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: ITGAE

Gene summary for ITGAE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGAE

Gene ID

3682

Gene nameintegrin subunit alpha E
Gene AliasCD103
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

P38570


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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
3682ITGAELZE2THumanEsophagusESCC6.90e-049.40e-010.082
3682ITGAELZE4THumanEsophagusESCC3.52e-188.38e-010.0811
3682ITGAELZE7THumanEsophagusESCC1.08e-108.42e-010.0667
3682ITGAELZE8THumanEsophagusESCC9.92e-094.83e-010.067
3682ITGAELZE20THumanEsophagusESCC1.24e-029.21e-020.0662
3682ITGAELZE22D1HumanEsophagusHGIN9.26e-031.11e-010.0595
3682ITGAELZE22THumanEsophagusESCC5.24e-043.14e-010.068
3682ITGAELZE24THumanEsophagusESCC1.57e-074.07e-010.0596
3682ITGAELZE21THumanEsophagusESCC3.84e-043.43e-010.0655
3682ITGAELZE6THumanEsophagusESCC4.00e-141.02e+000.0845
3682ITGAEP1T-EHumanEsophagusESCC2.97e-066.23e-010.0875
3682ITGAEP2T-EHumanEsophagusESCC3.85e-246.38e-010.1177
3682ITGAEP4T-EHumanEsophagusESCC2.62e-331.14e+000.1323
3682ITGAEP5T-EHumanEsophagusESCC1.27e-041.43e-010.1327
3682ITGAEP8T-EHumanEsophagusESCC6.11e-235.77e-010.0889
3682ITGAEP9T-EHumanEsophagusESCC6.09e-143.79e-010.1131
3682ITGAEP10T-EHumanEsophagusESCC5.08e-518.59e-010.116
3682ITGAEP11T-EHumanEsophagusESCC1.51e-107.48e-010.1426
3682ITGAEP12T-EHumanEsophagusESCC6.15e-357.92e-010.1122
3682ITGAEP15T-EHumanEsophagusESCC4.54e-113.07e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00072299EsophagusESCCintegrin-mediated signaling pathway67/8552107/187233.03e-041.81e-0367
GO:000722911LiverCirrhoticintegrin-mediated signaling pathway46/4634107/187232.66e-053.42e-0446
GO:00072292LiverHCCintegrin-mediated signaling pathway60/7958107/187233.15e-031.46e-0260
GO:00072298Oral cavityOSCCintegrin-mediated signaling pathway58/7305107/187231.00e-035.20e-0358
GO:000722916Oral cavityLPintegrin-mediated signaling pathway42/4623107/187235.96e-045.46e-0342
GO:000722924SkincSCCintegrin-mediated signaling pathway47/4864107/187234.21e-054.43e-0447
GO:000722918ThyroidPTCintegrin-mediated signaling pathway55/5968107/187232.07e-052.08e-0455
GO:000722919ThyroidATCintegrin-mediated signaling pathway63/6293107/187237.09e-081.24e-0663
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa04810112EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0481021LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0481031LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa04810111Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
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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
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1BreastDCIS
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1BreastHealthy
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1CervixPrecancer
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1EndometriumAEH
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1EndometriumHealthy
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1HNSCCOSCC
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1HNSCCPrecancer
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1LiverHCC
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1LiverPrecancer
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1ProstateBPH
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1ProstateTumor
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1SkinADJ
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1SkincSCC
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1THCACancer
CDH1ITGAE_ITGB7CDH1_ITGAE_ITGB7CDH1THCAPTC
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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
ITGAESNVMissense_Mutationrs530702065c.1586C>Tp.Thr529Metp.T529MP38570protein_codingdeleterious(0)possibly_damaging(0.805)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ITGAESNVMissense_Mutationrs143859925c.769N>Tp.Arg257Trpp.R257WP38570protein_codingdeleterious(0.01)possibly_damaging(0.761)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ITGAESNVMissense_Mutationnovelc.3534N>Tp.Glu1178Aspp.E1178DP38570protein_codingtolerated_low_confidence(0.37)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGAESNVMissense_Mutationnovelc.1759N>Ap.Leu587Ilep.L587IP38570protein_codingtolerated(1)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGAESNVMissense_Mutationrs530702065c.1586N>Tp.Thr529Metp.T529MP38570protein_codingdeleterious(0)possibly_damaging(0.805)TCGA-BH-AB28-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
ITGAEinsertionNonsense_Mutationnovelc.3242_3243insGTGAGTTCAATAGGGCCTGGAAGGTCAACCCTAp.Leu1081_Lys1082insTerp.L1081_K1082ins*P38570protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ITGAEinsertionNonsense_Mutationnovelc.2538_2539insAAACCCTGTTTCTATTAAAAATACAAAAAATTAp.Val846_Gly847insLysProCysPheTyrTerLysTyrLysLysLeup.V846_G847insKPCFY*KYKKLP38570protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ITGAEinsertionFrame_Shift_Insnovelc.612_613insTCAGCCTCCCGp.Ile205SerfsTer28p.I205Sfs*28P38570protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ITGAESNVMissense_Mutationnovelc.651N>Ap.Asp217Glup.D217EP38570protein_codingdeleterious(0)probably_damaging(0.953)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ITGAESNVMissense_Mutationc.1003G>Ap.Glu335Lysp.E335KP38570protein_codingdeleterious(0.04)benign(0.205)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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