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:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
GO:00457867ThyroidPTCnegative regulation of cell cycle166/5968385/187231.93e-062.64e-05166
GO:001402016ThyroidPTCprimary neural tube formation52/596894/187232.14e-062.89e-0552
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:002191514ThyroidPTCneural tube development76/5968152/187232.40e-063.17e-0576
GO:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:004340124ThyroidPTCsteroid hormone mediated signaling pathway69/5968136/187233.57e-064.58e-0569
GO:005076716ThyroidPTCregulation of neurogenesis156/5968364/187235.86e-067.05e-05156
GO:003514819ThyroidPTCtube formation73/5968148/187237.04e-068.31e-0573
GO:006056219ThyroidPTCepithelial tube morphogenesis141/5968325/187237.52e-068.73e-05141
GO:0072593110ThyroidPTCreactive oxygen species metabolic process108/5968239/187231.02e-051.13e-04108
GO:007217515ThyroidPTCepithelial tube formation66/5968132/187231.08e-051.19e-0466
GO:000183715ThyroidPTCepithelial to mesenchymal transition76/5968157/187231.10e-051.21e-0476
GO:00032794ThyroidPTCcardiac septum development54/5968103/187231.17e-051.29e-0454
GO:0071453112ThyroidPTCcellular response to oxygen levels83/5968177/187232.01e-052.04e-0483
GO:00163318ThyroidPTCmorphogenesis of embryonic epithelium71/5968147/187232.31e-052.29e-0471
GO:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:0009636111ThyroidPTCresponse to toxic substance115/5968262/187232.70e-052.63e-04115
GO:000189224ThyroidPTCembryonic placenta development44/596882/187233.51e-053.30e-0444
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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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