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: BAMBI

Gene summary for BAMBI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAMBI

Gene ID

25805

Gene nameBMP and activin membrane bound inhibitor
Gene AliasNMA
Cytomap10p12.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q13145


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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
25805BAMBILZE5THumanEsophagusESCC2.82e-024.18e-010.0514
25805BAMBILZE7THumanEsophagusESCC2.87e-084.91e-010.0667
25805BAMBILZE22D1HumanEsophagusHGIN2.63e-022.01e-010.0595
25805BAMBILZE22THumanEsophagusESCC4.69e-069.95e-010.068
25805BAMBILZE24THumanEsophagusESCC1.38e-158.92e-010.0596
25805BAMBILZE21THumanEsophagusESCC1.34e-131.44e+000.0655
25805BAMBIP1T-EHumanEsophagusESCC1.19e-191.43e+000.0875
25805BAMBIP2T-EHumanEsophagusESCC9.72e-358.51e-010.1177
25805BAMBIP4T-EHumanEsophagusESCC3.35e-552.27e+000.1323
25805BAMBIP5T-EHumanEsophagusESCC3.46e-641.82e+000.1327
25805BAMBIP8T-EHumanEsophagusESCC1.15e-246.51e-010.0889
25805BAMBIP9T-EHumanEsophagusESCC9.83e-311.16e+000.1131
25805BAMBIP10T-EHumanEsophagusESCC1.32e-144.77e-010.116
25805BAMBIP11T-EHumanEsophagusESCC5.35e-141.04e+000.1426
25805BAMBIP12T-EHumanEsophagusESCC5.01e-266.96e-010.1122
25805BAMBIP15T-EHumanEsophagusESCC8.26e-361.02e+000.1149
25805BAMBIP16T-EHumanEsophagusESCC2.20e-791.90e+000.1153
25805BAMBIP22T-EHumanEsophagusESCC8.85e-277.49e-010.1236
25805BAMBIP23T-EHumanEsophagusESCC2.07e-168.64e-010.108
25805BAMBIP24T-EHumanEsophagusESCC2.91e-063.11e-010.1287
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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
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:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
GO:00456674Oral cavityOSCCregulation of osteoblast differentiation65/7305132/187231.06e-023.60e-0265
GO:00487627Oral cavityOSCCmesenchymal cell differentiation109/7305236/187231.43e-024.69e-02109
GO:0051098110Oral cavityLPregulation of binding140/4623363/187232.47e-091.10e-07140
GO:004339319Oral cavityLPregulation of protein binding80/4623196/187234.41e-071.23e-0580
GO:0051099110Oral cavityLPpositive regulation of binding67/4623173/187232.86e-054.51e-0467
GO:001605515Oral cavityLPWnt signaling pathway140/4623444/187235.80e-045.35e-03140
GO:003209215Oral cavityLPpositive regulation of protein binding35/462385/187235.94e-045.44e-0335
GO:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:0022604110Oral cavityLPregulation of cell morphogenesis101/4623309/187238.65e-047.50e-03101
GO:006082815Oral cavityLPregulation of canonical Wnt signaling pathway82/4623253/187233.23e-032.18e-0282
GO:003011115Oral cavityLPregulation of Wnt signaling pathway103/4623328/187233.29e-032.21e-02103
GO:000836017Oral cavityLPregulation of cell shape53/4623154/187234.22e-032.70e-0253
GO:000150315Oral cavityLPossification123/4623408/187236.55e-033.84e-02123
GO:009026315Oral cavityLPpositive regulation of canonical Wnt signaling pathway38/4623106/187236.67e-033.89e-0238
GO:006007015Oral cavityLPcanonical Wnt signaling pathway94/4623303/187236.97e-033.96e-0294
GO:000164916Oral cavityLPosteoblast differentiation73/4623229/187238.09e-034.40e-0273
GO:001605532Oral cavityNEOLPWnt signaling pathway93/2005444/187231.35e-101.34e-0893
GO:019873832Oral cavityNEOLPcell-cell signaling by wnt93/2005446/187231.73e-101.66e-0893
GO:002260433Oral cavityNEOLPregulation of cell morphogenesis69/2005309/187232.07e-091.29e-0769
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435041Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa0431024Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
hsa0435051Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa0431034Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
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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
BAMBISNVMissense_Mutationc.103G>Tp.Ala35Serp.A35SQ13145protein_codingtolerated(0.13)benign(0.258)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
BAMBIinsertionFrame_Shift_Insnovelc.534_535insCAp.Glu179GlnfsTer34p.E179Qfs*34Q13145protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
BAMBIinsertionNonsense_Mutationnovelc.535_536insCCTGGCTAACATGGTGAAACCCCATCTCTACTACAAATACAp.Glu179AlafsTer6p.E179Afs*6Q13145protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
BAMBISNVMissense_Mutationnovelc.521G>Tp.Arg174Metp.R174MQ13145protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAMBISNVMissense_Mutationnovelc.669N>Tp.Glu223Aspp.E223DQ13145protein_codingtolerated_low_confidence(0.15)probably_damaging(0.978)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BAMBISNVMissense_Mutationrs372503225c.148G>Tp.Ala50Serp.A50SQ13145protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-AA-A024-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BAMBISNVMissense_Mutationrs375455762c.166C>Ap.Leu56Ilep.L56IQ13145protein_codingtolerated(0.08)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BAMBISNVMissense_Mutationrs776749607c.458C>Tp.Ala153Valp.A153VQ13145protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BAMBISNVMissense_Mutationrs369743386c.530G>Ap.Arg177Glnp.R177QQ13145protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BAMBISNVMissense_Mutationc.113T>Cp.Val38Alap.V38AQ13145protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D5-6540-01Colorectumcolon 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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