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: BMPR1B

Gene summary for BMPR1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMPR1B

Gene ID

658

Gene namebone morphogenetic protein receptor type 1B
Gene AliasALK-6
Cytomap4q22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O00238


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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
658BMPR1BGSM4909286HumanBreastIDC1.78e-081.70e-010.1081
658BMPR1BGSM4909291HumanBreastIDC4.69e-164.07e-010.1753
658BMPR1BGSM4909301HumanBreastIDC6.38e-367.33e-010.1577
658BMPR1BGSM4909302HumanBreastIDC1.58e-102.75e-010.1545
658BMPR1BGSM4909303HumanBreastIDC1.12e-032.34e-010.0438
658BMPR1BGSM4909304HumanBreastIDC3.01e-324.97e-010.1636
658BMPR1BGSM4909307HumanBreastIDC1.13e-558.88e-010.1569
658BMPR1BGSM4909308HumanBreastIDC2.11e-961.18e+000.158
658BMPR1BGSM4909312HumanBreastIDC8.25e-072.95e-010.1552
658BMPR1BGSM4909313HumanBreastIDC1.83e-247.77e-010.0391
658BMPR1BGSM4909319HumanBreastIDC3.04e-135.47e-010.1563
658BMPR1BGSM4909321HumanBreastIDC8.04e-103.33e-010.1559
658BMPR1BM1HumanBreastIDC6.78e-458.66e-010.1577
658BMPR1BM5HumanBreastIDC4.29e-351.39e+000.1598
658BMPR1BNCCBC2HumanBreastDCIS5.88e-044.92e-010.1554
658BMPR1BP1HumanBreastIDC4.94e-073.73e-010.1527
658BMPR1BP3HumanBreastIDC1.25e-209.68e-010.1542
658BMPR1BH2HumanCervixHSIL_HPV1.27e-063.09e-010.0632
658BMPR1BT2HumanCervixCC3.80e-044.36e-010.0709
658BMPR1BAEH-subject1HumanEndometriumAEH1.51e-751.17e+00-0.3059
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:200123514BreastIDCpositive regulation of apoptotic signaling pathway31/1434126/187234.13e-093.35e-0731
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:200123614BreastIDCregulation of extrinsic apoptotic signaling pathway32/1434151/187231.07e-076.26e-0632
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:20012385BreastIDCpositive regulation of extrinsic apoptotic signaling pathway12/143448/187232.03e-043.32e-0312
GO:0008406BreastIDCgonad development32/1434221/187233.64e-045.23e-0332
GO:0045137BreastIDCdevelopment of primary sexual characteristics32/1434227/187235.85e-047.44e-0332
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:190204112BreastIDCregulation of extrinsic apoptotic signaling pathway via death domain receptors11/143449/187239.88e-041.11e-0211
GO:00485117BreastIDCrhythmic process38/1434298/187231.34e-031.39e-0238
GO:19020432BreastIDCpositive regulation of extrinsic apoptotic signaling pathway via death domain receptors5/143413/187232.00e-031.90e-025
GO:0007548BreastIDCsex differentiation35/1434276/187232.23e-032.07e-0235
GO:200123324BreastDCISregulation of apoptotic signaling pathway81/1390356/187233.51e-203.31e-1781
GO:200123523BreastDCISpositive regulation of apoptotic signaling pathway31/1390126/187231.96e-091.76e-0731
GO:009719123BreastDCISextrinsic apoptotic signaling pathway40/1390219/187239.43e-085.28e-0640
GO:200123623BreastDCISregulation of extrinsic apoptotic signaling pathway31/1390151/187231.79e-079.04e-0631
GO:004860821BreastDCISreproductive structure development57/1390424/187239.06e-062.45e-0457
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0541854BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0541825CervixHSIL_HPVFluid shear stress and atherosclerosis16/459139/84653.41e-032.08e-021.68e-0216
hsa0541835CervixHSIL_HPVFluid shear stress and atherosclerosis16/459139/84653.41e-032.08e-021.68e-0216
