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: EHD2

Gene summary for EHD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EHD2

Gene ID

30846

Gene nameEH domain containing 2
Gene AliasPAST2
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

A0A024R0S6


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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
30846EHD2LZE4THumanEsophagusESCC2.31e-183.32e-010.0811
30846EHD2LZE8THumanEsophagusESCC1.80e-112.75e-010.067
30846EHD2LZE20THumanEsophagusESCC3.00e-071.90e-010.0662
30846EHD2LZE24THumanEsophagusESCC1.52e-123.12e-010.0596
30846EHD2LZE6THumanEsophagusESCC7.40e-083.99e-010.0845
30846EHD2P1T-EHumanEsophagusESCC1.35e-043.24e-010.0875
30846EHD2P2T-EHumanEsophagusESCC1.25e-066.50e-020.1177
30846EHD2P4T-EHumanEsophagusESCC2.81e-132.95e-010.1323
30846EHD2P5T-EHumanEsophagusESCC4.08e-265.07e-010.1327
30846EHD2P8T-EHumanEsophagusESCC1.93e-326.66e-010.0889
30846EHD2P9T-EHumanEsophagusESCC7.11e-082.70e-010.1131
30846EHD2P10T-EHumanEsophagusESCC4.04e-223.44e-010.116
30846EHD2P11T-EHumanEsophagusESCC1.35e-309.68e-010.1426
30846EHD2P12T-EHumanEsophagusESCC2.88e-235.06e-010.1122
30846EHD2P15T-EHumanEsophagusESCC3.11e-275.79e-010.1149
30846EHD2P16T-EHumanEsophagusESCC3.31e-085.20e-020.1153
30846EHD2P17T-EHumanEsophagusESCC1.57e-197.63e-010.1278
30846EHD2P19T-EHumanEsophagusESCC6.85e-108.49e-010.1662
30846EHD2P20T-EHumanEsophagusESCC3.97e-194.27e-010.1124
30846EHD2P21T-EHumanEsophagusESCC1.60e-408.96e-010.1617
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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:001619717SkincSCCendosomal transport98/4864230/187232.71e-087.41e-0798
GO:009887617SkincSCCvesicle-mediated transport to the plasma membrane59/4864136/187237.60e-061.04e-0459
GO:003086519SkincSCCcortical cytoskeleton organization29/486461/187232.33e-041.91e-0329
GO:003086615SkincSCCcortical actin cytoskeleton organization18/486440/187237.10e-033.40e-0218
GO:0032386111ThyroidPTCregulation of intracellular transport202/5968337/187231.12e-263.93e-24202
GO:0032388112ThyroidPTCpositive regulation of intracellular transport132/5968202/187231.10e-222.57e-20132
GO:0072659112ThyroidPTCprotein localization to plasma membrane153/5968284/187239.90e-156.50e-13153
GO:1990778111ThyroidPTCprotein localization to cell periphery172/5968333/187233.71e-142.30e-12172
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
GO:009887618ThyroidPTCvesicle-mediated transport to the plasma membrane74/5968136/187234.20e-089.08e-0774
GO:0030865110ThyroidPTCcortical cytoskeleton organization38/596861/187239.77e-071.46e-0538
GO:003086616ThyroidPTCcortical actin cytoskeleton organization25/596840/187236.51e-055.72e-0425
GO:00973202ThyroidPTCplasma membrane tubulation13/596820/187232.37e-031.24e-0213
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
GO:003238825ThyroidATCpositive regulation of intracellular transport131/6293202/187238.20e-201.24e-17131
GO:007265928ThyroidATCprotein localization to plasma membrane161/6293284/187238.45e-166.52e-14161
GO:199077826ThyroidATCprotein localization to cell periphery181/6293333/187233.72e-152.56e-13181
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
GO:009887619ThyroidATCvesicle-mediated transport to the plasma membrane77/6293136/187232.86e-085.43e-0777
GO:003086523ThyroidATCcortical cytoskeleton organization41/629361/187238.28e-081.43e-0641
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
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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
EHD2SNVMissense_Mutationc.666C>Gp.Asp222Glup.D222EQ9NZN4protein_codingdeleterious(0)probably_damaging(0.966)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EHD2SNVMissense_Mutationnovelc.1114N>Tp.His372Tyrp.H372YQ9NZN4protein_codingdeleterious(0.03)benign(0.396)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EHD2SNVMissense_Mutationnovelc.1525G>Ap.Ala509Thrp.A509TQ9NZN4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
EHD2SNVMissense_Mutationc.956C>Tp.Pro319Leup.P319LQ9NZN4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EHD2SNVMissense_Mutationrs146188664c.457N>Ap.Asp153Asnp.D153NQ9NZN4protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EHD2SNVMissense_Mutationrs772336133c.1321N>Ap.Glu441Lysp.E441KQ9NZN4protein_codingtolerated(0.06)benign(0.029)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
EHD2SNVMissense_Mutationnovelc.922N>Ap.Ala308Thrp.A308TQ9NZN4protein_codingdeleterious(0.01)possibly_damaging(0.51)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EHD2SNVMissense_Mutationnovelc.820G>Ap.Glu274Lysp.E274KQ9NZN4protein_codingdeleterious(0)benign(0.327)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EHD2SNVMissense_Mutationc.608N>Ap.Ala203Aspp.A203DQ9NZN4protein_codingdeleterious(0)possibly_damaging(0.616)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EHD2SNVMissense_Mutationc.865G>Ap.Ala289Thrp.A289TQ9NZN4protein_codingdeleterious(0.03)benign(0.135)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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