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: EFHD1

Gene summary for EFHD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFHD1

Gene ID

80303

Gene nameEF-hand domain family member D1
Gene AliasMST133
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9BUP0


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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
80303EFHD1GSM4909282HumanBreastIDC5.26e-16-4.07e-01-0.0288
80303EFHD1GSM4909285HumanBreastIDC3.13e-04-7.65e-020.21
80303EFHD1GSM4909286HumanBreastIDC3.01e-041.84e-010.1081
80303EFHD1GSM4909291HumanBreastIDC2.73e-03-3.53e-010.1753
80303EFHD1GSM4909293HumanBreastIDC6.40e-245.68e-010.1581
80303EFHD1GSM4909296HumanBreastIDC1.82e-02-1.42e-010.1524
80303EFHD1GSM4909297HumanBreastIDC1.45e-03-3.62e-020.1517
80303EFHD1GSM4909298HumanBreastIDC2.65e-028.98e-020.1551
80303EFHD1GSM4909301HumanBreastIDC3.08e-02-2.24e-010.1577
80303EFHD1GSM4909303HumanBreastIDC8.03e-087.18e-010.0438
80303EFHD1GSM4909306HumanBreastIDC4.07e-033.71e-010.1564
80303EFHD1GSM4909308HumanBreastIDC1.97e-041.60e-010.158
80303EFHD1GSM4909311HumanBreastIDC6.66e-15-4.92e-020.1534
80303EFHD1GSM4909317HumanBreastIDC3.35e-186.79e-010.1355
80303EFHD1GSM4909318HumanBreastIDC4.21e-087.78e-010.2031
80303EFHD1GSM4909319HumanBreastIDC7.68e-23-2.61e-020.1563
80303EFHD1GSM4909321HumanBreastIDC7.32e-036.80e-020.1559
80303EFHD1brca1HumanBreastPrecancer6.09e-11-3.69e-01-0.0338
80303EFHD1NCCBC11HumanBreastDCIS5.39e-077.22e-010.1232
80303EFHD1NCCBC3HumanBreastDCIS6.32e-04-3.00e-010.1198
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
∗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:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00714703BreastPrecancercellular response to osmotic stress8/108041/187232.08e-031.97e-028
GO:006219714BreastIDCcellular response to chemical stress55/1434337/187237.07e-084.36e-0655
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:007147011BreastIDCcellular response to osmotic stress10/143441/187238.38e-049.79e-0310
GO:00714742BreastIDCcellular hyperosmotic response5/143415/187234.10e-033.25e-025
GO:006219724BreastDCIScellular response to chemical stress56/1390337/187239.64e-097.38e-0756
GO:007121423BreastDCIScellular response to abiotic stimulus47/1390331/187231.32e-053.31e-0447
GO:010400423BreastDCIScellular response to environmental stimulus47/1390331/187231.32e-053.31e-0447
GO:00714702BreastDCIScellular response to osmotic stress10/139041/187236.57e-048.09e-0310
GO:007147411BreastDCIScellular hyperosmotic response5/139015/187233.58e-032.92e-025
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
GO:00714707EsophagusESCCcellular response to osmotic stress31/855241/187239.32e-056.68e-0431
GO:00714724EsophagusESCCcellular response to salt stress10/855212/187238.94e-033.12e-0210
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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
EFHD1SNVMissense_Mutationnovelc.288G>Tp.Glu96Aspp.E96DQ9BUP0protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EFHD1SNVMissense_Mutationc.319N>Ap.Asp107Asnp.D107NQ9BUP0protein_codingdeleterious(0.02)possibly_damaging(0.893)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
EFHD1SNVMissense_Mutationrs761223584c.677N>Ap.Arg226Hisp.R226HQ9BUP0protein_codingdeleterious(0.01)possibly_damaging(0.691)TCGA-4T-AA8H-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EFHD1SNVMissense_Mutationrs761223584c.677G>Ap.Arg226Hisp.R226HQ9BUP0protein_codingdeleterious(0.01)possibly_damaging(0.691)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EFHD1SNVMissense_Mutationc.331N>Ap.Asp111Asnp.D111NQ9BUP0protein_codingdeleterious(0.03)possibly_damaging(0.844)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EFHD1SNVMissense_Mutationrs771795073c.542N>Tp.Ala181Valp.A181VQ9BUP0protein_codingtolerated(0.06)benign(0.015)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EFHD1SNVMissense_Mutationrs773966692c.446N>Ap.Arg149Glnp.R149QQ9BUP0protein_codingdeleterious(0.02)probably_damaging(0.937)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EFHD1SNVMissense_Mutationrs757443440c.535N>Ap.Asp179Asnp.D179NQ9BUP0protein_codingtolerated(0.25)benign(0.107)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
EFHD1SNVMissense_Mutationrs745364469c.427G>Ap.Asp143Asnp.D143NQ9BUP0protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
EFHD1SNVMissense_Mutationrs757013631c.647N>Ap.Arg216Glnp.R216QQ9BUP0protein_codingtolerated(0.08)benign(0.266)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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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