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: BCR

Gene summary for BCR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCR

Gene ID

613

Gene nameBCR activator of RhoGEF and GTPase
Gene AliasALL
Cytomap22q11.23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P11274


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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
613BCRHTA11_3410_2000001011HumanColorectumAD4.34e-053.87e-010.0155
613BCRHTA11_1938_2000001011HumanColorectumAD1.40e-088.14e-01-0.0811
613BCRHTA11_347_2000001011HumanColorectumAD1.68e-023.19e-01-0.1954
613BCRHTA11_411_2000001011HumanColorectumSER1.63e-051.03e+00-0.2602
613BCRHTA11_3361_2000001011HumanColorectumAD3.25e-056.01e-01-0.1207
613BCRHTA11_83_2000001011HumanColorectumSER2.63e-067.65e-01-0.1526
613BCRHTA11_696_2000001011HumanColorectumAD1.49e-251.02e+00-0.1464
613BCRHTA11_866_2000001011HumanColorectumAD7.28e-033.74e-01-0.1001
613BCRHTA11_1391_2000001011HumanColorectumAD2.13e-045.44e-01-0.059
613BCRHTA11_2992_2000001011HumanColorectumSER1.30e-071.03e+00-0.1706
613BCRHTA11_5212_2000001011HumanColorectumAD6.26e-078.79e-01-0.2061
613BCRHTA11_5216_2000001011HumanColorectumSER1.55e-059.51e-01-0.1462
613BCRHTA11_546_2000001011HumanColorectumAD1.11e-111.06e+00-0.0842
613BCRA015-C-203HumanColorectumFAP3.77e-12-1.68e-01-0.1294
613BCRA002-C-201HumanColorectumFAP4.04e-04-7.30e-020.0324
613BCRA001-C-119HumanColorectumFAP2.74e-02-1.01e-01-0.1557
613BCRA001-C-108HumanColorectumFAP2.41e-05-1.36e-01-0.0272
613BCRA002-C-205HumanColorectumFAP1.67e-09-2.09e-01-0.1236
613BCRA015-C-006HumanColorectumFAP1.07e-06-1.45e-01-0.0994
613BCRA015-C-106HumanColorectumFAP1.69e-04-2.11e-01-0.0511
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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
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
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:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0150115ColorectumADcell-substrate junction organization44/3918101/187232.38e-079.81e-0644
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007044ColorectumADcell-substrate junction assembly41/391895/187238.20e-072.85e-0541
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
GO:0048041ColorectumADfocal adhesion assembly34/391887/187238.30e-051.30e-0334
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:0009913ColorectumADepidermal cell differentiation58/3918202/187235.16e-033.42e-0258
GO:0008544ColorectumADepidermis development87/3918324/187235.99e-033.76e-0287
GO:00343291ColorectumSERcell junction assembly100/2897420/187234.23e-061.61e-04100
GO:01501151ColorectumSERcell-substrate junction organization34/2897101/187234.46e-061.67e-0434
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:00070441ColorectumSERcell-substrate junction assembly31/289795/187232.34e-056.64e-0431
GO:00315891ColorectumSERcell-substrate adhesion86/2897363/187232.36e-056.64e-0486
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa052201ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa052204ColorectumFAPChronic myeloid leukemia23/140476/84652.14e-031.05e-026.39e-0323
hsa052205ColorectumFAPChronic myeloid leukemia23/140476/84652.14e-031.05e-026.39e-0323
hsa052206ColorectumCRCChronic myeloid leukemia18/109176/84656.86e-033.37e-022.28e-0218
hsa052207ColorectumCRCChronic myeloid leukemia18/109176/84656.86e-033.37e-022.28e-0218
hsa0522021LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa0522031LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa0522018Oral cavityOSCCChronic myeloid leukemia56/370476/84651.04e-077.43e-073.78e-0756
hsa0522019Oral cavityOSCCChronic myeloid leukemia56/370476/84651.04e-077.43e-073.78e-0756
hsa0522025Oral cavityLPChronic myeloid leukemia37/241876/84651.53e-049.08e-045.86e-0437
hsa0522035Oral cavityLPChronic myeloid leukemia37/241876/84651.53e-049.08e-045.86e-0437
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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
BCRSNVMissense_Mutationc.900G>Cp.Gln300Hisp.Q300HP11274protein_codingtolerated_low_confidence(0.47)benign(0.275)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BCRSNVMissense_Mutationc.2311N>Cp.Glu771Glnp.E771QP11274protein_codingdeleterious(0.04)possibly_damaging(0.688)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BCRSNVMissense_Mutationnovelc.3671N>Cp.Asn1224Thrp.N1224TP11274protein_codingtolerated(0.15)benign(0.001)TCGA-D8-A1JU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BCRSNVMissense_Mutationc.2710N>Ap.Asp904Asnp.D904NP11274protein_codingdeleterious(0.03)benign(0.41)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BCRinsertionIn_Frame_Insnovelc.2067_2068insTTAGTACCAGGAATTAATCTCAGCTCCTTCCCAp.Asn689_Glu690insLeuValProGlyIleAsnLeuSerSerPheProp.N689_E690insLVPGINLSSFPP11274protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
BCRdeletionFrame_Shift_Delnovelc.2203delCp.Leu735PhefsTer53p.L735Ffs*53P11274protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BCRSNVMissense_Mutationrs775101020c.1607N>Tp.Pro536Leup.P536LP11274protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BCRSNVMissense_Mutationnovelc.3656N>Ap.Ser1219Asnp.S1219NP11274protein_codingdeleterious(0.03)benign(0.104)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BCRSNVMissense_Mutationc.1816N>Cp.Glu606Glnp.E606QP11274protein_codingtolerated(0.1)benign(0.217)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
BCRSNVMissense_Mutationc.1816N>Cp.Glu606Glnp.E606QP11274protein_codingtolerated(0.1)benign(0.217)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=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
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEponatinibPONATINIB
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMENilotinibNILOTINIB
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEPonatinibPONATINIB
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEnilotinibNILOTINIB
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEIMATINIBIMATINIB22148584,24681986
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEImatinibIMATINIB
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEbusulfanBUSULFAN
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEBosutinibBOSUTINIB
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEGNF-2CHEMBL48384716415863
613BCRTUMOR SUPPRESSOR, SERINE THREONINE KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLE, KINASE, ENZYME, DRUGGABLE GENOMEvincristineVINCRISTINE
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