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: BIRC2

Gene summary for BIRC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BIRC2

Gene ID

329

Gene namebaculoviral IAP repeat containing 2
Gene AliasAPI1
Cytomap11q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13490


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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
329BIRC2LZE4THumanEsophagusESCC9.73e-082.73e-010.0811
329BIRC2LZE5THumanEsophagusESCC1.43e-025.51e-020.0514
329BIRC2LZE7THumanEsophagusESCC2.17e-051.34e-010.0667
329BIRC2LZE8THumanEsophagusESCC3.02e-043.49e-010.067
329BIRC2LZE20THumanEsophagusESCC8.95e-081.45e-010.0662
329BIRC2LZE22D1HumanEsophagusHGIN1.92e-103.21e-010.0595
329BIRC2LZE22THumanEsophagusESCC6.35e-048.67e-010.068
329BIRC2LZE24THumanEsophagusESCC1.77e-153.67e-010.0596
329BIRC2LZE6THumanEsophagusESCC1.86e-112.15e-010.0845
329BIRC2P2T-EHumanEsophagusESCC5.22e-122.98e-010.1177
329BIRC2P4T-EHumanEsophagusESCC1.21e-164.28e-010.1323
329BIRC2P5T-EHumanEsophagusESCC1.86e-102.36e-010.1327
329BIRC2P8T-EHumanEsophagusESCC2.66e-621.19e+000.0889
329BIRC2P9T-EHumanEsophagusESCC3.09e-172.23e-010.1131
329BIRC2P10T-EHumanEsophagusESCC4.44e-222.68e-010.116
329BIRC2P11T-EHumanEsophagusESCC2.80e-157.44e-010.1426
329BIRC2P12T-EHumanEsophagusESCC1.44e-284.94e-010.1122
329BIRC2P15T-EHumanEsophagusESCC3.70e-581.66e+000.1149
329BIRC2P16T-EHumanEsophagusESCC8.73e-234.37e-010.1153
329BIRC2P17T-EHumanEsophagusESCC5.89e-033.93e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:190332027EsophagusHGINregulation of protein modification by small protein conjugation or removal78/2587242/187231.40e-132.26e-1178
GO:003139627EsophagusHGINregulation of protein ubiquitination64/2587210/187233.02e-102.71e-0864
GO:004328126EsophagusHGINregulation of cysteine-type endopeptidase activity involved in apoptotic process59/2587209/187233.39e-081.97e-0659
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:007093610EsophagusHGINprotein K48-linked ubiquitination24/258765/187232.69e-069.49e-0524
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:003052220EsophagusHGINintracellular receptor signaling pathway62/2587265/187231.63e-054.50e-0462
GO:007048220EsophagusHGINresponse to oxygen levels76/2587347/187232.36e-056.25e-0476
GO:003629320EsophagusHGINresponse to decreased oxygen levels70/2587322/187236.23e-051.44e-0370
GO:000166620EsophagusHGINresponse to hypoxia67/2587307/187237.82e-051.75e-0367
GO:19033228EsophagusHGINpositive regulation of protein modification by small protein conjugation or removal35/2587138/187232.11e-043.88e-0335
GO:00027538EsophagusHGINcytoplasmic pattern recognition receptor signaling pathway19/258760/187233.07e-045.15e-0319
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0421020EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa04210110EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa052229EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa015247EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa042156EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa040645EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
BIRC2SNVMissense_Mutationnovelc.1039N>Ap.Glu347Lysp.E347KQ13490protein_codingtolerated(0.08)benign(0.025)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
BIRC2SNVMissense_Mutationnovelc.907G>Tp.Asp303Tyrp.D303YQ13490protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BIRC2SNVMissense_Mutationrs779636887c.378N>Tp.Lys126Asnp.K126NQ13490protein_codingtolerated(0.47)benign(0.065)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BIRC2SNVMissense_Mutationnovelc.1356N>Cp.Glu452Aspp.E452DQ13490protein_codingtolerated(0.08)benign(0.04)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BIRC2SNVMissense_Mutationnovelc.898N>Tp.Arg300Cysp.R300CQ13490protein_codingtolerated(0.07)benign(0.075)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BIRC2SNVMissense_Mutationc.1762C>Gp.His588Aspp.H588DQ13490protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BIRC2SNVMissense_Mutationc.155N>Tp.Thr52Ilep.T52IQ13490protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3L7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BIRC2SNVMissense_Mutationnovelc.862N>Ap.Glu288Lysp.E288KQ13490protein_codingtolerated(0.05)benign(0.149)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BIRC2SNVMissense_Mutationnovelc.980C>Tp.Ala327Valp.A327VQ13490protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BIRC2SNVMissense_Mutationc.62T>Cp.Ile21Thrp.I21TQ13490protein_codingdeleterious(0.03)benign(0.001)TCGA-AA-A022-01Colorectumcolon 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
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEPMID25980951-Compound-1
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEHGS1029
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEinhibitor252827512CHEMBL481422
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEPMID25980951-Compound-43
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEBESTATIN METHYL ESTERBESTATIN METHYL ESTER21515062
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEPMID25980951-Compound-4
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEBirinapantBIRINAPANT
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEPMID25980951-Compound-37
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEantagonistAT-406AT-406
329BIRC2TUMOR SUPPRESSOR, KINASE, DRUGGABLE GENOMEPMID25980951-Compound-18
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