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: BMP6

Gene summary for BMP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMP6

Gene ID

654

Gene namebone morphogenetic protein 6
Gene AliasVGR
Cytomap6p24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4DUF7


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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
654BMP6GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor3.54e-056.25e-010.1479
654BMP6GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor2.22e-035.50e-010.1531
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005507615ProstateTumortransition metal ion homeostasis45/3246138/187239.11e-061.33e-0445
GO:000165513ProstateTumorurogenital system development90/3246338/187231.08e-051.56e-0490
GO:000716215ProstateTumornegative regulation of cell adhesion82/3246303/187231.38e-051.89e-0482
GO:004521617ProstateTumorcell-cell junction organization59/3246200/187231.43e-051.94e-0459
GO:005507213ProstateTumoriron ion homeostasis31/324685/187231.89e-052.47e-0431
GO:002240717ProstateTumorregulation of cell-cell adhesion112/3246448/187232.20e-052.80e-04112
GO:007124815ProstateTumorcellular response to metal ion56/3246197/187237.26e-057.65e-0456
GO:004691614ProstateTumorcellular transition metal ion homeostasis37/3246115/187237.56e-057.88e-0437
GO:004566711ProstateTumorregulation of osteoblast differentiation41/3246132/187237.83e-058.14e-0441
GO:000717815ProstateTumortransmembrane receptor protein serine/threonine kinase signaling pathway90/3246355/187237.93e-058.19e-0490
GO:000961214ProstateTumorresponse to mechanical stimulus60/3246216/187238.45e-058.46e-0460
GO:005067914ProstateTumorpositive regulation of epithelial cell proliferation58/3246207/187238.47e-058.47e-0458
GO:004666111ProstateTumormale sex differentiation48/3246165/187231.25e-041.16e-0348
GO:007126013ProstateTumorcellular response to mechanical stimulus28/324681/187231.39e-041.27e-0328
GO:000754811ProstateTumorsex differentiation71/3246276/187232.70e-042.24e-0371
GO:006201214ProstateTumorregulation of small molecule metabolic process83/3246334/187232.96e-042.39e-0383
GO:000182213ProstateTumorkidney development74/3246293/187233.68e-042.87e-0374
GO:001003911ProstateTumorresponse to iron ion14/324632/187234.43e-043.37e-0314
GO:007169214ProstateTumorprotein localization to extracellular region89/3246368/187234.80e-043.57e-0389
GO:000930615ProstateTumorprotein secretion87/3246359/187235.15e-043.78e-0387
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439024ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0435021ProstateTumorTGF-beta signaling pathway39/1791108/84652.33e-041.35e-038.39e-0439
hsa0439034ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0435031ProstateTumorTGF-beta signaling pathway39/1791108/84652.33e-041.35e-038.39e-0439
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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
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPCRCAD
BMP6BMPR1A_ACVR2ABMP6_BMPR1A_ACVR2ABMPCRCADJ
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPCRCADJ
BMP6BMPR1A_ACVR2ABMP6_BMPR1A_ACVR2ABMPCRCFAP
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPCRCFAP
BMP6ACVR1_ACVR2ABMP6_ACVR1_ACVR2ABMPCRCMSI-H
BMP6ACVR1_ACVR2BBMP6_ACVR1_ACVR2BBMPCRCMSI-H
BMP6ACVR1_BMPR2BMP6_ACVR1_BMPR2BMPCRCMSI-H
BMP6BMPR1A_ACVR2ABMP6_BMPR1A_ACVR2ABMPCRCMSI-H
BMP6BMPR1A_ACVR2BBMP6_BMPR1A_ACVR2BBMPCRCMSI-H
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPCRCMSI-H
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPCRCSER
BMP6ACVR1_BMPR2BMP6_ACVR1_BMPR2BMPHNSCCPrecancer
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPHNSCCPrecancer
BMP6ACVR1_ACVR2ABMP6_ACVR1_ACVR2ABMPLiverHealthy
BMP6ACVR1_ACVR2BBMP6_ACVR1_ACVR2BBMPLiverHealthy
BMP6ACVR1_BMPR2BMP6_ACVR1_BMPR2BMPLiverHealthy
BMP6BMPR1A_ACVR2ABMP6_BMPR1A_ACVR2ABMPLiverHealthy
BMP6BMPR1A_ACVR2BBMP6_BMPR1A_ACVR2BBMPLiverHealthy
BMP6BMPR1A_BMPR2BMP6_BMPR1A_BMPR2BMPLiverHealthy
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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
BMP6SNVMissense_Mutationrs566660170c.692G>Ap.Arg231Hisp.R231HP22004protein_codingtolerated(0.42)benign(0.009)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
BMP6SNVMissense_Mutationnovelc.1509N>Tp.Arg503Serp.R503SP22004protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
BMP6SNVMissense_Mutationc.832N>Gp.Gln278Glup.Q278EP22004protein_codingtolerated(0.55)probably_damaging(0.991)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BMP6insertionNonsense_Mutationnovelc.1421_1422insATAGGACATACATTTATTTGGGCATTTAAACAAATTTTAATTGAGAp.Lys475Terp.K475*P22004protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
BMP6insertionNonsense_Mutationnovelc.1472_1473insGCAGCCATTACCAAACACCCAGAGCTTGATTGAAGGCTGAGCp.Phe491delinsLeuGlnProLeuProAsnThrGlnSerLeuIleGluGlyTerAlap.F491delinsLQPLPNTQSLIEG*AP22004protein_codingTCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BMP6SNVMissense_Mutationrs771664465c.934N>Ap.Ala312Thrp.A312TP22004protein_codingdeleterious(0.05)possibly_damaging(0.53)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BMP6SNVMissense_Mutationrs781335360c.991N>Ap.Val331Metp.V331MP22004protein_codingdeleterious(0)probably_damaging(0.973)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
BMP6SNVMissense_Mutationrs577694907c.1139G>Ap.Arg380Hisp.R380HP22004protein_codingdeleterious(0.05)benign(0.072)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BMP6SNVMissense_Mutationc.1394N>Cp.Val465Alap.V465AP22004protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BMP6SNVMissense_Mutationc.1227A>Cp.Lys409Asnp.K409NP22004protein_codingdeleterious(0.02)probably_damaging(0.975)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
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