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: RGMB

Gene summary for RGMB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGMB

Gene ID

285704

Gene namerepulsive guidance molecule BMP co-receptor b
Gene AliasDRAGON
Cytomap5q15
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

J3KNF6


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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
285704RGMBHTA11_3410_2000001011HumanColorectumAD1.90e-10-2.83e-010.0155
285704RGMBHTA11_2487_2000001011HumanColorectumSER6.37e-09-5.50e-01-0.1808
285704RGMBHTA11_1938_2000001011HumanColorectumAD1.61e-07-4.62e-01-0.0811
285704RGMBHTA11_78_2000001011HumanColorectumAD4.30e-11-5.41e-01-0.1088
285704RGMBHTA11_347_2000001011HumanColorectumAD6.27e-03-3.26e-01-0.1954
285704RGMBHTA11_3361_2000001011HumanColorectumAD8.28e-05-5.37e-01-0.1207
285704RGMBHTA11_83_2000001011HumanColorectumSER1.28e-03-5.31e-01-0.1526
285704RGMBHTA11_866_2000001011HumanColorectumAD1.02e-11-4.74e-01-0.1001
285704RGMBHTA11_1391_2000001011HumanColorectumAD6.84e-04-4.09e-01-0.059
285704RGMBHTA11_866_3004761011HumanColorectumAD3.62e-09-3.44e-010.096
285704RGMBHTA11_10711_2000001011HumanColorectumAD1.45e-08-1.06e-010.0338
285704RGMBHTA11_11156_2000001011HumanColorectumAD3.25e-051.48e-010.0397
285704RGMBHTA11_6818_2000001021HumanColorectumAD2.14e-06-5.24e-010.0588
285704RGMBHTA11_99999970781_79442HumanColorectumMSS1.90e-11-4.15e-010.294
285704RGMBHTA11_99999965104_69814HumanColorectumMSS1.11e-04-3.55e-010.281
285704RGMBHTA11_99999971662_82457HumanColorectumMSS1.20e-20-5.97e-010.3859
285704RGMBHTA11_99999973899_84307HumanColorectumMSS6.38e-05-5.69e-010.2585
285704RGMBHTA11_99999974143_84620HumanColorectumMSS3.27e-25-6.54e-010.3005
285704RGMBA015-C-203HumanColorectumFAP3.48e-071.50e-02-0.1294
285704RGMBA002-C-201HumanColorectumFAP3.99e-03-1.25e-010.0324
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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
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:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:0071772ColorectumFAPresponse to BMP37/2622165/187232.20e-031.80e-0237
GO:0071773ColorectumFAPcellular response to BMP stimulus37/2622165/187232.20e-031.80e-0237
GO:0030509ColorectumFAPBMP signaling pathway34/2622152/187233.38e-032.47e-0234
GO:00071783ColorectumCRCtransmembrane receptor protein serine/threonine kinase signaling pathway66/2078355/187231.74e-055.28e-0466
GO:00305091ColorectumCRCBMP signaling pathway31/2078152/187235.73e-047.89e-0331
GO:00717721ColorectumCRCresponse to BMP32/2078165/187231.16e-031.33e-0232
GO:00717731ColorectumCRCcellular response to BMP stimulus32/2078165/187231.16e-031.33e-0232
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:000717818ThyroidHTtransmembrane receptor protein serine/threonine kinase signaling pathway42/1272355/187233.21e-044.20e-0342
GO:000717819ThyroidPTCtransmembrane receptor protein serine/threonine kinase signaling pathway156/5968355/187231.02e-061.51e-05156
GO:000717823ThyroidATCtransmembrane receptor protein serine/threonine kinase signaling pathway170/6293355/187231.40e-082.87e-07170
GO:00717726ThyroidATCresponse to BMP72/6293165/187234.50e-031.86e-0272
GO:00717736ThyroidATCcellular response to BMP stimulus72/6293165/187234.50e-031.86e-0272
GO:00305095ThyroidATCBMP signaling pathway66/6293152/187237.23e-032.85e-0266
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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
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
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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
RGMBSNVMissense_Mutationrs554337453c.1373G>Ap.Arg458Hisp.R458Hprotein_codingtolerated(0.14)benign(0)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RGMBSNVMissense_Mutationnovelc.645N>Ap.Phe215Leup.F215Lprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
RGMBSNVMissense_Mutationc.904G>Tp.Val302Leup.V302Lprotein_codingtolerated(0.54)benign(0.003)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RGMBSNVMissense_Mutationnovelc.863N>Tp.Thr288Ilep.T288Iprotein_codingdeleterious(0)possibly_damaging(0.51)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RGMBSNVMissense_Mutationc.1313N>Tp.Ala438Valp.A438Vprotein_codingtolerated(0.21)benign(0.031)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RGMBSNVMissense_Mutationnovelc.863N>Tp.Thr288Ilep.T288Iprotein_codingdeleterious(0)possibly_damaging(0.51)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RGMBSNVMissense_Mutationrs527774662c.1139N>Ap.Arg380Hisp.R380Hprotein_codingtolerated(0.22)benign(0.001)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RGMBSNVMissense_Mutationrs550569565c.1282N>Ap.Ala428Thrp.A428Tprotein_codingdeleterious(0)benign(0.209)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RGMBinsertionFrame_Shift_Insnovelc.775_776insTp.Ile260TyrfsTer7p.I260Yfs*7protein_codingTCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
RGMBinsertionFrame_Shift_Insnovelc.1298_1299insGp.Glu434GlyfsTer29p.E434Gfs*29protein_codingTCGA-AA-A01C-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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