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: BLNK

Gene summary for BLNK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BLNK

Gene ID

29760

Gene nameB cell linker
Gene AliasAGM4
Cytomap10q24.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q8WV28


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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
29760BLNKHTA11_7663_2000001011HumanColorectumSER6.81e-037.25e-010.0131
29760BLNKHTA11_7696_3000711011HumanColorectumAD9.91e-043.07e-010.0674
29760BLNKHTA11_99999965104_69814HumanColorectumMSS6.42e-076.73e-010.281
29760BLNKHTA11_99999974143_84620HumanColorectumMSS2.73e-08-3.68e-010.3005
29760BLNKA015-C-203HumanColorectumFAP1.84e-08-2.30e-01-0.1294
29760BLNKA002-C-201HumanColorectumFAP3.16e-03-1.60e-010.0324
29760BLNKA001-C-108HumanColorectumFAP6.27e-03-1.58e-01-0.0272
29760BLNKA002-C-205HumanColorectumFAP5.33e-07-2.43e-01-0.1236
29760BLNKA015-C-006HumanColorectumFAP7.04e-06-3.51e-01-0.0994
29760BLNKA002-C-114HumanColorectumFAP7.34e-05-2.31e-01-0.1561
29760BLNKA015-C-104HumanColorectumFAP9.04e-09-2.14e-01-0.1899
29760BLNKA001-C-014HumanColorectumFAP1.24e-02-1.42e-010.0135
29760BLNKA002-C-016HumanColorectumFAP4.20e-09-2.62e-010.0521
29760BLNKA015-C-002HumanColorectumFAP5.60e-07-3.82e-01-0.0763
29760BLNKA002-C-116HumanColorectumFAP5.19e-11-2.88e-01-0.0452
29760BLNKA014-C-008HumanColorectumFAP6.40e-04-1.81e-01-0.191
29760BLNKA018-E-020HumanColorectumFAP3.41e-07-2.46e-01-0.2034
29760BLNKF034HumanColorectumFAP7.48e-07-2.66e-01-0.0665
29760BLNKCRC-1-8810HumanColorectumCRC4.28e-08-3.84e-010.6257
29760BLNKCRC-3-11773HumanColorectumCRC3.23e-06-3.18e-010.2564
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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
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
∗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:1903131ColorectumFAPmononuclear cell differentiation79/2622426/187235.00e-033.33e-0279
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05169ColorectumMSSEpstein-Barr virus infection63/1875202/84651.63e-038.98e-035.50e-0363
hsa051691ColorectumMSSEpstein-Barr virus infection63/1875202/84651.63e-038.98e-035.50e-0363
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa040645EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0406412EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa0516928Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa040644Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa043806Oral cavityOSCCOsteoclast differentiation73/3704128/84651.60e-034.44e-032.26e-0373
hsa04662Oral cavityOSCCB cell receptor signaling pathway48/370484/84659.02e-032.01e-021.03e-0248
hsa05169113Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa0406411Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0438011Oral cavityOSCCOsteoclast differentiation73/3704128/84651.60e-034.44e-032.26e-0373
hsa046621Oral cavityOSCCB cell receptor signaling pathway48/370484/84659.02e-032.01e-021.03e-0248
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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
BLNKSNVMissense_Mutationc.259N>Tp.Pro87Serp.P87SQ8WV28protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
BLNKSNVMissense_Mutationnovelc.473N>Tp.Ala158Valp.A158VQ8WV28protein_codingtolerated(0.14)benign(0.099)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BLNKinsertionFrame_Shift_Insnovelc.855_856insATTAGAATACATCCTTCCTTTTGGCCCATCTTTGTTGGGCp.His286IlefsTer59p.H286Ifs*59Q8WV28protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
BLNKSNVMissense_Mutationc.1164N>Ap.Phe388Leup.F388LQ8WV28protein_codingdeleterious(0.05)possibly_damaging(0.862)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BLNKSNVMissense_Mutationnovelc.523G>Cp.Glu175Glnp.E175QQ8WV28protein_codingdeleterious(0.02)possibly_damaging(0.529)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BLNKSNVMissense_Mutationnovelc.580G>Ap.Glu194Lysp.E194KQ8WV28protein_codingdeleterious(0)benign(0.118)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BLNKSNVMissense_Mutationrs782566012c.1114C>Tp.Arg372Trpp.R372WQ8WV28protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BLNKSNVMissense_Mutationrs587702260c.254N>Cp.Val85Alap.V85AQ8WV28protein_codingtolerated(0.12)benign(0.003)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BLNKSNVMissense_Mutationc.451N>Gp.Ser151Alap.S151AQ8WV28protein_codingtolerated(0.2)benign(0.001)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BLNKSNVMissense_Mutationc.1333N>Tp.Asp445Tyrp.D445YQ8WV28protein_codingdeleterious(0.01)probably_damaging(0.972)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<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
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