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: BIRC5

Gene summary for BIRC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BIRC5

Gene ID

332

Gene namebaculoviral IAP repeat containing 5
Gene AliasAPI4
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

O15392


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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
332BIRC5GSM4909281HumanBreastIDC1.43e-123.80e-010.21
332BIRC5GSM4909282HumanBreastIDC6.67e-337.13e-01-0.0288
332BIRC5GSM4909285HumanBreastIDC1.76e-021.06e-010.21
332BIRC5GSM4909287HumanBreastIDC7.71e-155.45e-010.2057
332BIRC5GSM4909290HumanBreastIDC2.81e-084.34e-010.2096
332BIRC5GSM4909291HumanBreastIDC6.95e-083.92e-010.1753
332BIRC5GSM4909304HumanBreastIDC2.60e-021.33e-010.1636
332BIRC5GSM4909307HumanBreastIDC4.12e-021.75e-010.1569
332BIRC5GSM4909319HumanBreastIDC2.93e-032.74e-010.1563
332BIRC5M2HumanBreastIDC2.64e-129.23e-010.21
332BIRC5P2HumanBreastIDC7.47e-064.65e-010.21
332BIRC5LZE2THumanEsophagusESCC1.04e-051.01e+000.082
332BIRC5LZE6THumanEsophagusESCC1.27e-044.88e-010.0845
332BIRC5P2T-EHumanEsophagusESCC3.46e-107.17e-010.1177
332BIRC5P4T-EHumanEsophagusESCC1.95e-156.54e-010.1323
332BIRC5P5T-EHumanEsophagusESCC2.88e-145.58e-010.1327
332BIRC5P8T-EHumanEsophagusESCC8.54e-032.77e-010.0889
332BIRC5P9T-EHumanEsophagusESCC9.37e-115.54e-010.1131
332BIRC5P10T-EHumanEsophagusESCC5.62e-148.06e-010.116
332BIRC5P15T-EHumanEsophagusESCC1.22e-086.50e-010.1149
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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
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:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:200011614BreastIDCregulation of cysteine-type endopeptidase activity55/1434235/187234.25e-141.21e-1155
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
GO:004328114BreastIDCregulation of cysteine-type endopeptidase activity involved in apoptotic process50/1434209/187232.49e-136.14e-1150
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:001046613BreastIDCnegative regulation of peptidase activity56/1434262/187231.39e-122.92e-1056
GO:001095112BreastIDCnegative regulation of endopeptidase activity52/1434252/187233.53e-115.57e-0952
GO:200011713BreastIDCnegative regulation of cysteine-type endopeptidase activity25/143486/187233.31e-092.77e-0725
GO:004315413BreastIDCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process22/143478/187235.26e-083.32e-0622
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:2000117110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity63/855286/187231.84e-072.88e-0663
GO:0043154110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process58/855278/187232.38e-073.61e-0658
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421022BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa052109BreastIDCColorectal cancer17/86786/84655.70e-033.13e-022.34e-0217
hsa0421032BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0521014BreastIDCColorectal cancer17/86786/84655.70e-033.13e-022.34e-0217
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa015247EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa042156EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa05210110EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0152414EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0421511EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0521022LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa015242LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa042102LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
hsa051612LiverHCCHepatitis B91/4020162/84651.56e-023.76e-022.09e-0291
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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
BIRC5SNVMissense_Mutationrs146071276c.253N>Cp.Thr85Prop.T85Pprotein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
BIRC5SNVMissense_Mutationc.292N>Cp.Glu98Glnp.E98Qprotein_codingtolerated(0.16)benign(0.033)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BIRC5SNVMissense_Mutationnovelc.11C>Tp.Pro4Leup.P4Lprotein_codingtolerated(0.11)benign(0.047)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
BIRC5SNVMissense_Mutationrs267605071c.76C>Tp.Pro26Serp.P26Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BIRC5SNVMissense_Mutationc.38N>Cp.Phe13Serp.F13Sprotein_codingtolerated(0.05)benign(0.01)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BIRC5SNVMissense_Mutationrs115296168c.227N>Tp.Pro76Leup.P76Lprotein_codingtolerated_low_confidence(0.1)possibly_damaging(0.859)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BIRC5SNVMissense_Mutationc.220N>Gp.Ile74Valp.I74Vprotein_codingtolerated(0.73)benign(0.006)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BIRC5SNVMissense_Mutationc.230N>Ap.Gly77Aspp.G77Dprotein_codingtolerated_low_confidence(0.32)benign(0.09)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BIRC5SNVMissense_Mutationrs201354179c.452N>Tp.Ala151Valp.A151Vprotein_codingtolerated(0.34)probably_damaging(0.923)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BIRC5SNVMissense_Mutationc.196G>Tp.Gly66Cysp.G66Cprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-55-8511-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEPACLITAXELPACLITAXEL
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMERAS INHIBITOR16985068
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEDPX-Survivac
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEIL-1212895357
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEPACLITAXELPACLITAXEL16211241,15347474
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEPMA12118374
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMECALCITONINCALCITONIN16222118
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEFLUTAMIDEFLUTAMIDE15735703
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMEADM17121723
332BIRC5DRUG RESISTANCE, TUMOR SUPPRESSOR, PROTEASE INHIBITOR, DRUGGABLE GENOMELY2181308GATAPARSEN
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