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: RCC2

Gene summary for RCC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCC2

Gene ID

55920

Gene nameregulator of chromosome condensation 2
Gene AliasTD-60
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

A0A024RAC5


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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
55920RCC2AEH-subject4HumanEndometriumAEH2.41e-021.99e-01-0.2657
55920RCC2EEC-subject1HumanEndometriumEEC2.27e-02-4.14e-02-0.2682
55920RCC2EEC-subject3HumanEndometriumEEC2.36e-04-1.58e-02-0.2525
55920RCC2EEC-subject4HumanEndometriumEEC6.45e-03-8.16e-02-0.2571
55920RCC2GSM5276934HumanEndometriumEEC4.59e-03-1.88e-01-0.0913
55920RCC2GSM5276935HumanEndometriumEEC3.63e-123.44e-01-0.123
55920RCC2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.74e-172.46e-01-0.1869
55920RCC2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.49e-152.49e-01-0.1875
55920RCC2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.46e-151.84e-01-0.1883
55920RCC2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.69e-101.11e-01-0.1934
55920RCC2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.68e-335.21e-01-0.1917
55920RCC2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.32e-223.63e-01-0.1916
55920RCC2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC9.51e-286.33e-01-0.1269
55920RCC2LZE4THumanEsophagusESCC8.35e-095.98e-020.0811
55920RCC2LZE5THumanEsophagusESCC2.42e-035.01e-010.0514
55920RCC2LZE7THumanEsophagusESCC3.02e-056.62e-010.0667
55920RCC2LZE8THumanEsophagusESCC6.51e-066.08e-020.067
55920RCC2LZE20THumanEsophagusESCC1.69e-021.69e-010.0662
55920RCC2LZE22THumanEsophagusESCC2.74e-052.43e-010.068
55920RCC2LZE24THumanEsophagusESCC1.60e-092.83e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:001081015EndometriumAEHregulation of cell-substrate adhesion64/2100221/187233.85e-139.62e-1164
GO:002260415EndometriumAEHregulation of cell morphogenesis79/2100309/187231.04e-122.24e-1079
GO:00315899EndometriumAEHcell-substrate adhesion87/2100363/187233.51e-125.70e-1087
GO:190002410EndometriumAEHregulation of substrate adhesion-dependent cell spreading27/210057/187239.07e-121.43e-0927
GO:001076910EndometriumAEHregulation of cell morphogenesis involved in differentiation31/210096/187232.70e-081.56e-0631
GO:00019529EndometriumAEHregulation of cell-matrix adhesion37/2100128/187233.58e-081.99e-0637
GO:003444610EndometriumAEHsubstrate adhesion-dependent cell spreading33/2100108/187234.45e-082.43e-0633
GO:015011610EndometriumAEHregulation of cell-substrate junction organization25/210071/187238.77e-084.42e-0625
GO:015011510EndometriumAEHcell-substrate junction organization31/2100101/187231.01e-074.99e-0631
GO:00072296EndometriumAEHintegrin-mediated signaling pathway32/2100107/187231.24e-075.80e-0632
GO:00480418EndometriumAEHfocal adhesion assembly28/210087/187231.36e-076.14e-0628
GO:00071609EndometriumAEHcell-matrix adhesion54/2100233/187231.42e-076.37e-0654
GO:00070449EndometriumAEHcell-substrate junction assembly29/210095/187232.93e-071.28e-0529
GO:00518939EndometriumAEHregulation of focal adhesion assembly23/210066/187233.54e-071.51e-0523
GO:00901099EndometriumAEHregulation of cell-substrate junction assembly23/210066/187233.54e-071.51e-0523
GO:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:00343299EndometriumAEHcell junction assembly78/2100420/187234.80e-061.24e-0478
GO:00430878EndometriumAEHregulation of GTPase activity66/2100348/187231.26e-052.77e-0466
GO:00435477EndometriumAEHpositive regulation of GTPase activity48/2100255/187232.18e-042.67e-0348
GO:00457877EndometriumAEHpositive regulation of cell cycle56/2100313/187232.73e-043.14e-0356
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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
RCC2SNVMissense_Mutationc.1455N>Gp.Phe485Leup.F485LQ9P258protein_codingtolerated(0.18)benign(0.006)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RCC2SNVMissense_Mutationnovelc.416C>Tp.Pro139Leup.P139LQ9P258protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RCC2SNVMissense_Mutationnovelc.1559G>Ap.Arg520Glnp.R520QQ9P258protein_codingtolerated(0.08)possibly_damaging(0.557)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCC2SNVMissense_Mutationc.631C>Tp.Arg211Trpp.R211WQ9P258protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCC2SNVMissense_Mutationc.1543N>Tp.Pro515Serp.P515SQ9P258protein_codingdeleterious(0.01)benign(0.069)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RCC2SNVMissense_Mutationrs780378675c.1297C>Tp.Arg433Trpp.R433WQ9P258protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCC2SNVMissense_Mutationc.898C>Tp.Arg300Trpp.R300WQ9P258protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
RCC2SNVMissense_Mutationc.1120C>Tp.Arg374Cysp.R374CQ9P258protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-6168-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCC2SNVMissense_Mutationc.956N>Tp.Thr319Metp.T319MQ9P258protein_codingdeleterious(0.04)probably_damaging(0.938)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RCC2SNVMissense_Mutationnovelc.1150N>Tp.Arg384Cysp.R384CQ9P258protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6297-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
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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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