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: ERBB4

Gene summary for ERBB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERBB4

Gene ID

2066

Gene nameerb-b2 receptor tyrosine kinase 4
Gene AliasALS19
Cytomap2q34
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q15303


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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
2066ERBB4HTA11_2487_2000001011HumanColorectumSER1.00e-021.65e-01-0.1808
2066ERBB4HTA11_1938_2000001011HumanColorectumAD2.62e-042.28e-01-0.0811
2066ERBB4HTA11_78_2000001011HumanColorectumAD3.71e-031.98e-01-0.1088
2066ERBB4HTA11_347_2000001011HumanColorectumAD7.28e-031.45e-01-0.1954
2066ERBB4HTA11_3361_2000001011HumanColorectumAD2.13e-021.76e-01-0.1207
2066ERBB4HTA11_83_2000001011HumanColorectumSER1.84e-032.30e-01-0.1526
2066ERBB4HTA11_696_2000001011HumanColorectumAD3.36e-051.36e-01-0.1464
2066ERBB4HTA11_1391_2000001011HumanColorectumAD1.92e-072.65e-01-0.059
2066ERBB4HTA11_6818_2000001021HumanColorectumAD2.94e-022.04e-010.0588
2066ERBB4HTA11_99999965104_69814HumanColorectumMSS5.64e-031.76e-010.281
2066ERBB4AEH-subject1HumanEndometriumAEH5.92e-811.36e+00-0.3059
2066ERBB4AEH-subject2HumanEndometriumAEH2.76e-451.10e+00-0.2525
2066ERBB4AEH-subject3HumanEndometriumAEH5.60e-378.95e-01-0.2576
2066ERBB4AEH-subject4HumanEndometriumAEH3.08e-371.05e+00-0.2657
2066ERBB4AEH-subject5HumanEndometriumAEH9.67e-1211.95e+00-0.2953
2066ERBB4EEC-subject1HumanEndometriumEEC1.60e-581.21e+00-0.2682
2066ERBB4EEC-subject2HumanEndometriumEEC2.26e-1211.72e+00-0.2607
2066ERBB4EEC-subject4HumanEndometriumEEC2.61e-441.04e+00-0.2571
2066ERBB4EEC-subject5HumanEndometriumEEC6.13e-268.41e-01-0.249
2066ERBB4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.65e-052.58e-01-0.1917
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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
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
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
∗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:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:0031099ColorectumMSSregeneration51/3467198/187236.99e-034.49e-0251
GO:0048762ColorectumMSSmesenchymal cell differentiation59/3467236/187237.79e-034.84e-0259
GO:190382916EndometriumAEHpositive regulation of cellular protein localization66/2100276/187231.57e-091.36e-0766
GO:00605376EndometriumAEHmuscle tissue development83/2100403/187232.57e-081.50e-0683
GO:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:004873216EndometriumAEHgland development83/2100436/187238.62e-073.11e-0583
GO:00147065EndometriumAEHstriated muscle tissue development75/2100384/187231.06e-063.62e-0575
GO:00016556EndometriumAEHurogenital system development67/2100338/187232.30e-066.76e-0567
GO:00720015EndometriumAEHrenal system development61/2100302/187233.43e-069.24e-0561
GO:00343299EndometriumAEHcell junction assembly78/2100420/187234.80e-061.24e-0478
GO:00330022EndometriumAEHmuscle cell proliferation51/2100248/187231.26e-052.77e-0451
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00018224EndometriumAEHkidney development57/2100293/187232.25e-054.35e-0457
GO:00609932EndometriumAEHkidney morphogenesis24/210093/187236.73e-051.04e-0324
GO:00310997EndometriumAEHregeneration41/2100198/187237.29e-051.11e-0341
GO:00487625EndometriumAEHmesenchymal cell differentiation46/2100236/187231.27e-041.74e-0346
GO:00604853EndometriumAEHmesenchyme development54/2100291/187231.34e-041.83e-0354
GO:003367414EndometriumAEHpositive regulation of kinase activity78/2100467/187232.03e-042.54e-0378
GO:000863710EndometriumAEHapoptotic mitochondrial changes25/2100107/187232.65e-043.09e-0325
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa04012ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa040121ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa052052ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa052053ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa040122ColorectumMSSErbB signaling pathway30/187585/84653.73e-031.67e-021.02e-0230
