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: BMPER

Gene summary for BMPER

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMPER

Gene ID

168667

Gene nameBMP binding endothelial regulator
Gene AliasCRIM3
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A090N7U6


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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
168667BMPERHTA11_866_3004761011HumanColorectumAD1.03e-041.66e-010.096
168667BMPERHTA11_99999970781_79442HumanColorectumMSS4.61e-275.02e-010.294
168667BMPERHTA11_99999973899_84307HumanColorectumMSS4.81e-075.01e-010.2585
168667BMPERA002-C-203HumanColorectumFAP4.47e-082.92e-010.2786
168667BMPERA002-C-021HumanColorectumFAP1.20e-114.10e-010.1171
168667BMPERA001-C-007HumanColorectumCRC4.41e-044.13e-010.1899
168667BMPERF072BHumanColorectumFAP2.20e-084.21e-010.257
168667BMPERCRC-1-8810HumanColorectumCRC8.97e-042.15e-010.6257
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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
∗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:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0043542ColorectumADendothelial cell migration78/3918279/187232.97e-032.22e-0278
GO:0072073ColorectumADkidney epithelium development42/3918136/187234.02e-032.80e-0242
GO:00016672ColorectumMSSameboidal-type cell migration120/3467475/187231.37e-042.05e-03120
GO:00901322ColorectumMSSepithelium migration93/3467360/187233.30e-044.24e-0393
GO:00106312ColorectumMSSepithelial cell migration92/3467357/187233.87e-044.86e-0392
GO:00106322ColorectumMSSregulation of epithelial cell migration77/3467292/187235.39e-046.04e-0377
GO:00901302ColorectumMSStissue migration93/3467365/187235.42e-046.06e-0393
GO:00506731ColorectumMSSepithelial cell proliferation108/3467437/187236.76e-047.30e-03108
GO:00435422ColorectumMSSendothelial cell migration70/3467279/187233.69e-032.71e-0270
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00720731ColorectumMSSkidney epithelium development38/3467136/187234.53e-033.19e-0238
GO:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
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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
BMPERSNVMissense_Mutationc.689N>Cp.Val230Alap.V230AQ8N8U9protein_codingdeleterious(0.01)possibly_damaging(0.527)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
BMPERSNVMissense_Mutationrs200453593c.722G>Ap.Arg241Glnp.R241QQ8N8U9protein_codingtolerated(0.21)benign(0.166)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BMPERSNVMissense_Mutationc.952A>Cp.Asn318Hisp.N318HQ8N8U9protein_codingdeleterious(0.03)probably_damaging(0.972)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BMPERSNVMissense_Mutationc.1699N>Ap.Glu567Lysp.E567KQ8N8U9protein_codingtolerated(0.33)benign(0.053)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BMPERSNVMissense_Mutationc.1976G>Tp.Cys659Phep.C659FQ8N8U9protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0H0-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BMPERSNVMissense_Mutationc.442N>Gp.His148Aspp.H148DQ8N8U9protein_codingtolerated(0.11)possibly_damaging(0.622)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
BMPERSNVMissense_Mutationnovelc.151G>Cp.Glu51Glnp.E51QQ8N8U9protein_codingtolerated(0.12)possibly_damaging(0.543)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BMPERSNVMissense_Mutationc.1136C>Tp.Thr379Ilep.T379IQ8N8U9protein_codingtolerated(0.28)benign(0.406)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
BMPERSNVMissense_Mutationnovelc.544N>Cp.Glu182Glnp.E182QQ8N8U9protein_codingtolerated(0.1)benign(0.003)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BMPERSNVMissense_Mutationnovelc.23N>Ap.Gly8Glup.G8EQ8N8U9protein_codingtolerated_low_confidence(0.42)benign(0.015)TCGA-A6-6780-01Colorectumcolon 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
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