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:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:00109763Oral cavityOSCCpositive regulation of neuron projection development80/7305163/187235.54e-032.14e-0280
GO:00108835Oral cavityOSCCregulation of lipid storage32/730557/187236.45e-032.40e-0232
GO:003238616Oral cavityLPregulation of intracellular transport145/4623337/187238.58e-148.27e-12145
GO:003238819Oral cavityLPpositive regulation of intracellular transport97/4623202/187234.79e-134.30e-1197
GO:007265919Oral cavityLPprotein localization to plasma membrane119/4623284/187231.11e-106.44e-09119
GO:199077817Oral cavityLPprotein localization to cell periphery133/4623333/187234.42e-102.21e-08133
GO:001619714Oral cavityLPendosomal transport98/4623230/187231.65e-097.50e-0898
GO:00512591Oral cavityLPprotein complex oligomerization85/4623238/187238.81e-051.11e-0385
GO:005123519Oral cavityLPmaintenance of location111/4623327/187239.62e-051.20e-03111
GO:009887614Oral cavityLPvesicle-mediated transport to the plasma membrane53/4623136/187231.54e-041.76e-0353
GO:003134615Oral cavityLPpositive regulation of cell projection organization109/4623353/187234.59e-032.93e-02109
GO:001097612Oral cavityLPpositive regulation of neuron projection development55/4623163/187235.74e-033.44e-0255
GO:00324564Oral cavityLPendocytic recycling28/462373/187236.61e-033.86e-0228
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:0031346110ThyroidPTCpositive regulation of cell projection organization173/5968353/187231.09e-114.40e-10173
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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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