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: RCAN3

Gene summary for RCAN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCAN3

Gene ID

11123

Gene nameRCAN family member 3
Gene AliasDSCR1L2
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A024RAH2


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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
11123RCAN3LZE2THumanEsophagusESCC4.08e-054.78e-010.082
11123RCAN3LZE4THumanEsophagusESCC9.07e-091.66e-010.0811
11123RCAN3LZE7THumanEsophagusESCC8.02e-062.64e-010.0667
11123RCAN3LZE20THumanEsophagusESCC1.11e-041.50e-010.0662
11123RCAN3LZE22THumanEsophagusESCC2.30e-044.04e-010.068
11123RCAN3LZE24THumanEsophagusESCC4.64e-153.55e-010.0596
11123RCAN3P1T-EHumanEsophagusESCC1.09e-042.59e-010.0875
11123RCAN3P2T-EHumanEsophagusESCC9.21e-102.21e-010.1177
11123RCAN3P4T-EHumanEsophagusESCC3.48e-092.73e-010.1323
11123RCAN3P5T-EHumanEsophagusESCC4.21e-081.67e-010.1327
11123RCAN3P8T-EHumanEsophagusESCC6.91e-092.06e-010.0889
11123RCAN3P9T-EHumanEsophagusESCC4.81e-051.59e-010.1131
11123RCAN3P10T-EHumanEsophagusESCC2.64e-377.22e-010.116
11123RCAN3P11T-EHumanEsophagusESCC2.82e-083.53e-010.1426
11123RCAN3P12T-EHumanEsophagusESCC5.48e-265.10e-010.1122
11123RCAN3P15T-EHumanEsophagusESCC6.27e-225.84e-010.1149
11123RCAN3P16T-EHumanEsophagusESCC1.54e-111.70e-010.1153
11123RCAN3P17T-EHumanEsophagusESCC6.14e-062.78e-010.1278
11123RCAN3P19T-EHumanEsophagusESCC1.19e-056.12e-010.1662
11123RCAN3P20T-EHumanEsophagusESCC8.00e-235.48e-010.1124
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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
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
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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
RCAN3SNVMissense_Mutationc.349N>Gp.Leu117Valp.L117VQ9UKA8protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
RCAN3SNVMissense_Mutationc.610N>Ap.Glu204Lysp.E204KQ9UKA8protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
RCAN3SNVMissense_Mutationrs777266872c.325G>Ap.Glu109Lysp.E109KQ9UKA8protein_codingtolerated(0.4)possibly_damaging(0.479)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RCAN3SNVMissense_Mutationnovelc.71A>Gp.Glu24Glyp.E24GQ9UKA8protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RCAN3SNVMissense_Mutationnovelc.671N>Tp.Pro224Leup.P224LQ9UKA8protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RCAN3SNVMissense_Mutationnovelc.23N>Tp.Ser8Phep.S8FQ9UKA8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.603)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RCAN3SNVMissense_Mutationrs553942744c.718N>Ap.Ala240Thrp.A240TQ9UKA8protein_codingtolerated_low_confidence(0.53)benign(0)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RCAN3SNVMissense_Mutationnovelc.211C>Ap.Leu71Ilep.L71IQ9UKA8protein_codingdeleterious(0.04)possibly_damaging(0.817)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RCAN3SNVMissense_Mutationnovelc.470G>Tp.Trp157Leup.W157LQ9UKA8protein_codingdeleterious(0.03)benign(0.033)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RCAN3SNVMissense_Mutationrs764690503c.488N>Tp.Ala163Valp.A163VQ9UKA8protein_codingdeleterious(0)possibly_damaging(0.753)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/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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