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: RCN3

Gene summary for RCN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCN3

Gene ID

57333

Gene namereticulocalbin 3
Gene AliasRLP49
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q96D15


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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
57333RCN3LZE22THumanEsophagusESCC5.50e-064.43e-010.068
57333RCN3P2T-EHumanEsophagusESCC6.02e-053.15e-020.1177
57333RCN3P4T-EHumanEsophagusESCC6.44e-147.89e-010.1323
57333RCN3P5T-EHumanEsophagusESCC7.10e-054.40e-010.1327
57333RCN3P8T-EHumanEsophagusESCC9.19e-183.90e-010.0889
57333RCN3P9T-EHumanEsophagusESCC9.99e-106.75e-010.1131
57333RCN3P11T-EHumanEsophagusESCC3.03e-288.24e-010.1426
57333RCN3P12T-EHumanEsophagusESCC6.40e-346.17e-010.1122
57333RCN3P15T-EHumanEsophagusESCC4.47e-023.44e-010.1149
57333RCN3P17T-EHumanEsophagusESCC1.29e-032.92e-010.1278
57333RCN3P19T-EHumanEsophagusESCC8.13e-131.14e+000.1662
57333RCN3P22T-EHumanEsophagusESCC4.20e-043.92e-010.1236
57333RCN3P23T-EHumanEsophagusESCC5.99e-134.63e-010.108
57333RCN3P24T-EHumanEsophagusESCC2.05e-043.56e-010.1287
57333RCN3P26T-EHumanEsophagusESCC1.67e-275.11e-010.1276
57333RCN3P27T-EHumanEsophagusESCC1.29e-061.64e-010.1055
57333RCN3P32T-EHumanEsophagusESCC2.05e-247.05e-010.1666
57333RCN3P37T-EHumanEsophagusESCC1.54e-247.57e-010.1371
57333RCN3P38T-EHumanEsophagusESCC2.33e-051.53e-010.127
57333RCN3P42T-EHumanEsophagusESCC1.18e-095.78e-010.1175
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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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:00604284EsophagusESCClung epithelium development27/855237/187237.00e-043.66e-0327
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
GO:001095220Oral cavityOSCCpositive regulation of peptidase activity123/7305197/187232.12e-117.21e-10123
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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
RCN3deletionFrame_Shift_Delnovelc.452delNp.Glu151AspfsTer38p.E151Dfs*38Q96D15protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RCN3SNVMissense_Mutationnovelc.73N>Ap.Asp25Asnp.D25NQ96D15protein_codingdeleterious(0.05)possibly_damaging(0.665)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCN3SNVMissense_Mutationc.358N>Ap.Ala120Thrp.A120TQ96D15protein_codingtolerated(0.05)benign(0.102)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCN3SNVMissense_Mutationc.166C>Tp.His56Tyrp.H56YQ96D15protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RCN3SNVMissense_Mutationnovelc.461N>Gp.Asp154Glyp.D154GQ96D15protein_codingdeleterious(0.02)benign(0.037)TCGA-AA-3861-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RCN3SNVMissense_Mutationnovelc.112N>Cp.Ala38Prop.A38PQ96D15protein_codingtolerated(0.41)benign(0)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCN3SNVMissense_Mutationrs748594439c.899C>Tp.Ala300Valp.A300VQ96D15protein_codingdeleterious(0.03)benign(0.183)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RCN3SNVMissense_Mutationc.517N>Tp.Arg173Trpp.R173WQ96D15protein_codingdeleterious(0)benign(0.269)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCN3SNVMissense_Mutationnovelc.119T>Cp.Leu40Prop.L40PQ96D15protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RCN3SNVMissense_Mutationc.818C>Ap.Pro273Hisp.P273HQ96D15protein_codingtolerated(0.13)possibly_damaging(0.575)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
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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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