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: EFHC1

Gene summary for EFHC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFHC1

Gene ID

114327

Gene nameEF-hand domain containing 1
Gene AliasEJM1
Cytomap6p12.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B2CKC5


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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
114327EFHC1LZE4THumanEsophagusESCC1.15e-051.96e-010.0811
114327EFHC1LZE5THumanEsophagusESCC2.15e-052.88e-010.0514
114327EFHC1LZE7THumanEsophagusESCC1.81e-041.75e-010.0667
114327EFHC1LZE22D1HumanEsophagusHGIN2.95e-031.63e-010.0595
114327EFHC1LZE24THumanEsophagusESCC2.04e-146.53e-010.0596
114327EFHC1LZE21THumanEsophagusESCC9.92e-031.79e-010.0655
114327EFHC1P1T-EHumanEsophagusESCC1.13e-072.39e-010.0875
114327EFHC1P2T-EHumanEsophagusESCC6.72e-172.11e-010.1177
114327EFHC1P4T-EHumanEsophagusESCC1.87e-122.89e-010.1323
114327EFHC1P5T-EHumanEsophagusESCC1.76e-081.63e-010.1327
114327EFHC1P8T-EHumanEsophagusESCC1.50e-112.60e-010.0889
114327EFHC1P9T-EHumanEsophagusESCC2.85e-132.16e-010.1131
114327EFHC1P10T-EHumanEsophagusESCC1.77e-204.36e-010.116
114327EFHC1P11T-EHumanEsophagusESCC4.95e-093.54e-010.1426
114327EFHC1P12T-EHumanEsophagusESCC6.98e-192.57e-010.1122
114327EFHC1P15T-EHumanEsophagusESCC3.12e-082.41e-010.1149
114327EFHC1P16T-EHumanEsophagusESCC4.03e-367.14e-010.1153
114327EFHC1P19T-EHumanEsophagusESCC3.08e-023.31e-010.1662
114327EFHC1P20T-EHumanEsophagusESCC3.13e-275.70e-010.1124
114327EFHC1P21T-EHumanEsophagusESCC5.93e-173.26e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000091015EsophagusHGINcytokinesis44/2587173/187233.26e-058.32e-0444
GO:00070527EsophagusHGINmitotic spindle organization31/2587120/187233.35e-045.50e-0331
GO:19028507EsophagusHGINmicrotubule cytoskeleton organization involved in mitosis36/2587147/187233.61e-045.68e-0336
GO:00616406EsophagusHGINcytoskeleton-dependent cytokinesis27/2587100/187233.71e-045.77e-0327
GO:00070518EsophagusHGINspindle organization42/2587184/187236.07e-048.49e-0342
GO:00002816EsophagusHGINmitotic cytokinesis19/258771/187232.90e-032.81e-0219
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:000028115EsophagusESCCmitotic cytokinesis58/855271/187234.34e-101.15e-0858
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:00513025EsophagusESCCregulation of cell division97/8552177/187238.93e-033.12e-0297
GO:00002812LiverCirrhoticmitotic cytokinesis32/463471/187231.48e-041.42e-0332
GO:00070522LiverCirrhoticmitotic spindle organization46/4634120/187236.56e-044.98e-0346
GO:00009105LiverCirrhoticcytokinesis62/4634173/187237.13e-045.33e-0362
GO:00616402LiverCirrhoticcytoskeleton-dependent cytokinesis38/4634100/187232.22e-031.35e-0238
GO:19028502LiverCirrhoticmicrotubule cytoskeleton organization involved in mitosis52/4634147/187232.52e-031.51e-0252
GO:00070514LiverCirrhoticspindle organization62/4634184/187233.88e-032.10e-0262
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
EFHC1SNVMissense_Mutationrs754282571c.37C>Tp.Pro13Serp.P13SQ5JVL4protein_codingdeleterious(0)probably_damaging(1)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
EFHC1SNVMissense_Mutationrs772750016c.325A>Gp.Met109Valp.M109VQ5JVL4protein_codingtolerated(0.5)benign(0)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
EFHC1SNVMissense_Mutationc.50T>Gp.Phe17Cysp.F17CQ5JVL4protein_codingdeleterious(0.01)benign(0.265)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
EFHC1SNVMissense_Mutationc.1071G>Cp.Glu357Aspp.E357DQ5JVL4protein_codingtolerated(0.55)benign(0.003)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EFHC1insertionFrame_Shift_Insnovelc.969_970insGAGGTAGTAGGGTTGAGAATAGACATAGGGAGACAGATCCCp.Tyr324GlufsTer60p.Y324Efs*60Q5JVL4protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EFHC1SNVMissense_Mutationrs534406651c.105N>Ap.Asn35Lysp.N35KQ5JVL4protein_codingdeleterious(0)benign(0.171)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
EFHC1SNVMissense_Mutationc.224N>Ap.Gly75Aspp.G75DQ5JVL4protein_codingdeleterious(0.04)possibly_damaging(0.642)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EFHC1SNVMissense_Mutationrs200375854c.451N>Tp.Arg151Cysp.R151CQ5JVL4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EFHC1SNVMissense_Mutationrs553105915c.838G>Ap.Glu280Lysp.E280KQ5JVL4protein_codingtolerated(0.48)benign(0.086)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EFHC1SNVMissense_Mutationrs151126903c.842N>Ap.Arg281Glnp.R281QQ5JVL4protein_codingtolerated(0.57)benign(0.103)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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