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: EHD1

Gene summary for EHD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EHD1

Gene ID

10938

Gene nameEH domain containing 1
Gene AliasH-PAST
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

B2R5U3


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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
10938EHD1HTA11_2487_2000001011HumanColorectumSER6.55e-093.51e-01-0.1808
10938EHD1HTA11_347_2000001011HumanColorectumAD6.17e-042.29e-01-0.1954
10938EHD1HTA11_411_2000001011HumanColorectumSER3.17e-027.50e-01-0.2602
10938EHD1HTA11_2112_2000001011HumanColorectumSER5.61e-045.79e-01-0.2196
10938EHD1HTA11_696_2000001011HumanColorectumAD3.86e-052.30e-01-0.1464
10938EHD1HTA11_866_2000001011HumanColorectumAD7.15e-041.75e-01-0.1001
10938EHD1HTA11_1391_2000001011HumanColorectumAD7.04e-053.70e-01-0.059
10938EHD1HTA11_866_3004761011HumanColorectumAD3.99e-031.84e-010.096
10938EHD1HTA11_99999971662_82457HumanColorectumMSS1.93e-093.01e-010.3859
10938EHD1HTA11_99999973899_84307HumanColorectumMSS2.13e-033.68e-010.2585
10938EHD1LZE4THumanEsophagusESCC6.34e-04-1.60e-010.0811
10938EHD1LZE7THumanEsophagusESCC2.68e-058.21e-020.0667
10938EHD1LZE8THumanEsophagusESCC2.78e-05-4.85e-030.067
10938EHD1LZE20THumanEsophagusESCC7.46e-03-9.31e-020.0662
10938EHD1LZE24THumanEsophagusESCC1.12e-115.34e-020.0596
10938EHD1LZE6THumanEsophagusESCC4.67e-02-1.79e-010.0845
10938EHD1P1T-EHumanEsophagusESCC2.61e-027.10e-010.0875
10938EHD1P2T-EHumanEsophagusESCC5.52e-09-6.27e-020.1177
10938EHD1P4T-EHumanEsophagusESCC1.67e-081.02e-010.1323
10938EHD1P5T-EHumanEsophagusESCC1.97e-122.63e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0032456ColorectumADendocytic recycling28/391873/187234.87e-045.30e-0328
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00323861ColorectumSERregulation of intracellular transport89/2897337/187231.34e-077.96e-0689
GO:00323881ColorectumSERpositive regulation of intracellular transport59/2897202/187234.98e-072.48e-0559
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:19900901ColorectumSERcellular response to nerve growth factor stimulus19/289753/187232.20e-043.89e-0319
GO:00988761ColorectumSERvesicle-mediated transport to the plasma membrane37/2897136/187233.08e-045.00e-0337
GO:19900891ColorectumSERresponse to nerve growth factor19/289756/187234.92e-047.02e-0319
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
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
EHD1SNVMissense_Mutationc.961N>Tp.His321Tyrp.H321Yprotein_codingdeleterious(0)possibly_damaging(0.519)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
EHD1SNVMissense_Mutationrs772683924c.719N>Tp.Thr240Metp.T240Mprotein_codingtolerated(0.18)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EHD1SNVMissense_Mutationc.580N>Ap.Glu194Lysp.E194Kprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EHD1SNVMissense_Mutationc.865N>Ap.Glu289Lysp.E289Kprotein_codingtolerated(0.11)possibly_damaging(0.511)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
EHD1SNVMissense_Mutationc.166N>Gp.Phe56Valp.F56Vprotein_codingdeleterious(0)possibly_damaging(0.516)TCGA-EW-A1J1-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
EHD1deletionIn_Frame_Delc.1212_1220delCGCGCGGCTp.Ile404_Leu407delinsMetp.I404_L407delinsMprotein_codingTCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
EHD1deletionFrame_Shift_Delnovelc.77delAp.Lys26ArgfsTer67p.K26Rfs*67protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
EHD1SNVMissense_Mutationnovelc.625G>Ap.Asp209Asnp.D209Nprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
EHD1SNVMissense_Mutationc.1184C>Ap.Thr395Lysp.T395Kprotein_codingtolerated(0.68)benign(0.106)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EHD1SNVMissense_Mutationc.371N>Tp.Pro124Leup.P124Lprotein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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