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: EPB41L5

Gene summary for EPB41L5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPB41L5

Gene ID

57669

Gene nameerythrocyte membrane protein band 4.1 like 5
Gene AliasBE37
Cytomap2q14.2
Gene Typeprotein-coding
GO ID

GO:0000578

UniProtAcc

Q9HCM4


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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
57669EPB41L5CCI_1HumanCervixCC1.27e-036.38e-010.528
57669EPB41L5AEH-subject1HumanEndometriumAEH1.72e-518.78e-01-0.3059
57669EPB41L5AEH-subject2HumanEndometriumAEH2.98e-073.98e-01-0.2525
57669EPB41L5AEH-subject3HumanEndometriumAEH1.34e-195.45e-01-0.2576
57669EPB41L5AEH-subject4HumanEndometriumAEH2.61e-084.65e-01-0.2657
57669EPB41L5AEH-subject5HumanEndometriumAEH1.20e-317.46e-01-0.2953
57669EPB41L5EEC-subject1HumanEndometriumEEC1.26e-368.90e-01-0.2682
57669EPB41L5EEC-subject2HumanEndometriumEEC9.82e-174.64e-01-0.2607
57669EPB41L5EEC-subject3HumanEndometriumEEC8.74e-062.70e-01-0.2525
57669EPB41L5EEC-subject4HumanEndometriumEEC1.61e-114.07e-01-0.2571
57669EPB41L5EEC-subject5HumanEndometriumEEC4.13e-154.96e-01-0.249
57669EPB41L5GSM5276935HumanEndometriumEEC2.16e-041.60e-01-0.123
57669EPB41L5GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.42e-027.43e-02-0.1934
57669EPB41L5GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.66e-034.95e-03-0.1917
57669EPB41L5LZE4THumanEsophagusESCC2.17e-073.06e-010.0811
57669EPB41L5LZE20THumanEsophagusESCC5.83e-032.56e-010.0662
57669EPB41L5LZE22THumanEsophagusESCC1.72e-034.49e-010.068
57669EPB41L5LZE24THumanEsophagusESCC1.72e-155.22e-010.0596
57669EPB41L5P1T-EHumanEsophagusESCC9.90e-077.23e-010.0875
57669EPB41L5P2T-EHumanEsophagusESCC1.17e-204.34e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
GO:00510998LungIACpositive regulation of binding34/2061173/187235.58e-047.76e-0334
GO:00300486LungIACactin filament-based movement27/2061127/187235.70e-047.89e-0327
GO:00433938LungIACregulation of protein binding37/2061196/187237.28e-049.60e-0337
GO:00511007LungIACnegative regulation of binding32/2061162/187237.30e-049.60e-0332
GO:00320926LungIACpositive regulation of protein binding20/206185/187237.54e-049.82e-0320
GO:01501173LungIACpositive regulation of cell-substrate junction organization10/206133/187232.18e-032.15e-0210
GO:0006929LungIACsubstrate-dependent cell migration8/206123/187232.28e-032.22e-028
GO:00163312LungIACmorphogenesis of embryonic epithelium28/2061147/187232.65e-032.44e-0228
GO:00604852LungIACmesenchyme development47/2061291/187234.61e-033.64e-0247
GO:00320915LungIACnegative regulation of protein binding19/206194/187236.26e-034.48e-0219
GO:00487623LungIACmesenchymal cell differentiation39/2061236/187236.33e-034.51e-0239
GO:00018372LungIACepithelial to mesenchymal transition28/2061157/187236.84e-034.75e-0228
GO:000716012LungAIScell-matrix adhesion60/1849233/187232.19e-122.55e-0960
GO:003158913LungAIScell-substrate adhesion80/1849363/187233.80e-123.16e-0980
GO:000704413LungAIScell-substrate junction assembly34/184995/187238.17e-125.29e-0934
GO:015011513LungAIScell-substrate junction organization34/1849101/187235.74e-112.09e-0834
GO:001081013LungAISregulation of cell-substrate adhesion55/1849221/187237.48e-112.49e-0855
GO:004804112LungAISfocal adhesion assembly31/184987/187237.71e-112.49e-0831
GO:005189313LungAISregulation of focal adhesion assembly26/184966/187231.99e-105.52e-0826
GO:009010913LungAISregulation of cell-substrate junction assembly26/184966/187231.99e-105.52e-0826
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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
EPB41L5SNVMissense_Mutationc.391C>Tp.Arg131Cysp.R131CQ9HCM4protein_codingdeleterious(0)probably_damaging(0.912)TCGA-A7-A26F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
EPB41L5SNVMissense_Mutationc.966C>Gp.Phe322Leup.F322LQ9HCM4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EPB41L5SNVMissense_Mutationc.1851N>Tp.Met617Ilep.M617IQ9HCM4protein_codingtolerated_low_confidence(0.5)benign(0.003)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EPB41L5SNVMissense_Mutationnovelc.1279N>Tp.Pro427Serp.P427SQ9HCM4protein_codingtolerated(0.54)benign(0.075)TCGA-D8-A1JF-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
EPB41L5SNVMissense_Mutationc.274N>Cp.Ala92Prop.A92PQ9HCM4protein_codingtolerated(0.09)probably_damaging(0.994)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
EPB41L5SNVMissense_Mutationnovelc.1900G>Ap.Glu634Lysp.E634KQ9HCM4protein_codingdeleterious_low_confidence(0.04)benign(0.214)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EPB41L5SNVMissense_Mutationc.473C>Tp.Thr158Ilep.T158IQ9HCM4protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EPB41L5SNVMissense_Mutationc.563N>Cp.Arg188Thrp.R188TQ9HCM4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EPB41L5SNVMissense_Mutationc.2079A>Tp.Lys693Asnp.K693NQ9HCM4protein_codingtolerated_low_confidence(0.4)benign(0.007)TCGA-AA-3875-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EPB41L5SNVMissense_Mutationrs150028843c.433C>Gp.Gln145Glup.Q145EQ9HCM4protein_codingdeleterious(0.04)possibly_damaging(0.892)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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