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: ERH

Gene summary for ERH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERH

Gene ID

2079

Gene nameERH mRNA splicing and mitosis factor
Gene AliasDROER
Cytomap14q24.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R6D4


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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
2079ERHGSM4909281HumanBreastIDC7.84e-134.26e-010.21
2079ERHGSM4909285HumanBreastIDC8.16e-406.60e-010.21
2079ERHGSM4909286HumanBreastIDC1.25e-04-2.13e-010.1081
2079ERHGSM4909290HumanBreastIDC3.97e-235.25e-010.2096
2079ERHGSM4909293HumanBreastIDC2.02e-032.50e-010.1581
2079ERHGSM4909294HumanBreastIDC1.08e-162.11e-010.2022
2079ERHGSM4909296HumanBreastIDC1.84e-212.12e-010.1524
2079ERHGSM4909297HumanBreastIDC9.99e-27-2.38e-020.1517
2079ERHGSM4909301HumanBreastIDC3.75e-02-4.26e-020.1577
2079ERHGSM4909302HumanBreastIDC4.92e-047.06e-020.1545
2079ERHGSM4909305HumanBreastIDC9.98e-093.56e-010.0436
2079ERHGSM4909306HumanBreastIDC1.28e-113.89e-010.1564
2079ERHGSM4909307HumanBreastIDC1.80e-194.49e-010.1569
2079ERHGSM4909308HumanBreastIDC3.19e-265.10e-010.158
2079ERHGSM4909309HumanBreastIDC5.79e-111.95e-010.0483
2079ERHGSM4909311HumanBreastIDC6.08e-45-3.18e-010.1534
2079ERHGSM4909312HumanBreastIDC4.06e-222.66e-010.1552
2079ERHGSM4909313HumanBreastIDC2.78e-064.96e-040.0391
2079ERHGSM4909315HumanBreastIDC3.30e-092.94e-010.21
2079ERHGSM4909316HumanBreastIDC8.18e-235.37e-010.21
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00725273EsophagusESCCpyrimidine-containing compound metabolic process52/855282/187239.03e-044.61e-0352
GO:00091163EsophagusESCCnucleoside metabolic process39/855262/187234.68e-031.82e-0239
GO:19016572LiverCirrhoticglycosyl compound metabolic process37/463488/187232.70e-042.40e-0337
GO:0009116LiverCirrhoticnucleoside metabolic process25/463462/187234.90e-032.56e-0225
GO:0072527LiverCirrhoticpyrimidine-containing compound metabolic process30/463482/187231.12e-024.92e-0230
GO:19016571LiverHCCglycosyl compound metabolic process55/795888/187231.20e-041.01e-0355
GO:00725271LiverHCCpyrimidine-containing compound metabolic process49/795882/187231.20e-036.68e-0349
GO:00091161LiverHCCnucleoside metabolic process37/795862/187234.73e-032.02e-0237
GO:19016573Oral cavityOSCCglycosyl compound metabolic process52/730588/187231.06e-047.84e-0452
GO:00091162Oral cavityOSCCnucleoside metabolic process37/730562/187237.79e-044.23e-0337
GO:00725272Oral cavityOSCCpyrimidine-containing compound metabolic process44/730582/187234.95e-031.94e-0244
GO:190165711Oral cavityLPglycosyl compound metabolic process43/462388/187237.80e-072.05e-0543
GO:000911611Oral cavityLPnucleoside metabolic process31/462362/187231.46e-052.57e-0431
GO:19016575SkincSCCglycosyl compound metabolic process37/486488/187237.39e-045.15e-0337
GO:00091164SkincSCCnucleoside metabolic process27/486462/187231.99e-031.19e-0227
GO:1901657StomachSIMglycosyl compound metabolic process9/70888/187236.00e-034.83e-029
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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
ERHSNVMissense_Mutationnovelc.286N>Tp.Arg96Cysp.R96CP84090protein_codingtolerated(0.06)benign(0.07)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ERHSNVMissense_Mutationnovelc.125G>Tp.Arg42Ilep.R42IP84090protein_codingtolerated(0.05)benign(0.139)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ERHSNVMissense_Mutationnovelc.299A>Gp.Gln100Argp.Q100RP84090protein_codingtolerated(0.48)benign(0.006)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ERHSNVMissense_Mutationnovelc.295N>Ap.Ala99Thrp.A99TP84090protein_codingdeleterious(0.04)benign(0.149)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ERHSNVMissense_Mutationnovelc.40N>Tp.Pro14Serp.P14SP84090protein_codingtolerated(0.09)benign(0.22)TCGA-HU-A4GY-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ERHSNVMissense_Mutationnovelc.289N>Tp.Arg97Trpp.R97WP84090protein_codingtolerated(0.06)benign(0.036)TCGA-VQ-A91Z-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilPD
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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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