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: ERBB2

Gene summary for ERBB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERBB2

Gene ID

2064

Gene nameerb-b2 receptor tyrosine kinase 2
Gene AliasCD340
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P04626


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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
2064ERBB2GSM4909286HumanBreastIDC2.51e-031.71e-010.1081
2064ERBB2GSM4909289HumanBreastIDC2.33e-056.76e-010.1064
2064ERBB2GSM4909290HumanBreastIDC4.42e-1181.77e+000.2096
2064ERBB2GSM4909291HumanBreastIDC5.16e-851.56e+000.1753
2064ERBB2GSM4909292HumanBreastIDC3.67e-131.06e+000.1236
2064ERBB2GSM4909293HumanBreastIDC3.33e-841.31e+000.1581
2064ERBB2GSM4909294HumanBreastIDC1.31e-379.35e-010.2022
2064ERBB2GSM4909295HumanBreastIDC1.09e-024.07e-010.0898
2064ERBB2GSM4909296HumanBreastIDC8.11e-05-1.15e-010.1524
2064ERBB2GSM4909298HumanBreastIDC1.57e-021.94e-010.1551
2064ERBB2GSM4909311HumanBreastIDC1.34e-06-2.81e-020.1534
2064ERBB2GSM4909317HumanBreastIDC1.06e-063.51e-010.1355
2064ERBB2GSM4909319HumanBreastIDC2.51e-13-1.27e-010.1563
2064ERBB2GSM4909321HumanBreastIDC5.30e-03-7.33e-020.1559
2064ERBB2brca2HumanBreastPrecancer5.63e-082.57e-01-0.024
2064ERBB2brca3HumanBreastPrecancer1.85e-031.80e-01-0.0263
2064ERBB2M2HumanBreastIDC7.92e-231.14e+000.21
2064ERBB2NCCBC14HumanBreastDCIS7.63e-561.33e+000.2021
2064ERBB2NCCBC5HumanBreastDCIS3.53e-341.02e+000.2046
2064ERBB2P1HumanBreastIDC1.77e-03-9.05e-020.1527
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
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:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00457279BreastPrecancerpositive regulation of translation32/1080136/187235.89e-129.27e-1032
GO:00342509BreastPrecancerpositive regulation of cellular amide metabolic process33/1080162/187231.72e-101.77e-0833
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00421107BreastPrecancerT cell activation52/1080487/187231.37e-053.42e-0452
GO:19037069BreastPrecancerregulation of hemopoiesis41/1080367/187233.95e-058.52e-0441
GO:00506736BreastPrecancerepithelial cell proliferation46/1080437/187236.02e-051.23e-0346
GO:00508637BreastPrecancerregulation of T cell activation37/1080329/187238.04e-051.56e-0337
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00071597BreastPrecancerleukocyte cell-cell adhesion40/1080371/187231.07e-041.94e-0340
GO:19021055BreastPrecancerregulation of leukocyte differentiation32/1080279/187231.66e-042.74e-0332
GO:00506786BreastPrecancerregulation of epithelial cell proliferation40/1080381/187231.88e-043.03e-0340
GO:00224079BreastPrecancerregulation of cell-cell adhesion45/1080448/187232.12e-043.30e-0345
GO:19031313BreastPrecancermononuclear cell differentiation43/1080426/187232.61e-043.84e-0343
GO:19030377BreastPrecancerregulation of leukocyte cell-cell adhesion36/1080336/187232.61e-043.84e-0336
GO:00420633BreastPrecancergliogenesis33/1080301/187233.06e-044.40e-0333
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:19038299BreastPrecancerpositive regulation of cellular protein localization30/1080276/187236.48e-047.99e-0330
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0452018BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa052309BreastPrecancerCentral carbon metabolism in cancer13/68470/84653.57e-032.17e-021.66e-0213
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0406617BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0452019BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0523012BreastPrecancerCentral carbon metabolism in cancer13/68470/84653.57e-032.17e-021.66e-0213
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0406623BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0521921BreastIDCBladder cancer10/86741/84657.07e-033.54e-022.65e-0210
