of lipid biosynthetic process24/1390171/187231.89e-031.81e-0224
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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
ERLIN2SNVMissense_Mutationnovelc.632G>Ap.Arg211Glnp.R211QO94905protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
ERLIN2SNVMissense_Mutationc.304G>Cp.Asp102Hisp.D102HO94905protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A1B0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ERLIN2deletionFrame_Shift_Delnovelc.686_695delNNNNNNNNNNp.Tyr229TrpfsTer2p.Y229Wfs*2O94905protein_codingTCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ERLIN2SNVMissense_Mutationnovelc.437N>Tp.Glu146Valp.E146VO94905protein_codingdeleterious(0.03)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERLIN2SNVMissense_Mutationnovelc.571N>Gp.Thr191Alap.T191AO94905protein_codingdeleterious(0.05)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERLIN2SNVMissense_Mutationnovelc.259N>Ap.Asp87Asnp.D87NO94905protein_codingdeleterious(0)probably_damaging(0.994)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ERLIN2SNVMissense_Mutationc.367N>Ap.Glu123Lysp.E123KO94905protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ERLIN2SNVMissense_Mutationnovelc.344N>Ap.Leu115Hisp.L115HO94905protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ERLIN2SNVMissense_Mutationnovelc.20N>Cp.Val7Alap.V7AO94905protein_codingtolerated(0.06)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ERLIN2SNVMissense_Mutationrs772986050c.395N>Tp.Thr132Metp.T132MO94905protein_codingdeleterious(0)possibly_damaging(0.761)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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