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:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:003086517EsophagusESCCcortical cytoskeleton organization44/855261/187232.50e-052.13e-0444
GO:003086610EsophagusESCCcortical actin cytoskeleton organization28/855240/187231.61e-037.50e-0328
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:003086512LiverHCCcortical cytoskeleton organization47/795861/187234.03e-088.69e-0747
GO:003086612LiverHCCcortical actin cytoskeleton organization30/795840/187233.04e-053.12e-0430
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
GO:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:003238818Oral cavityOSCCpositive regulation of intracellular transport134/7305202/187232.82e-151.88e-13134
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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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