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: RCAN2

Gene summary for RCAN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCAN2

Gene ID

10231

Gene nameregulator of calcineurin 2
Gene AliasCSP2
Cytomap6p12.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q14206


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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
10231RCAN2HTA11_6818_2000001011HumanColorectumAD3.78e-351.74e+000.0112
10231RCAN2RNA-P10T2-P10T2-1HumanLungAAH1.96e-049.06e-01-0.1271
10231RCAN2RNA-P10T2-P10T2-2HumanLungAAH4.15e-027.47e-01-0.1406
10231RCAN2RNA-P10T2-P10T2-3HumanLungAAH4.92e-071.10e+00-0.1408
10231RCAN2RNA-P10T2-P10T2-4HumanLungAAH5.72e-059.54e-01-0.138
10231RCAN2RNA-P25T1-P25T1-1HumanLungAIS5.24e-159.32e-01-0.2116
10231RCAN2RNA-P25T1-P25T1-2HumanLungAIS3.24e-058.30e-01-0.1941
10231RCAN2RNA-P25T1-P25T1-3HumanLungAIS2.40e-057.52e-01-0.2107
10231RCAN2RNA-P25T1-P25T1-4HumanLungAIS3.33e-138.31e-01-0.2119
10231RCAN2RNA-P7T1-P7T1-1HumanLungAIS1.06e-038.00e-01-0.0961
10231RCAN2RNA-P7T1-P7T1-2HumanLungAIS2.09e-036.19e-01-0.0876
10231RCAN2RNA-P7T1-P7T1-3HumanLungAIS1.11e-026.83e-01-0.0822
10231RCAN2RNA-P7T1-P7T1-4HumanLungAIS9.38e-046.53e-01-0.0809
10231RCAN2HTA12-15-2HumanPancreasPDAC5.19e-075.72e-010.2315
10231RCAN2HTA12-23-1HumanPancreasPDAC1.92e-078.33e-010.3405
10231RCAN2HTA12-25-1HumanPancreasPDAC3.65e-065.98e-010.313
10231RCAN2HTA12-26-1HumanPancreasPDAC6.49e-261.07e+000.3728
10231RCAN2HTA12-29-1HumanPancreasPDAC1.81e-439.50e-010.3722
10231RCAN2HTA12-30-1HumanPancreasPDAC4.59e-029.27e-010.3671
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0019932LungAISsecond-messenger-mediated signaling46/1849312/187233.79e-033.52e-0246
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491921LungAISThyroid hormone signaling pathway27/961121/84653.92e-043.85e-032.47e-0327
hsa0491931LungAISThyroid hormone signaling pathway27/961121/84653.92e-043.85e-032.47e-0327
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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
RCAN2SNVMissense_Mutationc.538G>Tp.Asp180Tyrp.D180YQ14206protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RCAN2SNVMissense_Mutationc.366C>Gp.Phe122Leup.F122LQ14206protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RCAN2SNVMissense_Mutationnovelc.157A>Gp.Asn53Aspp.N53DQ14206protein_codingtolerated(0.39)benign(0.133)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCAN2SNVMissense_Mutationc.466N>Ap.Leu156Ilep.L156IQ14206protein_codingdeleterious(0)probably_damaging(0.944)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCAN2SNVMissense_Mutationnovelc.296G>Ap.Arg99Hisp.R99HQ14206protein_codingdeleterious(0.01)benign(0.208)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCAN2SNVMissense_Mutationc.265N>Ap.Val89Metp.V89MQ14206protein_codingdeleterious(0)possibly_damaging(0.839)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RCAN2SNVMissense_Mutationrs770255594c.700C>Tp.Arg234Cysp.R234CQ14206protein_codingtolerated(0.16)probably_damaging(0.998)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RCAN2SNVMissense_Mutationc.440N>Ap.Ala147Aspp.A147DQ14206protein_codingtolerated(0.15)possibly_damaging(0.798)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RCAN2SNVMissense_Mutationnovelc.666N>Tp.Lys222Asnp.K222NQ14206protein_codingtolerated(0.15)probably_damaging(0.976)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RCAN2SNVMissense_Mutationc.399N>Tp.Gln133Hisp.Q133HQ14206protein_codingdeleterious(0)probably_damaging(0.959)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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