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0453034BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0406633BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0521931BreastIDCBladder cancer10/86741/84657.07e-033.54e-022.65e-0210
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
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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
AREGEGFR_ERBB2AREG_EGFR_ERBB2EGFBreastDCIS
HBEGFEGFR_ERBB2HBEGF_EGFR_ERBB2EGFBreastDCIS
EREGEGFR_ERBB2EREG_EGFR_ERBB2EGFBreastDCIS
NRG1ERBB2_ERBB3NRG1_ERBB2_ERBB3NRGBreastDCIS
AREGEGFR_ERBB2AREG_EGFR_ERBB2EGFCervixCC
HBEGFEGFR_ERBB2HBEGF_EGFR_ERBB2EGFCervixCC
HBEGFERBB2_ERBB4HBEGF_ERBB2_ERBB4EGFCervixCC
NRG1ERBB2_ERBB4NRG1_ERBB2_ERBB4NRGCervixCC
NRG4ERBB2_ERBB4NRG4_ERBB2_ERBB4NRGCervixCC
NRG1ERBB2_ERBB3NRG1_ERBB2_ERBB3NRGCervixPrecancer
NRG1ERBB2_ERBB3NRG1_ERBB2_ERBB3NRGCRCAD
TGFAEGFR_ERBB2TGFA_EGFR_ERBB2EGFCRCAD
NRG1ERBB2_ERBB3NRG1_ERBB2_ERBB3NRGCRCADJ
TGFAEGFR_ERBB2TGFA_EGFR_ERBB2EGFCRCADJ
AREGEGFR_ERBB2AREG_EGFR_ERBB2EGFCRCADJ
AREGEGFR_ERBB2AREG_EGFR_ERBB2EGFCRCFAP
NRG1ERBB2_ERBB3NRG1_ERBB2_ERBB3NRGCRCFAP
TGFAEGFR_ERBB2TGFA_EGFR_ERBB2EGFCRCMSI-H
AREGEGFR_ERBB2AREG_EGFR_ERBB2EGFCRCMSI-H
HBEGFEGFR_ERBB2HBEGF_EGFR_ERBB2EGFCRCMSS
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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
ERBB2SNVMissense_Mutationrs121913471c.2329N>Tp.Val777Leup.V777LP04626protein_codingdeleterious(0.05)benign(0.036)TCGA-4H-AAAK-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideCR
ERBB2SNVMissense_Mutationc.2033N>Ap.Arg678Glnp.R678QP04626protein_codingtolerated(0.19)benign(0.103)TCGA-A2-A0T6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ERBB2SNVMissense_Mutationc.2263N>Ap.Leu755Metp.L755MP04626protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0T6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ERBB2SNVMissense_Mutationc.2264N>Gp.Leu755Trpp.L755WP04626protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0T6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ERBB2SNVMissense_Mutationc.929C>Tp.Ser310Phep.S310FP04626protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ERBB2SNVMissense_Mutationc.926N>Cp.Gly309Alap.G309AP04626protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERBB2SNVMissense_Mutationc.2524N>Ap.Val842Ilep.V842IP04626protein_codingdeleterious(0)possibly_damaging(0.906)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ERBB2SNVMissense_Mutationrs121913470c.2264N>Cp.Leu755Serp.L755SP04626protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
ERBB2SNVMissense_Mutationrs121913470c.2264T>Cp.Leu755Serp.L755SP04626protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ERBB2SNVMissense_Mutationrs121913470c.2264T>Cp.Leu755Serp.L755SP04626protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A3YI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
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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
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEEMODINEMODIN9671406
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASECHEMBL2108029ERTUMAXOMAB
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASETalazoparibTALAZOPARIB
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEinhibitorCHEMBL3545063OSIMERTINIB MESYLATE
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEinhibitorCHEMBL1645462AC-480
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEAC480AC-480
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEantibodyPERTUZUMABPERTUZUMAB
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEtrastuzumab emtansine
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASEGEMCITABINEGEMCITABINE15581051
2064ERBB2KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCE, TYROSINE KINASENeratinibNERATINIB28274957,28679771,22908275,26874901,23953056,28363995,26333383,27078022,28539475,24323026,23220880,27697991,26243863
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