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: RP2

Gene summary for RP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RP2

Gene ID

6102

Gene nameRP2 activator of ARL3 GTPase
Gene AliasDELXp11.3
CytomapXp11.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A1B2JLU2


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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
6102RP2HCC1_MengHumanLiverHCC3.70e-16-1.45e-020.0246
6102RP2HCC2_MengHumanLiverHCC2.51e-103.31e-020.0107
6102RP2HCC1HumanLiverHCC8.75e-204.36e+000.5336
6102RP2S027HumanLiverHCC4.76e-056.01e-010.2446
6102RP2S028HumanLiverHCC3.73e-105.30e-010.2503
6102RP2S029HumanLiverHCC1.76e-167.54e-010.2581
6102RP2male-WTAHumanThyroidPTC4.35e-04-1.97e-020.1037
6102RP2PTC04HumanThyroidPTC1.81e-021.34e-020.1927
6102RP2PTC07HumanThyroidPTC1.52e-061.42e-020.2044
6102RP2ATC12HumanThyroidATC2.64e-02-4.87e-030.34
6102RP2ATC13HumanThyroidATC4.65e-239.51e-020.34
6102RP2ATC2HumanThyroidATC5.54e-151.02e+000.34
6102RP2ATC5HumanThyroidATC3.28e-121.14e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:2000116110Oral cavityLPregulation of cysteine-type endopeptidase activity109/4623235/187233.16e-132.91e-11109
GO:0043281110Oral cavityLPregulation of cysteine-type endopeptidase activity involved in apoptotic process99/4623209/187237.89e-136.68e-1199
GO:2001243110Oral cavityLPnegative regulation of intrinsic apoptotic signaling pathway56/462398/187236.93e-125.48e-1056
GO:2001234110Oral cavityLPnegative regulation of apoptotic signaling pathway102/4623224/187237.22e-125.58e-10102
GO:0052547110Oral cavityLPregulation of peptidase activity177/4623461/187233.01e-112.00e-09177
GO:0052548110Oral cavityLPregulation of endopeptidase activity164/4623432/187234.33e-102.20e-08164
GO:0010952110Oral cavityLPpositive regulation of peptidase activity88/4623197/187236.52e-103.14e-0888
GO:1905897110Oral cavityLPregulation of response to endoplasmic reticulum stress45/462382/187234.58e-091.91e-0745
GO:000863019Oral cavityLPintrinsic apoptotic signaling pathway in response to DNA damage51/462399/187238.01e-093.20e-0751
GO:004315418Oral cavityLPnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process43/462378/187238.35e-093.31e-0743
GO:200011719Oral cavityLPnegative regulation of cysteine-type endopeptidase activity46/462386/187239.22e-093.61e-0746
GO:0010950110Oral cavityLPpositive regulation of endopeptidase activity79/4623179/187239.34e-093.62e-0779
GO:0071496110Oral cavityLPcellular response to external stimulus124/4623320/187231.44e-085.36e-07124
GO:0097191110Oral cavityLPextrinsic apoptotic signaling pathway91/4623219/187232.69e-089.80e-0791
GO:0051348110Oral cavityLPnegative regulation of transferase activity106/4623268/187234.60e-081.61e-06106
GO:0031667110Oral cavityLPresponse to nutrient levels165/4623474/187233.87e-071.12e-05165
GO:001021216Oral cavityLPresponse to ionizing radiation64/4623148/187235.60e-071.51e-0564
GO:007121417Oral cavityLPcellular response to abiotic stimulus121/4623331/187238.45e-072.20e-05121
GO:010400417Oral cavityLPcellular response to environmental stimulus121/4623331/187238.45e-072.20e-05121
GO:0010563110Oral cavityLPnegative regulation of phosphorus metabolic process153/4623442/187231.47e-063.53e-05153
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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
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3BreastADJ
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3BreastDCIS
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3BreastHealthy
SEMA3DNRP2_PLXNA2SEMA3D_NRP2_PLXNA2SEMA3BreastHealthy
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3BreastHealthy
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CervixADJ
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CervixCC
SEMA3FNRP2_PLXNA2SEMA3F_NRP2_PLXNA2SEMA3CervixCC
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CervixCC
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CervixPrecancer
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CRCAD
SEMA3FNRP2_PLXNA2SEMA3F_NRP2_PLXNA2SEMA3CRCAD
SEMA3CNRP1_NRP2SEMA3C_NRP1_NRP2SEMA3CRCAD
SEMA3BNRP2_PLXNA2SEMA3B_NRP2_PLXNA2SEMA3CRCADJ
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CRCADJ
SEMA3BNRP2_PLXNA2SEMA3B_NRP2_PLXNA2SEMA3CRCFAP
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CRCFAP
SEMA3BNRP2_PLXNA2SEMA3B_NRP2_PLXNA2SEMA3CRCMSI-H
SEMA3CNRP2_PLXNA2SEMA3C_NRP2_PLXNA2SEMA3CRCMSI-H
SEMA3FNRP2_PLXNA2SEMA3F_NRP2_PLXNA2SEMA3CRCMSI-H
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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
RP2SNVMissense_Mutationc.44C>Gp.Ser15Trpp.S15WO75695protein_codingdeleterious(0.01)benign(0.176)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationc.884G>Ap.Gly295Aspp.G295DO75695protein_codingdeleterious(0)probably_damaging(0.973)TCGA-GM-A2DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexCR
RP2SNVMissense_Mutationc.874C>Ap.Leu292Metp.L292MO75695protein_codingdeleterious(0.05)possibly_damaging(0.468)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationnovelc.176N>Ap.Gly59Glup.G59EO75695protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationc.301N>Cp.Phe101Leup.F101LO75695protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RP2SNVMissense_Mutationc.628G>Ap.Val210Ilep.V210IO75695protein_codingtolerated(0.24)benign(0)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationc.467N>Ap.Ala156Aspp.A156DO75695protein_codingtolerated(0.44)benign(0.045)TCGA-AG-4015-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationnovelc.521N>Cp.Ile174Thrp.I174TO75695protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationnovelc.721T>Gp.Phe241Valp.F241VO75695protein_codingdeleterious(0)possibly_damaging(0.854)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RP2SNVMissense_Mutationnovelc.536N>Ap.Pro179Hisp.P179HO75695protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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