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: RPRD2

Gene summary for RPRD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPRD2

Gene ID

23248

Gene nameregulation of nuclear pre-mRNA domain containing 2
Gene AliasHSPC099
Cytomap1q21.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5VT52


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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
23248RPRD2P65T-EHumanEsophagusESCC5.15e-182.09e-010.0978
23248RPRD2P74T-EHumanEsophagusESCC1.50e-461.19e+000.1479
23248RPRD2P75T-EHumanEsophagusESCC4.87e-223.86e-010.1125
23248RPRD2P76T-EHumanEsophagusESCC3.84e-072.01e-010.1207
23248RPRD2P79T-EHumanEsophagusESCC2.34e-162.26e-010.1154
23248RPRD2P80T-EHumanEsophagusESCC1.28e-155.14e-010.155
23248RPRD2P82T-EHumanEsophagusESCC4.21e-084.28e-010.1072
23248RPRD2P83T-EHumanEsophagusESCC2.32e-092.11e-010.1738
23248RPRD2P84T-EHumanEsophagusESCC3.12e-053.11e-010.0933
23248RPRD2P89T-EHumanEsophagusESCC3.20e-166.69e-010.1752
23248RPRD2P91T-EHumanEsophagusESCC2.69e-044.46e-010.1828
23248RPRD2P107T-EHumanEsophagusESCC4.77e-204.63e-010.171
23248RPRD2P126T-EHumanEsophagusESCC9.18e-032.63e-010.1125
23248RPRD2P127T-EHumanEsophagusESCC3.53e-222.12e-010.0826
23248RPRD2P128T-EHumanEsophagusESCC2.38e-175.72e-010.1241
23248RPRD2P130T-EHumanEsophagusESCC1.22e-255.82e-010.1676
23248RPRD2NAFLD1HumanLiverNAFLD2.15e-045.79e-01-0.04
23248RPRD2HCC1_MengHumanLiverHCC1.10e-46-3.65e-020.0246
23248RPRD2HCC2_MengHumanLiverHCC3.22e-194.54e-020.0107
23248RPRD2HCC1HumanLiverHCC2.69e-033.70e+000.5336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00311241LiverHCCmRNA 3'-end processing50/795862/187238.44e-102.60e-0850
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:00311242Oral cavityOSCCmRNA 3'-end processing49/730562/187231.40e-104.14e-0949
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:00311235ThyroidPTCRNA 3'-end processing65/5968116/187236.24e-081.30e-0665
GO:00311245ThyroidPTCmRNA 3'-end processing40/596862/187231.28e-072.48e-0640
GO:003112312ThyroidATCRNA 3'-end processing65/6293116/187235.58e-077.93e-0665
GO:003112413ThyroidATCmRNA 3'-end processing40/629362/187236.25e-078.65e-0640
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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
RPRD2SNVMissense_Mutationnovelc.443N>Gp.Thr148Serp.T148SQ5VT52protein_codingtolerated_low_confidence(0.18)benign(0.011)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
RPRD2SNVMissense_Mutationnovelc.3275G>Tp.Ser1092Ilep.S1092IQ5VT52protein_codingdeleterious_low_confidence(0)benign(0.054)TCGA-A2-A0EP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
RPRD2SNVMissense_Mutationnovelc.3706N>Gp.Pro1236Alap.P1236AQ5VT52protein_codingdeleterious_low_confidence(0)benign(0.001)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
RPRD2SNVMissense_Mutationc.1123G>Tp.Asp375Tyrp.D375YQ5VT52protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
RPRD2deletionIn_Frame_Delnovelc.2878_2883delAAGCAGp.Lys960_Gln961delp.K960_Q961delQ5VT52protein_codingTCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
RPRD2insertionFrame_Shift_Insnovelc.3704_3705insCAGAGAGp.Pro1236ArgfsTer47p.P1236Rfs*47Q5VT52protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
RPRD2insertionIn_Frame_Insnovelc.1383_1384insGATTCTCGTGTCTCAGCCTCTGTAGTAGCTGGGp.Ser461_Ser462insAspSerArgValSerAlaSerValValAlaGlyp.S461_S462insDSRVSASVVAGQ5VT52protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RPRD2SNVMissense_Mutationnovelc.381G>Tp.Trp127Cysp.W127CQ5VT52protein_codingdeleterious_low_confidence(0)possibly_damaging(0.887)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RPRD2SNVMissense_Mutationrs748820473c.3469G>Ap.Gly1157Argp.G1157RQ5VT52protein_codingdeleterious_low_confidence(0)benign(0.344)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RPRD2SNVMissense_Mutationc.1060G>Ap.Glu354Lysp.E354KQ5VT52protein_codingtolerated_low_confidence(0.21)benign(0)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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