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: EPB41L1

Gene summary for EPB41L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPB41L1

Gene ID

2036

Gene nameerythrocyte membrane protein band 4.1 like 1
Gene Alias4.1N
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A0C4DH22


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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
2036EPB41L1CA_HPV_1HumanCervixCC1.74e-05-1.91e-010.0264
2036EPB41L1CCI_2HumanCervixCC1.94e-031.25e+000.5249
2036EPB41L1CCI_3HumanCervixCC2.65e-101.43e+000.516
2036EPB41L1HTA11_347_2000001011HumanColorectumAD2.09e-085.13e-01-0.1954
2036EPB41L1HTA11_83_2000001011HumanColorectumSER5.19e-055.22e-01-0.1526
2036EPB41L1HTA11_866_2000001011HumanColorectumAD2.73e-024.06e-01-0.1001
2036EPB41L1HTA11_99999970781_79442HumanColorectumMSS3.77e-04-3.69e-010.294
2036EPB41L1A015-C-203HumanColorectumFAP5.32e-18-3.23e-01-0.1294
2036EPB41L1A002-C-201HumanColorectumFAP6.49e-08-8.91e-020.0324
2036EPB41L1A001-C-119HumanColorectumFAP1.27e-03-2.62e-01-0.1557
2036EPB41L1A001-C-108HumanColorectumFAP4.47e-11-1.91e-01-0.0272
2036EPB41L1A002-C-205HumanColorectumFAP2.52e-17-1.69e-02-0.1236
2036EPB41L1A015-C-005HumanColorectumFAP3.60e-02-2.39e-01-0.0336
2036EPB41L1A015-C-006HumanColorectumFAP4.79e-09-3.58e-01-0.0994
2036EPB41L1A015-C-106HumanColorectumFAP9.62e-08-2.78e-01-0.0511
2036EPB41L1A002-C-114HumanColorectumFAP1.10e-12-2.68e-01-0.1561
2036EPB41L1A015-C-104HumanColorectumFAP4.26e-23-4.33e-01-0.1899
2036EPB41L1A001-C-014HumanColorectumFAP7.78e-08-2.89e-010.0135
2036EPB41L1A002-C-016HumanColorectumFAP1.37e-12-2.70e-010.0521
2036EPB41L1A015-C-002HumanColorectumFAP2.56e-07-3.43e-01-0.0763
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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
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:00308657CervixCCcortical cytoskeleton organization19/231161/187238.72e-051.16e-0319
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:00308667CervixCCcortical actin cytoskeleton organization12/231140/187232.44e-031.71e-0212
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:0030866ColorectumADcortical actin cytoskeleton organization19/391840/187231.58e-042.20e-0319
GO:0030865ColorectumADcortical cytoskeleton organization25/391861/187232.96e-043.60e-0325
GO:00308651ColorectumSERcortical cytoskeleton organization19/289761/187231.59e-031.69e-0219
GO:00308661ColorectumSERcortical actin cytoskeleton organization14/289740/187231.88e-031.90e-0214
GO:00310321ColorectumSERactomyosin structure organization45/2897196/187233.60e-033.03e-0245
GO:00308652ColorectumMSScortical cytoskeleton organization24/346761/187231.16e-041.81e-0324
GO:00308662ColorectumMSScortical actin cytoskeleton organization17/346740/187233.87e-044.86e-0317
GO:00310322ColorectumMSSactomyosin structure organization53/3467196/187232.04e-031.75e-0253
GO:00310323ColorectumFAPactomyosin structure organization51/2622196/187235.89e-061.88e-0451
GO:00308663ColorectumFAPcortical actin cytoskeleton organization14/262240/187236.94e-047.50e-0314
GO:00308653ColorectumFAPcortical cytoskeleton organization18/262261/187231.30e-031.20e-0218
GO:00310324ColorectumCRCactomyosin structure organization45/2078196/187231.49e-068.14e-0545
GO:00308664ColorectumCRCcortical actin cytoskeleton organization14/207840/187235.81e-051.31e-0314
GO:00308654ColorectumCRCcortical cytoskeleton organization18/207861/187237.27e-051.53e-0318
GO:003086517EsophagusESCCcortical cytoskeleton organization44/855261/187232.50e-052.13e-0444
GO:003086610EsophagusESCCcortical actin cytoskeleton organization28/855240/187231.61e-037.50e-0328
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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
EPB41L1SNVMissense_Mutationnovelc.2459N>Gp.Ser820Cysp.S820CQ9H4G0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
EPB41L1SNVMissense_Mutationc.334N>Ap.Glu112Lysp.E112KQ9H4G0protein_codingdeleterious(0.01)possibly_damaging(0.882)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EPB41L1SNVMissense_Mutationnovelc.1119C>Gp.Phe373Leup.F373LQ9H4G0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EPB41L1SNVMissense_Mutationrs145893462c.112G>Ap.Gly38Serp.G38SQ9H4G0protein_codingtolerated_low_confidence(0.89)benign(0.003)TCGA-BH-A0DD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelCR
EPB41L1SNVMissense_Mutationrs766032605c.1312N>Tp.Arg438Cysp.R438CQ9H4G0protein_codingdeleterious(0.02)possibly_damaging(0.899)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EPB41L1SNVMissense_Mutationc.263N>Gp.Gln88Argp.Q88RQ9H4G0protein_codingdeleterious(0.05)probably_damaging(0.985)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPB41L1insertionFrame_Shift_Insnovelc.1117_1118insACCCp.Phe373TyrfsTer9p.F373Yfs*9Q9H4G0protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EPB41L1insertionFrame_Shift_Insnovelc.1435_1436insAAGTATCTCCCCCTCTCGCTTCp.Ile479LysfsTer42p.I479Kfs*42Q9H4G0protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EPB41L1insertionNonsense_Mutationnovelc.462_463insCAGATGAGAATTTAGAGAGCCCTGGTCTGGCTGCTAGAGp.Pro154_Ser155insGlnMetArgIleTerArgAlaLeuValTrpLeuLeuGlup.P154_S155insQMRI*RALVWLLEQ9H4G0protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
EPB41L1SNVMissense_Mutationrs761484860c.2167N>Ap.Ala723Thrp.A723TQ9H4G0protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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