hsa0541826EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa043909EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa043504EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa0436010EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa05418112EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0439014EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0435011EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa0436013EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa0541827EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0439023EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa043502EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa0436022EndometriumEECAxon guidance39/1237182/84657.78e-033.66e-022.73e-0239
hsa0541836EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0439033EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
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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
BMP7BMPR1B_ACVR2ABMP7_BMPR1B_ACVR2ABMPCervixCC
BMP7BMPR1B_BMPR2BMP7_BMPR1B_BMPR2BMPCervixCC
GDF7BMPR1B_BMPR2GDF7_BMPR1B_BMPR2BMPEndometriumADJ
BMP8ABMPR1B_BMPR2BMP8A_BMPR1B_BMPR2BMPEndometriumADJ
BMP2BMPR1B_BMPR2BMP2_BMPR1B_BMPR2BMPEndometriumAEH
BMP7BMPR1B_BMPR2BMP7_BMPR1B_BMPR2BMPEndometriumAEH
GDF7BMPR1B_ACVR2BGDF7_BMPR1B_ACVR2BBMPEndometriumHealthy
BMP5BMPR1B_ACVR2ABMP5_BMPR1B_ACVR2ABMPLiverHealthy
BMP5BMPR1B_ACVR2BBMP5_BMPR1B_ACVR2BBMPLiverHealthy
BMP5BMPR1B_BMPR2BMP5_BMPR1B_BMPR2BMPLiverHealthy
BMP6BMPR1B_ACVR2ABMP6_BMPR1B_ACVR2ABMPLiverHealthy
BMP6BMPR1B_ACVR2BBMP6_BMPR1B_ACVR2BBMPLiverHealthy
BMP6BMPR1B_BMPR2BMP6_BMPR1B_BMPR2BMPLiverHealthy
BMP4BMPR1B_ACVR2ABMP4_BMPR1B_ACVR2ABMPLiverPrecancer
BMP4BMPR1B_BMPR2BMP4_BMPR1B_BMPR2BMPLiverPrecancer
BMP5BMPR1B_ACVR2ABMP5_BMPR1B_ACVR2ABMPLiverPrecancer
BMP5BMPR1B_BMPR2BMP5_BMPR1B_BMPR2BMPLiverPrecancer
BMP6BMPR1B_ACVR2ABMP6_BMPR1B_ACVR2ABMPLiverPrecancer
BMP6BMPR1B_BMPR2BMP6_BMPR1B_BMPR2BMPLiverPrecancer
BMP2BMPR1B_BMPR2BMP2_BMPR1B_BMPR2BMPLungAAH
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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
BMPR1BSNVMissense_Mutationc.283N>Tp.Pro95Serp.P95SO00238protein_codingtolerated(0.54)benign(0.297)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
BMPR1BSNVMissense_Mutationc.527G>Ap.Cys176Tyrp.C176YO00238protein_codingtolerated(0.14)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BMPR1BSNVMissense_Mutationc.620N>Ap.Arg207Lysp.R207KO00238protein_codingtolerated(1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BMPR1BSNVMissense_Mutationnovelc.967N>Cp.Ser323Prop.S323PO00238protein_codingtolerated(0.23)benign(0.313)TCGA-E9-A1RC-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
BMPR1BSNVMissense_Mutationnovelc.1105C>Gp.Leu369Valp.L369VO00238protein_codingdeleterious(0)probably_damaging(0.989)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BMPR1BinsertionFrame_Shift_Insnovelc.689_690dupTAp.Ala231Terp.A231*O00238protein_codingTCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
BMPR1BSNVMissense_Mutationnovelc.1554N>Tp.Lys518Asnp.K518NO00238protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BMPR1BSNVMissense_Mutationrs758706811c.166N>Tp.Arg56Cysp.R56CO00238protein_codingtolerated(0.11)benign(0.007)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BMPR1BSNVMissense_Mutationc.248G>Tp.Cys83Phep.C83FO00238protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
BMPR1BSNVMissense_Mutationc.1034N>Cp.Leu345Serp.L345SO00238protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3833-01Colorectumcolon 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
658BMPR1BDRUGGABLE GENOME, CELL SURFACE, ENZYME, KINASE, SERINE THREONINE KINASEinhibitor249565824
658BMPR1BDRUGGABLE GENOME, CELL SURFACE, ENZYME, KINASE, SERINE THREONINE KINASEinhibitor223366128GALUNISERTIB
658BMPR1BDRUGGABLE GENOME, CELL SURFACE, ENZYME, KINASE, SERINE THREONINE KINASEinhibitor249565800
658BMPR1BDRUGGABLE GENOME, CELL SURFACE, ENZYME, KINASE, SERINE THREONINE KINASEinhibitor249565835
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