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: RAMP2

Gene summary for RAMP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAMP2

Gene ID

10266

Gene namereceptor activity modifying protein 2
Gene AliasRAMP2
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R1Z2


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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
10266RAMP2LZE4THumanEsophagusESCC5.33e-046.73e-020.0811
10266RAMP2LZE24THumanEsophagusESCC6.56e-114.15e-010.0596
10266RAMP2P2T-EHumanEsophagusESCC2.42e-071.05e-010.1177
10266RAMP2P4T-EHumanEsophagusESCC2.40e-105.41e-010.1323
10266RAMP2P8T-EHumanEsophagusESCC7.25e-195.37e-010.0889
10266RAMP2P10T-EHumanEsophagusESCC3.32e-092.22e-010.116
10266RAMP2P16T-EHumanEsophagusESCC2.19e-489.42e-010.1153
10266RAMP2P20T-EHumanEsophagusESCC3.85e-277.65e-010.1124
10266RAMP2P22T-EHumanEsophagusESCC2.14e-365.74e-010.1236
10266RAMP2P23T-EHumanEsophagusESCC1.80e-141.11e+000.108
10266RAMP2P24T-EHumanEsophagusESCC5.00e-024.56e-010.1287
10266RAMP2P26T-EHumanEsophagusESCC4.37e-376.70e-010.1276
10266RAMP2P27T-EHumanEsophagusESCC4.91e-102.95e-010.1055
10266RAMP2P36T-EHumanEsophagusESCC5.18e-068.26e-010.1187
10266RAMP2P38T-EHumanEsophagusESCC1.30e-064.69e-010.127
10266RAMP2P47T-EHumanEsophagusESCC6.33e-031.52e-010.1067
10266RAMP2P54T-EHumanEsophagusESCC6.80e-053.30e-010.0975
10266RAMP2P56T-EHumanEsophagusESCC1.38e-054.29e-010.1613
10266RAMP2P57T-EHumanEsophagusESCC3.22e-021.72e-010.0926
10266RAMP2P61T-EHumanEsophagusESCC1.64e-051.91e-010.099
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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
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:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
GO:00323552LiverHCCresponse to estradiol81/7958141/187232.39e-041.79e-0381
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:00325701LiverHCCresponse to progesterone25/795837/187231.82e-039.38e-0325
GO:004329712LiverHCCapical junction assembly45/795878/187234.83e-032.03e-0245
GO:003433211LiverHCCadherens junction organization30/795849/187236.31e-032.57e-0230
GO:00075651LiverHCCfemale pregnancy99/7958193/187238.24e-033.23e-0299
GO:01201935LiverHCCtight junction organization45/795880/187239.02e-033.48e-0245
GO:01201925LiverHCCtight junction assembly42/795874/187239.32e-033.57e-0242
GO:000704312LiverHCCcell-cell junction assembly76/7958146/187231.23e-024.47e-0276
GO:005109820Oral cavityOSCCregulation of binding212/7305363/187233.88e-142.15e-12212
GO:007048219Oral cavityOSCCresponse to oxygen levels200/7305347/187231.17e-125.13e-11200
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:000166619Oral cavityOSCCresponse to hypoxia177/7305307/187232.21e-117.50e-10177
GO:004339318Oral cavityOSCCregulation of protein binding121/7305196/187238.92e-112.73e-09121
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:004854520Oral cavityOSCCresponse to steroid hormone186/7305339/187231.86e-094.42e-08186
GO:005109920Oral cavityOSCCpositive regulation of binding105/7305173/187235.88e-091.26e-07105
GO:190165419Oral cavityOSCCresponse to ketone114/7305194/187231.82e-083.60e-07114
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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
RAMP2SNVMissense_Mutationrs369493002c.170C>Tp.Thr57Metp.T57MO60895protein_codingtolerated(0.38)benign(0.001)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAMP2insertionFrame_Shift_Insnovelc.454_455insCp.Ile154HisfsTer16p.I154Hfs*16O60895protein_codingTCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
RAMP2SNVMissense_Mutationnovelc.243N>Tp.Lys81Asnp.K81NO60895protein_codingdeleterious(0.03)possibly_damaging(0.76)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RAMP2SNVMissense_Mutationnovelc.427N>Ap.Glu143Lysp.E143KO60895protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RAMP2SNVMissense_Mutationnovelc.151C>Tp.Pro51Serp.P51SO60895protein_codingtolerated(0.44)benign(0)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAMP2SNVMissense_Mutationnovelc.200N>Gp.Phe67Cysp.F67CO60895protein_codingtolerated(0.18)possibly_damaging(0.455)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
RAMP2SNVMissense_Mutationrs373990860c.238N>Ap.Glu80Lysp.E80KO60895protein_codingtolerated(0.65)benign(0)TCGA-QS-A5YQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinCR
RAMP2SNVMissense_Mutationnovelc.103C>Ap.Leu35Metp.L35MO60895protein_codingdeleterious(0.03)probably_damaging(0.919)TCGA-55-6979-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycarboplatinPD
RAMP2SNVMissense_Mutationc.170N>Ap.Thr57Lysp.T57KO60895protein_codingtolerated(1)benign(0.001)TCGA-55-7907-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAMP2SNVMissense_Mutationnovelc.271N>Gp.Arg91Glyp.R91GO60895protein_codingdeleterious(0.01)possibly_damaging(0.666)TCGA-55-8089-01Lunglung 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
10266RAMP2DRUGGABLE GENOME, CELL SURFACEagonistCHEMBL3833353PRAMLINTIDE ACETATE
10266RAMP2DRUGGABLE GENOME, CELL SURFACEPRAMLINTIDEPRAMLINTIDE
10266RAMP2DRUGGABLE GENOME, CELL SURFACEPRAMLINTIDEPRAMLINTIDE
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