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: BMP7

Gene summary for BMP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMP7

Gene ID

655

Gene namebone morphogenetic protein 7
Gene AliasOP-1
Cytomap20q13.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A8K571


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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
655BMP7HTA11_8622_2000001021HumanColorectumSER4.45e-031.99e-010.0528
655BMP7HTA11_99999970781_79442HumanColorectumMSS4.40e-091.80e-010.294
655BMP7HTA11_99999971662_82457HumanColorectumMSS4.02e-551.15e+000.3859
655BMP7HTA11_99999974143_84620HumanColorectumMSS2.69e-517.99e-010.3005
655BMP7A001-C-119HumanColorectumFAP4.39e-032.33e-01-0.1557
655BMP7A015-C-005HumanColorectumFAP5.50e-031.91e-01-0.0336
655BMP7CRC-1-8810HumanColorectumCRC5.87e-114.35e-010.6257
655BMP7CRC-3-11773HumanColorectumCRC5.54e-317.56e-010.2564
655BMP7LZE4THumanEsophagusESCC4.78e-061.59e-010.0811
655BMP7LZE7THumanEsophagusESCC1.80e-044.93e-010.0667
655BMP7LZE8THumanEsophagusESCC4.93e-024.86e-030.067
655BMP7LZE22D1HumanEsophagusHGIN4.82e-031.34e-010.0595
655BMP7LZE22THumanEsophagusESCC7.19e-032.23e-010.068
655BMP7LZE24THumanEsophagusESCC7.78e-053.05e-010.0596
655BMP7LZE21THumanEsophagusESCC1.29e-062.89e-010.0655
655BMP7P2T-EHumanEsophagusESCC4.50e-389.78e-010.1177
655BMP7P4T-EHumanEsophagusESCC8.17e-309.66e-010.1323
655BMP7P5T-EHumanEsophagusESCC8.35e-123.30e-010.1327
655BMP7P8T-EHumanEsophagusESCC1.34e-116.83e-030.0889
655BMP7P9T-EHumanEsophagusESCC2.35e-152.90e-010.1131
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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:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:006219720Oral cavityOSCCcellular response to chemical stress204/7305337/187236.89e-165.19e-14204
GO:000030220Oral cavityOSCCresponse to reactive oxygen species143/7305222/187231.32e-147.88e-13143
GO:005134820Oral cavityOSCCnegative regulation of transferase activity165/7305268/187235.02e-142.74e-12165
GO:003459920Oral cavityOSCCcellular response to oxidative stress173/7305288/187232.90e-131.43e-11173
GO:001056320Oral cavityOSCCnegative regulation of phosphorus metabolic process246/7305442/187236.12e-132.89e-11246
GO:004593620Oral cavityOSCCnegative regulation of phosphate metabolic process245/7305441/187238.85e-134.09e-11245
GO:007048219Oral cavityOSCCresponse to oxygen levels200/7305347/187231.17e-125.13e-11200
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:000166619Oral cavityOSCCresponse to hypoxia177/7305307/187232.21e-117.50e-10177
GO:004232619Oral cavityOSCCnegative regulation of phosphorylation214/7305385/187232.30e-117.74e-10214
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:000193319Oral cavityOSCCnegative regulation of protein phosphorylation191/7305342/187231.58e-104.62e-09191
GO:003367317Oral cavityOSCCnegative regulation of kinase activity140/7305237/187232.74e-107.57e-09140
GO:000646918Oral cavityOSCCnegative regulation of protein kinase activity127/7305212/187235.21e-101.37e-08127
GO:004854520Oral cavityOSCCresponse to steroid hormone186/7305339/187231.86e-094.42e-08186
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043602ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043603ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043604ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa043605ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043903ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa043606ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa043904ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
hsa043607ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa043905ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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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
BMP7ACVR1_ACVR2ABMP7_ACVR1_ACVR2ABMPCervixCC
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPCervixCC
BMP7BMPR1A_ACVR2ABMP7_BMPR1A_ACVR2ABMPCervixCC
BMP7BMPR1A_BMPR2BMP7_BMPR1A_BMPR2BMPCervixCC
BMP7BMPR1B_ACVR2ABMP7_BMPR1B_ACVR2ABMPCervixCC
BMP7BMPR1B_BMPR2BMP7_BMPR1B_BMPR2BMPCervixCC
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPEndometriumAEH
BMP7BMPR1A_BMPR2BMP7_BMPR1A_BMPR2BMPEndometriumAEH
BMP7BMPR1B_BMPR2BMP7_BMPR1B_BMPR2BMPEndometriumAEH
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPEsophagusESCC
BMP7BMPR1A_ACVR2BBMP7_BMPR1A_ACVR2BBMPEsophagusESCC
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPHNSCCOSCC
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPHNSCCPrecancer
BMP7BMPR1A_BMPR2BMP7_BMPR1A_BMPR2BMPHNSCCPrecancer
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPTHCAADJ
BMP7BMPR1A_ACVR2ABMP7_BMPR1A_ACVR2ABMPTHCAADJ
BMP7BMPR1A_BMPR2BMP7_BMPR1A_BMPR2BMPTHCAADJ
BMP7ACVR1_BMPR2BMP7_ACVR1_BMPR2BMPTHCAPTC
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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
BMP7insertionIn_Frame_Insnovelc.868_869insAACCAAAGCTTCAAATAATGAACCTCACAACAAACCATTp.Ser290delinsLysProLysLeuGlnIleMetAsnLeuThrThrAsnHisCysp.S290delinsKPKLQIMNLTTNHCP18075protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BMP7insertionFrame_Shift_Insnovelc.1044_1045insTp.Ile349TyrfsTer4p.I349Yfs*4P18075protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
BMP7deletionFrame_Shift_Delnovelc.237delNp.Met81CysfsTer54p.M81Cfs*54P18075protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BMP7SNVMissense_Mutationrs201575559c.449N>Ap.Arg150Hisp.R150HP18075protein_codingdeleterious(0.04)benign(0.013)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BMP7SNVMissense_Mutationc.517N>Ap.Glu173Lysp.E173KP18075protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BMP7SNVMissense_Mutationnovelc.1290N>Gp.Cys430Trpp.C430WP18075protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3850-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BMP7SNVMissense_Mutationc.517N>Ap.Glu173Lysp.E173KP18075protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BMP7SNVMissense_Mutationc.391N>Ap.Asp131Asnp.D131NP18075protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BMP7SNVMissense_Mutationrs149261355c.556G>Ap.Asp186Asnp.D186NP18075protein_codingtolerated(0.43)benign(0.015)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BMP7SNVMissense_Mutationrs772689429c.1000G>Ap.Glu334Lysp.E334KP18075protein_codingdeleterious(0)benign(0.325)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=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
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORpegaspargasePEGASPARGASE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORmethotrexateMETHOTREXATE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORcyclophosphamideCYCLOPHOSPHAMIDE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORthioguanineTHIOGUANINE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORprednisonePREDNISONE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORdexamethasoneDEXAMETHASONE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORcytarabineCYTARABINE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORvincristineVINCRISTINE26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORdaunorubicinDAUNORUBICIN26590194
655BMP7TRANSCRIPTION FACTOR, DRUGGABLE GENOME, GROWTH FACTORdoxorubicinDOXORUBICIN26590194
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