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa052055ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa040123ColorectumMSSErbB signaling pathway30/187585/84653.73e-031.67e-021.02e-0230
hsa0501420EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa0520518EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa05014110EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa0520519EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
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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
HBEGFERBB4HBEGF_ERBB4EGFCervixCC
HBEGFERBB2_ERBB4HBEGF_ERBB2_ERBB4EGFCervixCC
NRG1ERBB4NRG1_ERBB4NRGCervixCC
NRG1ERBB2_ERBB4NRG1_ERBB2_ERBB4NRGCervixCC
NRG4ERBB4NRG4_ERBB4NRGCervixCC
NRG4ERBB2_ERBB4NRG4_ERBB2_ERBB4NRGCervixCC
NRG1ERBB4NRG1_ERBB4NRGCRCADJ
NRG3ERBB4NRG3_ERBB4NRGCRCADJ
HBEGFERBB4HBEGF_ERBB4EGFEndometriumADJ
EREGERBB4EREG_ERBB4EGFEndometriumADJ
NRG2ERBB4NRG2_ERBB4NRGEndometriumADJ
HBEGFERBB4HBEGF_ERBB4EGFEndometriumAEH
EREGERBB4EREG_ERBB4EGFEndometriumAEH
HBEGFERBB4HBEGF_ERBB4EGFEndometriumEEC
EREGERBB4EREG_ERBB4EGFEndometriumEEC
HBEGFERBB4HBEGF_ERBB4EGFLiverHealthy
EREGERBB4EREG_ERBB4EGFLiverHealthy
NRG1ERBB4NRG1_ERBB4NRGLiverHealthy
NRG3ERBB4NRG3_ERBB4NRGLiverHealthy
HBEGFERBB4HBEGF_ERBB4EGFLiverPrecancer
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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
ERBB4SNVMissense_Mutationc.2759N>Gp.Pro920Argp.P920RQ15303protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
ERBB4SNVMissense_Mutationc.3430N>Cp.Glu1144Glnp.E1144QQ15303protein_codingtolerated(0.32)benign(0.107)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ERBB4SNVMissense_Mutationrs760630823c.551N>Tp.Ser184Leup.S184LQ15303protein_codingtolerated(0.31)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ERBB4SNVMissense_Mutationnovelc.1201N>Cp.Phe401Leup.F401LQ15303protein_codingdeleterious(0.02)possibly_damaging(0.478)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERBB4SNVMissense_Mutationc.3613G>Ap.Glu1205Lysp.E1205KQ15303protein_codingtolerated(0.14)probably_damaging(0.985)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ERBB4SNVMissense_Mutationnovelc.833N>Gp.Asn278Serp.N278SQ15303protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AQ-A54O-01Breastbreast invasive carcinomaMale<65I/IIChemotherapyadriamycinCR
ERBB4SNVMissense_Mutationrs568046921c.2108N>Ap.Thr703Lysp.T703KQ15303protein_codingtolerated(0.48)benign(0.086)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ERBB4SNVMissense_Mutationc.515N>Gp.Pro172Argp.P172RQ15303protein_codingtolerated(0.54)benign(0.063)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
ERBB4SNVMissense_Mutationc.3011N>Cp.Phe1004Serp.F1004SQ15303protein_codingdeleterious(0.01)possibly_damaging(0.543)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ERBB4SNVMissense_Mutationnovelc.1444A>Gp.Asn482Aspp.N482DQ15303protein_codingtolerated(0.41)benign(0.028)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=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
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEpaliperidonePALIPERIDONE25714000
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEinhibitorPELITINIBPELITINIB
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASELAPATINIBLAPATINIB25590338,19718025
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEinhibitor178102588
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEERLOTINIBERLOTINIB
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEAC480AC-480
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEILORASERTIBILORASERTIB
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASELAPATINIBLAPATINIB19718025
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASECetuximabCETUXIMAB27207775
2066ERBB4KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEAZD-1152-HQPAAZD-1152-HQPA
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