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: BMP1

Gene summary for BMP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMP1

Gene ID

649

Gene namebone morphogenetic protein 1
Gene AliasOI13
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P13497


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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
649BMP1P27T-EHumanEsophagusESCC2.20e-102.41e-010.1055
649BMP1P28T-EHumanEsophagusESCC3.56e-264.57e-010.1149
649BMP1P30T-EHumanEsophagusESCC7.28e-114.97e-010.137
649BMP1P31T-EHumanEsophagusESCC4.67e-192.68e-010.1251
649BMP1P32T-EHumanEsophagusESCC7.43e-288.26e-010.1666
649BMP1P36T-EHumanEsophagusESCC1.29e-082.78e-010.1187
649BMP1P37T-EHumanEsophagusESCC3.28e-368.04e-010.1371
649BMP1P38T-EHumanEsophagusESCC1.33e-031.54e-010.127
649BMP1P39T-EHumanEsophagusESCC2.74e-051.12e-010.0894
649BMP1P42T-EHumanEsophagusESCC1.99e-125.74e-010.1175
649BMP1P44T-EHumanEsophagusESCC7.30e-084.23e-010.1096
649BMP1P47T-EHumanEsophagusESCC3.25e-092.97e-010.1067
649BMP1P48T-EHumanEsophagusESCC2.88e-071.90e-010.0959
649BMP1P49T-EHumanEsophagusESCC1.18e-053.83e-010.1768
649BMP1P52T-EHumanEsophagusESCC1.23e-183.78e-010.1555
649BMP1P54T-EHumanEsophagusESCC1.98e-142.90e-010.0975
649BMP1P57T-EHumanEsophagusESCC5.25e-035.26e-020.0926
649BMP1P61T-EHumanEsophagusESCC2.12e-152.81e-010.099
649BMP1P62T-EHumanEsophagusESCC5.10e-071.78e-010.1302
649BMP1P65T-EHumanEsophagusESCC8.86e-044.41e-020.0978
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:000150323SkincSCCossification137/4864408/187233.39e-042.68e-03137
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:00301986ThyroidPTCextracellular matrix organization124/5968301/187233.75e-042.53e-03124
GO:00430626ThyroidPTCextracellular structure organization124/5968302/187234.38e-042.92e-03124
GO:00452296ThyroidPTCexternal encapsulating structure organization124/5968304/187235.96e-043.79e-03124
GO:00301995ThyroidPTCcollagen fibril organization29/596861/187237.57e-033.23e-0229
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:003019812ThyroidATCextracellular matrix organization152/6293301/187238.63e-102.24e-08152
GO:004306212ThyroidATCextracellular structure organization152/6293302/187231.17e-092.94e-08152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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
BMP1SNVMissense_Mutationc.1030G>Ap.Ala344Thrp.A344TP13497protein_codingtolerated(0.22)benign(0.06)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
BMP1SNVMissense_Mutationnovelc.1152N>Ap.Asp384Glup.D384EP13497protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BMP1SNVMissense_Mutationrs145735409c.2014N>Ap.Glu672Lysp.E672KP13497protein_codingtolerated(0.2)possibly_damaging(0.87)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
BMP1insertionIn_Frame_Insnovelc.1150_1151insTACGTGTTCTTCp.Asp384delinsValArgValLeuHisp.D384delinsVRVLHP13497protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BMP1SNVMissense_Mutationrs762071697c.1523N>Ap.Arg508Hisp.R508HP13497protein_codingtolerated(0.34)benign(0.198)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BMP1SNVMissense_Mutationnovelc.1051C>Tp.Arg351Cysp.R351CP13497protein_codingdeleterious(0)possibly_damaging(0.773)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
BMP1SNVMissense_Mutationrs752066503c.1954C>Tp.Arg652Cysp.R652CP13497protein_codingdeleterious(0.05)probably_damaging(0.982)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BMP1SNVMissense_Mutationc.1789A>Gp.Lys597Glup.K597EP13497protein_codingtolerated(0.23)benign(0.118)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
BMP1SNVMissense_Mutationnovelc.508N>Gp.Thr170Alap.T170AP13497protein_codingtolerated(0.06)benign(0.009)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BMP1SNVMissense_Mutationrs886062818c.178N>Ap.Glu60Lysp.E60KP13497protein_codingdeleterious(0.02)benign(0.005)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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
649BMP1PROTEASE, NEUTRAL ZINC METALLOPEPTIDASE, GROWTH FACTOR, DRUGGABLE GENOME, ENZYMEinhibitor252166763
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