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: IER5

Gene summary for IER5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IER5

Gene ID

51278

Gene nameimmediate early response 5
Gene AliasSBBI48
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5VY09


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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
51278IER5CA_HPV_2HumanCervixCC2.81e-064.11e-010.0391
51278IER5HSIL_HPV_2HumanCervixHSIL_HPV1.16e-02-3.04e-010.0208
51278IER5sample1HumanCervixCC7.75e-219.35e-010.0959
51278IER5L1HumanCervixCC1.07e-063.76e-010.0802
51278IER5T1HumanCervixCC9.21e-501.09e+000.0918
51278IER5LZE4THumanEsophagusESCC2.74e-062.88e-010.0811
51278IER5LZE5THumanEsophagusESCC3.11e-049.24e-010.0514
51278IER5LZE7THumanEsophagusESCC1.08e-082.64e-010.0667
51278IER5LZE8THumanEsophagusESCC1.36e-044.47e-020.067
51278IER5LZE20THumanEsophagusESCC9.16e-161.18e+000.0662
51278IER5LZE22THumanEsophagusESCC2.09e-061.61e+000.068
51278IER5LZE21THumanEsophagusESCC2.24e-031.35e+000.0655
51278IER5P1T-EHumanEsophagusESCC4.96e-191.65e+000.0875
51278IER5P2T-EHumanEsophagusESCC1.60e-347.53e-010.1177
51278IER5P4T-EHumanEsophagusESCC4.72e-351.56e+000.1323
51278IER5P5T-EHumanEsophagusESCC3.57e-812.77e+000.1327
51278IER5P8T-EHumanEsophagusESCC4.13e-182.14e-010.0889
51278IER5P9T-EHumanEsophagusESCC6.82e-194.67e-010.1131
51278IER5P10T-EHumanEsophagusESCC1.85e-081.15e-010.116
51278IER5P11T-EHumanEsophagusESCC4.77e-201.76e+000.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:003460510CervixCCcellular response to heat22/231169/187231.65e-053.20e-0422
GO:00094089CervixCCresponse to heat27/2311110/187233.12e-043.32e-0327
GO:00092668CervixCCresponse to temperature stimulus37/2311178/187239.45e-047.95e-0337
GO:000926613CervixHSIL_HPVresponse to temperature stimulus17/737178/187236.81e-049.17e-0317
GO:003460514CervixHSIL_HPVcellular response to heat9/73769/187231.48e-031.65e-029
GO:000940813CervixHSIL_HPVresponse to heat11/737110/187234.05e-033.47e-0211
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:0034605111EsophagusESCCcellular response to heat52/855269/187234.87e-076.53e-0652
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:190003412EsophagusESCCregulation of cellular response to heat13/855217/187231.00e-023.42e-0213
GO:003460512LiverHCCcellular response to heat53/795869/187236.62e-091.70e-0753
GO:000940811LiverHCCresponse to heat76/7958110/187231.48e-083.58e-0776
GO:000926611LiverHCCresponse to temperature stimulus101/7958178/187238.55e-057.48e-04101
GO:1900034LiverHCCregulation of cellular response to heat15/795817/187231.31e-041.07e-0315
GO:00346058LungIACcellular response to heat17/206169/187231.06e-031.26e-0217
GO:003460519Oral cavityOSCCcellular response to heat51/730569/187234.00e-098.95e-0851
GO:000940817Oral cavityOSCCresponse to heat73/7305110/187235.56e-091.21e-0773
GO:000926616Oral cavityOSCCresponse to temperature stimulus98/7305178/187239.78e-061.03e-0498
GO:19000343Oral cavityOSCCregulation of cellular response to heat13/730517/187231.92e-038.94e-0313
GO:0034605110Oral cavityLPcellular response to heat37/462369/187232.35e-077.03e-0637
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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
IER5SNVMissense_Mutationc.914G>Ap.Gly305Glup.G305EQ5VY09protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IER5SNVMissense_Mutationnovelc.12N>Cp.Lys4Asnp.K4NQ5VY09protein_codingdeleterious(0)probably_damaging(0.966)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
IER5SNVMissense_Mutationnovelc.148N>Ap.Asp50Asnp.D50NQ5VY09protein_codingdeleterious(0)probably_damaging(0.979)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IER5SNVMissense_Mutationc.35G>Ap.Ser12Asnp.S12NQ5VY09protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IER5SNVMissense_Mutationc.831C>Ap.Phe277Leup.F277LQ5VY09protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IER5SNVMissense_Mutationnovelc.182N>Tp.Ala61Valp.A61VQ5VY09protein_codingtolerated(0.35)possibly_damaging(0.583)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IER5SNVMissense_Mutationnovelc.728N>Ap.Arg243Hisp.R243HQ5VY09protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IER5SNVMissense_Mutationc.831N>Ap.Phe277Leup.F277LQ5VY09protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
IER5SNVMissense_Mutationc.802N>Gp.Asn268Aspp.N268DQ5VY09protein_codingdeleterious(0.02)probably_damaging(0.963)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IER5SNVMissense_Mutationnovelc.74N>Ap.Arg25Hisp.R25HQ5VY09protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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