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: EPB41

Gene summary for EPB41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPB41

Gene ID

2035

Gene nameerythrocyte membrane protein band 4.1
Gene Alias4.1R
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P11171


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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
2035EPB41CCI_1HumanCervixCC6.89e-077.71e-010.528
2035EPB41CCI_2HumanCervixCC2.53e-025.81e-010.5249
2035EPB41CCI_3HumanCervixCC3.01e-087.06e-010.516
2035EPB41HTA11_3410_2000001011HumanColorectumAD3.98e-13-5.53e-010.0155
2035EPB41HTA11_347_2000001011HumanColorectumAD1.05e-023.71e-01-0.1954
2035EPB41HTA11_9408_2000001011HumanColorectumAD5.05e-03-3.42e-010.0451
2035EPB41HTA11_99999965062_69753HumanColorectumMSI-H2.66e-027.23e-010.3487
2035EPB41HTA11_99999974143_84620HumanColorectumMSS2.80e-02-2.03e-010.3005
2035EPB41F007HumanColorectumFAP7.07e-04-5.02e-010.1176
2035EPB41A002-C-010HumanColorectumFAP1.20e-04-3.53e-010.242
2035EPB41A001-C-207HumanColorectumFAP8.23e-04-4.23e-010.1278
2035EPB41A015-C-203HumanColorectumFAP6.10e-39-4.26e-01-0.1294
2035EPB41A015-C-204HumanColorectumFAP3.07e-05-2.82e-01-0.0228
2035EPB41A014-C-040HumanColorectumFAP2.84e-09-7.47e-01-0.1184
2035EPB41A002-C-201HumanColorectumFAP6.18e-23-6.21e-010.0324
2035EPB41A002-C-203HumanColorectumFAP8.52e-18-4.23e-010.2786
2035EPB41A001-C-119HumanColorectumFAP6.99e-07-2.48e-01-0.1557
2035EPB41A001-C-108HumanColorectumFAP6.79e-29-3.54e-01-0.0272
2035EPB41A002-C-205HumanColorectumFAP1.60e-24-4.78e-01-0.1236
2035EPB41A001-C-104HumanColorectumFAP3.05e-08-2.77e-010.0184
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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
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
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
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
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:01501169CervixCCregulation of cell-substrate junction organization25/231171/187235.58e-072.06e-0525
GO:00480417CervixCCfocal adhesion assembly28/231187/187239.86e-073.45e-0528
GO:19043779CervixCCpositive regulation of protein localization to cell periphery24/231169/187231.21e-064.15e-0524
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:001081110CervixCCpositive regulation of cell-substrate adhesion34/2311123/187233.66e-069.68e-0534
GO:00518938CervixCCregulation of focal adhesion assembly22/231166/187237.37e-061.73e-0422
GO:00901098CervixCCregulation of cell-substrate junction assembly22/231166/187237.37e-061.73e-0422
GO:005109910CervixCCpositive regulation of binding42/2311173/187231.07e-052.33e-0442
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00083608CervixCCregulation of cell shape38/2311154/187231.86e-053.46e-0438
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00308657CervixCCcortical cytoskeleton organization19/231161/187238.72e-051.16e-0319
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:00433939CervixCCregulation of protein binding42/2311196/187232.27e-042.55e-0342
GO:19043758CervixCCregulation of protein localization to cell periphery30/2311125/187232.28e-042.56e-0330
GO:000206410CervixCCepithelial cell development45/2311220/187234.14e-044.21e-0345
GO:19018886CervixCCregulation of cell junction assembly42/2311204/187235.50e-045.29e-0342
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
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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
EPB41SNVMissense_Mutationrs202197419c.1070N>Gp.Pro357Argp.P357RP11171protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EPB41SNVMissense_Mutationc.1412G>Ap.Arg471Glnp.R471QP11171protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPB41SNVMissense_Mutationc.223N>Cp.Glu75Glnp.E75QP11171protein_codingtolerated(0.06)benign(0.077)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EPB41SNVMissense_Mutationc.118N>Gp.Gln40Glup.Q40EP11171protein_codingtolerated_low_confidence(0.34)benign(0.013)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EPB41deletionFrame_Shift_Delc.1056delNp.Phe353LeufsTer25p.F353Lfs*25P11171protein_codingTCGA-B6-A1KI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EPB41SNVMissense_Mutationnovelc.1597C>Tp.Arg533Cysp.R533CP11171protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EPB41SNVMissense_Mutationc.868N>Gp.Pro290Alap.P290AP11171protein_codingdeleterious(0)probably_damaging(0.996)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
EPB41SNVMissense_Mutationnovelc.1828C>Ap.Pro610Thrp.P610TP11171protein_codingdeleterious(0.03)benign(0.001)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
EPB41SNVMissense_Mutationc.1402N>Gp.Pro468Alap.P468AP11171protein_codingdeleterious(0.01)possibly_damaging(0.453)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EPB41SNVMissense_Mutationc.1969N>Ap.Glu657Lysp.E657KP11171protein_codingdeleterious(0.01)benign(0.097)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<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
2035EPB41TRANSPORTERbupropionBUPROPION
2035EPB41TRANSPORTERnicotineNICOTINE
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