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: RPAP2

Gene summary for RPAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPAP2

Gene ID

79871

Gene nameRNA polymerase II associated protein 2
Gene AliasC1orf82
Cytomap1p22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IXW5


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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
79871RPAP2LZE2THumanEsophagusESCC1.30e-033.30e-010.082
79871RPAP2LZE4THumanEsophagusESCC2.19e-092.75e-010.0811
79871RPAP2LZE5THumanEsophagusESCC6.08e-031.90e-010.0514
79871RPAP2LZE7THumanEsophagusESCC5.20e-104.13e-010.0667
79871RPAP2LZE8THumanEsophagusESCC2.85e-031.34e-010.067
79871RPAP2LZE20THumanEsophagusESCC7.18e-061.97e-010.0662
79871RPAP2LZE24THumanEsophagusESCC1.82e-112.33e-010.0596
79871RPAP2LZE6THumanEsophagusESCC3.20e-021.55e-010.0845
79871RPAP2P1T-EHumanEsophagusESCC1.86e-093.82e-010.0875
79871RPAP2P2T-EHumanEsophagusESCC1.46e-336.35e-010.1177
79871RPAP2P4T-EHumanEsophagusESCC1.91e-143.65e-010.1323
79871RPAP2P5T-EHumanEsophagusESCC1.76e-283.21e-010.1327
79871RPAP2P8T-EHumanEsophagusESCC1.71e-244.61e-010.0889
79871RPAP2P9T-EHumanEsophagusESCC6.82e-142.70e-010.1131
79871RPAP2P10T-EHumanEsophagusESCC7.47e-375.63e-010.116
79871RPAP2P11T-EHumanEsophagusESCC2.20e-175.75e-010.1426
79871RPAP2P12T-EHumanEsophagusESCC2.82e-971.82e+000.1122
79871RPAP2P15T-EHumanEsophagusESCC7.14e-224.48e-010.1149
79871RPAP2P16T-EHumanEsophagusESCC9.39e-353.87e-010.1153
79871RPAP2P17T-EHumanEsophagusESCC7.19e-103.11e-010.1278
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00987812EsophagusESCCncRNA transcription45/855256/187231.05e-071.72e-0645
GO:00093011EsophagusESCCsnRNA transcription16/855219/187236.45e-043.43e-0316
GO:00064707LungIACprotein dephosphorylation60/2061281/187233.24e-072.48e-0560
GO:00163116LungIACdephosphorylation75/2061417/187231.21e-053.64e-0475
GO:000647012LungAISprotein dephosphorylation56/1849281/187232.47e-072.24e-0556
GO:001631112LungAISdephosphorylation69/1849417/187231.27e-054.78e-0469
GO:000647019SkinAKprotein dephosphorylation49/1910281/187231.30e-041.61e-0349
GO:000647024SkincSCCprotein dephosphorylation111/4864281/187234.10e-077.96e-06111
GO:00987813SkincSCCncRNA transcription28/486456/187239.93e-059.22e-0428
GO:001631115SkincSCCdephosphorylation134/4864417/187232.65e-031.50e-02134
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:000647020ThyroidPTCprotein dephosphorylation123/5968281/187231.69e-051.77e-04123
GO:00987814ThyroidPTCncRNA transcription27/596856/187237.77e-033.29e-0227
GO:0006470111ThyroidATCprotein dephosphorylation129/6293281/187231.11e-051.09e-04129
GO:001631117ThyroidATCdephosphorylation179/6293417/187233.88e-053.15e-04179
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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
RPAP2SNVMissense_Mutationc.1319G>Ap.Gly440Aspp.G440DQ8IXW5protein_codingtolerated(1)benign(0)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RPAP2SNVMissense_Mutationnovelc.1235N>Gp.Ile412Argp.I412RQ8IXW5protein_codingdeleterious(0.04)benign(0.293)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
RPAP2SNVMissense_Mutationc.1471N>Gp.Pro491Alap.P491AQ8IXW5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A1M9-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RPAP2SNVMissense_Mutationc.1369N>Ap.Glu457Lysp.E457KQ8IXW5protein_codingdeleterious(0.04)possibly_damaging(0.877)TCGA-C5-A7CJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RPAP2SNVMissense_Mutationc.1834G>Cp.Glu612Glnp.E612QQ8IXW5protein_codingdeleterious_low_confidence(0)benign(0)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RPAP2SNVMissense_Mutationc.1604N>Cp.Leu535Prop.L535PQ8IXW5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RPAP2SNVMissense_Mutationnovelc.359N>Ap.Ser120Tyrp.S120YQ8IXW5protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPAP2SNVMissense_Mutationc.1603N>Ap.Leu535Ilep.L535IQ8IXW5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RPAP2SNVMissense_Mutationc.1607T>Ap.Val536Aspp.V536DQ8IXW5protein_codingdeleterious(0)possibly_damaging(0.844)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
RPAP2SNVMissense_Mutationc.599N>Gp.Phe200Cysp.F200CQ8IXW5protein_codingtolerated(0.18)benign(0.003)TCGA-DY-A1DD-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
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