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:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00069791ColorectumSERresponse to oxidative stress114/2897446/187231.75e-081.28e-06114
GO:00003021ColorectumSERresponse to reactive oxygen species65/2897222/187231.21e-077.29e-0665
GO:00106391ColorectumSERnegative regulation of organelle organization90/2897348/187233.14e-071.69e-0590
GO:00621971ColorectumSERcellular response to chemical stress87/2897337/187235.33e-072.59e-0587
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00972371ColorectumSERcellular response to toxic substance40/2897124/187232.28e-069.43e-0540
GO:00987541ColorectumSERdetoxification46/2897152/187233.02e-061.20e-0446
GO:00513481ColorectumSERnegative regulation of transferase activity70/2897268/187234.27e-061.62e-0470
GO:00345041ColorectumSERprotein localization to nucleus74/2897290/187235.74e-062.05e-0474
GO:19907481ColorectumSERcellular detoxification37/2897116/187237.20e-062.48e-0437
GO:00345991ColorectumSERcellular response to oxidative stress73/2897288/187238.52e-062.86e-0473
GO:00018901ColorectumSERplacenta development43/2897144/187239.10e-063.03e-0443
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00018921ColorectumSERembryonic placenta development28/289782/187232.24e-056.43e-0428
GO:00105631ColorectumSERnegative regulation of phosphorus metabolic process101/2897442/187232.39e-056.70e-04101
GO:00459361ColorectumSERnegative regulation of phosphate metabolic process100/2897441/187233.62e-059.39e-04100
GO:00725931ColorectumSERreactive oxygen species metabolic process61/2897239/187233.63e-059.39e-0461
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00485451ColorectumSERresponse to steroid hormone80/2897339/187235.15e-051.25e-0380
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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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