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: EFCAB14

Gene summary for EFCAB14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFCAB14

Gene ID

9813

Gene nameEF-hand calcium binding domain 14
Gene AliasKIAA0494
Cytomap1p33
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

O75071


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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
9813EFCAB14P56T-EHumanEsophagusESCC2.35e-099.95e-010.1613
9813EFCAB14P57T-EHumanEsophagusESCC1.11e-203.67e-010.0926
9813EFCAB14P61T-EHumanEsophagusESCC7.40e-184.15e-010.099
9813EFCAB14P62T-EHumanEsophagusESCC1.08e-417.74e-010.1302
9813EFCAB14P65T-EHumanEsophagusESCC3.03e-193.02e-010.0978
9813EFCAB14P74T-EHumanEsophagusESCC5.37e-164.28e-010.1479
9813EFCAB14P75T-EHumanEsophagusESCC4.81e-265.58e-010.1125
9813EFCAB14P76T-EHumanEsophagusESCC4.58e-121.82e-010.1207
9813EFCAB14P79T-EHumanEsophagusESCC3.27e-173.19e-010.1154
9813EFCAB14P80T-EHumanEsophagusESCC4.69e-196.14e-010.155
9813EFCAB14P82T-EHumanEsophagusESCC3.91e-188.32e-010.1072
9813EFCAB14P83T-EHumanEsophagusESCC2.00e-164.96e-010.1738
9813EFCAB14P84T-EHumanEsophagusESCC4.96e-042.98e-010.0933
9813EFCAB14P89T-EHumanEsophagusESCC7.65e-104.48e-010.1752
9813EFCAB14P91T-EHumanEsophagusESCC4.92e-131.06e+000.1828
9813EFCAB14P94T-EHumanEsophagusESCC4.41e-034.28e-010.0879
9813EFCAB14P104T-EHumanEsophagusESCC1.35e-034.79e-010.0931
9813EFCAB14P107T-EHumanEsophagusESCC2.04e-265.02e-010.171
9813EFCAB14P126T-EHumanEsophagusESCC2.67e-108.43e-010.1125
9813EFCAB14P127T-EHumanEsophagusESCC6.29e-324.97e-010.0826
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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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
EFCAB14SNVMissense_Mutationc.1331N>Tp.Arg444Leup.R444LO75071protein_codingtolerated(0.45)benign(0.001)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EFCAB14SNVMissense_Mutationnovelc.1213N>Gp.Pro405Alap.P405AO75071protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EFCAB14SNVMissense_Mutationc.116C>Tp.Ser39Leup.S39LO75071protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EFCAB14insertionFrame_Shift_Insnovelc.1210_1211insTTTTTAGTAAAGATp.Lys404IlefsTer27p.K404Ifs*27O75071protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EFCAB14SNVMissense_Mutationrs148637456c.1435N>Ap.Asp479Asnp.D479NO75071protein_codingtolerated(0.11)benign(0.012)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
EFCAB14SNVMissense_Mutationc.987N>Ap.Met329Ilep.M329IO75071protein_codingtolerated(0.16)benign(0)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
EFCAB14SNVMissense_Mutationc.1016N>Tp.Arg339Ilep.R339IO75071protein_codingtolerated(0.18)possibly_damaging(0.549)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
EFCAB14SNVMissense_Mutationc.604T>Gp.Leu202Valp.L202VO75071protein_codingtolerated(0.09)benign(0.41)TCGA-DM-A280-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EFCAB14SNVMissense_Mutationc.89N>Ap.Arg30Hisp.R30HO75071protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
EFCAB14SNVMissense_Mutationnovelc.1094N>Tp.Ser365Phep.S365FO75071protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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