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: EPB41L4B

Gene summary for EPB41L4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPB41L4B

Gene ID

54566

Gene nameerythrocyte membrane protein band 4.1 like 4B
Gene AliasCG1
Cytomap9q31.3
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q9H329


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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
54566EPB41L4BHTA11_78_2000001011HumanColorectumAD8.59e-054.47e-01-0.1088
54566EPB41L4BHTA11_347_2000001011HumanColorectumAD4.54e-309.15e-01-0.1954
54566EPB41L4BA015-C-203HumanColorectumFAP5.07e-21-3.01e-01-0.1294
54566EPB41L4BA002-C-201HumanColorectumFAP1.84e-08-3.58e-010.0324
54566EPB41L4BA002-C-203HumanColorectumFAP3.55e-06-2.28e-010.2786
54566EPB41L4BA001-C-119HumanColorectumFAP2.46e-04-4.63e-01-0.1557
54566EPB41L4BA001-C-108HumanColorectumFAP3.38e-14-2.80e-01-0.0272
54566EPB41L4BA002-C-205HumanColorectumFAP2.97e-15-5.00e-01-0.1236
54566EPB41L4BA001-C-104HumanColorectumFAP1.85e-04-2.70e-010.0184
54566EPB41L4BA015-C-006HumanColorectumFAP6.99e-12-5.71e-01-0.0994
54566EPB41L4BA015-C-106HumanColorectumFAP8.46e-11-3.36e-01-0.0511
54566EPB41L4BA002-C-114HumanColorectumFAP6.87e-10-3.37e-01-0.1561
54566EPB41L4BA015-C-104HumanColorectumFAP2.08e-24-4.03e-01-0.1899
54566EPB41L4BA001-C-014HumanColorectumFAP1.12e-13-2.70e-010.0135
54566EPB41L4BA002-C-016HumanColorectumFAP1.56e-14-2.88e-010.0521
54566EPB41L4BA015-C-002HumanColorectumFAP2.16e-08-3.89e-01-0.0763
54566EPB41L4BA001-C-203HumanColorectumFAP8.82e-11-2.15e-01-0.0481
54566EPB41L4BA002-C-116HumanColorectumFAP5.77e-29-3.40e-01-0.0452
54566EPB41L4BA014-C-008HumanColorectumFAP4.52e-07-4.06e-01-0.191
54566EPB41L4BA018-E-020HumanColorectumFAP7.92e-10-3.70e-01-0.2034
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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
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
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
∗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:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0010634ColorectumADpositive regulation of epithelial cell migration56/3918176/187234.51e-045.03e-0356
GO:00420604ColorectumFAPwound healing99/2622422/187239.50e-086.33e-0699
GO:00310323ColorectumFAPactomyosin structure organization51/2622196/187235.89e-061.88e-0451
GO:00016673ColorectumFAPameboidal-type cell migration100/2622475/187231.42e-053.79e-04100
GO:00457854ColorectumFAPpositive regulation of cell adhesion92/2622437/187233.09e-057.04e-0492
GO:00106343ColorectumFAPpositive regulation of epithelial cell migration44/2622176/187237.02e-051.31e-0344
GO:00901324ColorectumFAPepithelium migration77/2622360/187237.70e-051.38e-0377
GO:00106314ColorectumFAPepithelial cell migration76/2622357/187231.00e-041.69e-0376
GO:00901304ColorectumFAPtissue migration77/2622365/187231.23e-042.00e-0377
GO:00106324ColorectumFAPregulation of epithelial cell migration64/2622292/187231.45e-042.26e-0364
GO:00420605ColorectumCRCwound healing80/2078422/187231.06e-066.54e-0580
GO:00310324ColorectumCRCactomyosin structure organization45/2078196/187231.49e-068.14e-0545
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045308ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa045309ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa0453010ColorectumCRCTight junction44/1091169/84652.51e-067.61e-055.16e-0544
hsa0453011ColorectumCRCTight junction44/1091169/84652.51e-067.61e-055.16e-0544
hsa0453014LiverNAFLDTight junction33/1043169/84654.52e-034.12e-023.32e-0233
hsa0453015LiverNAFLDTight junction33/1043169/84654.52e-034.12e-023.32e-0233
hsa0453022LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0453032LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453029ProstateTumorTight junction69/1791169/84653.92e-096.18e-083.83e-0869
hsa0453037ProstateTumorTight junction69/1791169/84653.92e-096.18e-083.83e-0869
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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
EPB41L4BSNVMissense_Mutationnovelc.1549N>Tp.His517Tyrp.H517YQ9H329protein_codingtolerated(0.39)possibly_damaging(0.469)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EPB41L4BSNVMissense_Mutationc.982N>Ap.Val328Ilep.V328IQ9H329protein_codingdeleterious(0.04)possibly_damaging(0.672)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPB41L4BSNVMissense_Mutationrs368177192c.2578G>Ap.Val860Ilep.V860IQ9H329protein_codingtolerated_low_confidence(0.61)benign(0.003)TCGA-D8-A27W-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
EPB41L4BinsertionFrame_Shift_Insnovelc.1910_1911insACCCAGCTGCCTCCAGGp.Asn638ProfsTer17p.N638Pfs*17Q9H329protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EPB41L4BinsertionNonsense_Mutationnovelc.1908_1909insTTGTCTTACTCCTGAGATACp.Ile637LeufsTer5p.I637Lfs*5Q9H329protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EPB41L4BinsertionFrame_Shift_Insnovelc.1556dupAp.Asn519LysfsTer38p.N519Kfs*38Q9H329protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPB41L4BSNVMissense_Mutationnovelc.2302N>Ap.Ala768Thrp.A768TQ9H329protein_codingtolerated_low_confidence(0.07)possibly_damaging(0.604)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EPB41L4BSNVMissense_Mutationnovelc.649N>Ap.Glu217Lysp.E217KQ9H329protein_codingdeleterious(0)possibly_damaging(0.863)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EPB41L4BSNVMissense_Mutationnovelc.808G>Cp.Glu270Glnp.E270QQ9H329protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EPB41L4BSNVMissense_Mutationc.698C>Ap.Pro233Glnp.P233QQ9H329protein_codingdeleterious(0.01)possibly_damaging(0.897)TCGA-Q1-A5R3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
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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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