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: RGMA

Gene summary for RGMA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGMA

Gene ID

56963

Gene namerepulsive guidance molecule BMP co-receptor a
Gene AliasRGM
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A0A0MTQ4


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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
56963RGMALZE4THumanEsophagusESCC6.68e-041.17e-010.0811
56963RGMALZE8THumanEsophagusESCC9.47e-068.97e-020.067
56963RGMALZE22THumanEsophagusESCC3.94e-085.64e-010.068
56963RGMALZE24THumanEsophagusESCC3.67e-082.13e-010.0596
56963RGMALZE21THumanEsophagusESCC3.36e-062.78e-010.0655
56963RGMAP1T-EHumanEsophagusESCC4.43e-146.17e-010.0875
56963RGMAP2T-EHumanEsophagusESCC2.61e-142.04e-010.1177
56963RGMAP4T-EHumanEsophagusESCC2.14e-236.44e-010.1323
56963RGMAP8T-EHumanEsophagusESCC6.95e-122.33e-010.0889
56963RGMAP9T-EHumanEsophagusESCC1.95e-154.13e-010.1131
56963RGMAP10T-EHumanEsophagusESCC1.63e-811.34e+000.116
56963RGMAP12T-EHumanEsophagusESCC1.08e-541.13e+000.1122
56963RGMAP15T-EHumanEsophagusESCC1.59e-287.86e-010.1149
56963RGMAP16T-EHumanEsophagusESCC2.43e-203.52e-010.1153
56963RGMAP20T-EHumanEsophagusESCC1.21e-195.14e-010.1124
56963RGMAP21T-EHumanEsophagusESCC3.30e-032.45e-020.1617
56963RGMAP22T-EHumanEsophagusESCC2.36e-224.15e-010.1236
56963RGMAP23T-EHumanEsophagusESCC1.32e-359.75e-010.108
56963RGMAP24T-EHumanEsophagusESCC6.37e-052.27e-020.1287
56963RGMAP26T-EHumanEsophagusESCC1.37e-305.61e-010.1276
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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
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
∗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:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:003209116EsophagusESCCnegative regulation of protein binding65/855294/187233.46e-063.82e-0565
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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
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
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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
RGMASNVMissense_Mutationrs376438901c.1036N>Ap.Gly346Serp.G346Sprotein_codingtolerated(0.76)benign(0.077)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
RGMASNVMissense_Mutationrs763987490c.451N>Ap.Glu151Lysp.E151Kprotein_codingdeleterious(0.03)probably_damaging(0.946)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RGMASNVMissense_Mutationrs752421802c.1295C>Tp.Ala432Valp.A432Vprotein_codingdeleterious(0.04)benign(0.135)TCGA-AD-6899-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RGMASNVMissense_Mutationc.698A>Cp.Glu233Alap.E233Aprotein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RGMASNVMissense_Mutationc.1204N>Ap.Ala402Thrp.A402Tprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-DM-A1D4-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RGMASNVMissense_Mutationc.811N>Ap.Glu271Lysp.E271Kprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-DM-A28A-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RGMASNVMissense_Mutationc.868G>Ap.Val290Metp.V290Mprotein_codingdeleterious(0.01)probably_damaging(0.961)TCGA-DM-A28H-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
RGMASNVMissense_Mutationc.1373G>Tp.Cys458Phep.C458Fprotein_codingdeleterious_low_confidence(0)benign(0.006)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RGMASNVMissense_Mutationrs756255260c.523N>Ap.Gly175Argp.G175Rprotein_codingdeleterious(0)probably_damaging(1)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RGMASNVMissense_Mutationrs763103195c.973C>Tp.Arg325Trpp.R325Wprotein_codingdeleterious(0.04)probably_damaging(0.961)TCGA-AF-2690-01Colorectumrectum adenocarcinomaFemale>=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
56963RGMACELL SURFACE, KINASEElezanumabELEZANUMAB
56963RGMACELL SURFACE, KINASEantibody318164809ELEZANUMAB
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