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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:003209216EsophagusESCCpositive regulation of protein binding60/855285/187232.83e-063.22e-0560
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
GO:004329718EsophagusESCCapical junction assembly48/855278/187233.45e-031.41e-0248
GO:00717115EsophagusESCCbasement membrane organization22/855231/187233.90e-031.58e-0222
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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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