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: JCAD

Gene summary for JCAD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JCAD

Gene ID

57608

Gene namejunctional cadherin 5 associated
Gene AliasKIAA1462
Cytomap10p11.23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9P266


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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
57608JCADmale-WTAHumanThyroidPTC1.20e-213.09e-010.1037
57608JCADPTC01HumanThyroidPTC1.54e-203.41e-010.1899
57608JCADPTC03HumanThyroidPTC3.54e-031.72e-010.1784
57608JCADPTC04HumanThyroidPTC1.24e-092.16e-010.1927
57608JCADPTC05HumanThyroidPTC1.41e-278.83e-010.2065
57608JCADPTC06HumanThyroidPTC3.92e-132.98e-010.2057
57608JCADPTC07HumanThyroidPTC3.80e-366.41e-010.2044
57608JCADATC11HumanThyroidATC5.90e-106.61e-010.3386
57608JCADATC12HumanThyroidATC2.90e-244.95e-010.34
57608JCADATC13HumanThyroidATC1.61e-399.18e-010.34
57608JCADATC2HumanThyroidATC2.49e-065.05e-010.34
57608JCADATC3HumanThyroidATC4.34e-115.41e-010.338
57608JCADATC4HumanThyroidATC1.69e-316.08e-010.34
57608JCADATC5HumanThyroidATC1.06e-501.01e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:0010634111ThyroidPTCpositive regulation of epithelial cell migration85/5968176/187233.83e-064.80e-0585
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:001059516ThyroidPTCpositive regulation of endothelial cell migration61/5968133/187234.95e-043.25e-0361
GO:004354219ThyroidPTCendothelial cell migration112/5968279/187232.03e-031.09e-02112
GO:009028712ThyroidPTCregulation of cellular response to growth factor stimulus120/5968304/187232.87e-031.42e-02120
GO:004576612ThyroidPTCpositive regulation of angiogenesis75/5968181/187234.09e-031.95e-0275
GO:190401812ThyroidPTCpositive regulation of vasculature development75/5968181/187234.09e-031.95e-0275
GO:001059416ThyroidPTCregulation of endothelial cell migration91/5968232/187231.03e-024.18e-0291
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:001063131ThyroidATCepithelial cell migration169/6293357/187234.21e-087.69e-07169
GO:009013031ThyroidATCtissue migration171/6293365/187238.55e-081.47e-06171
GO:009013231ThyroidATCepithelium migration169/6293360/187238.57e-081.47e-06169
GO:001063432ThyroidATCpositive regulation of epithelial cell migration92/6293176/187232.38e-073.70e-0692
GO:001063231ThyroidATCregulation of epithelial cell migration137/6293292/187231.44e-061.77e-05137
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
GO:004354231ThyroidATCendothelial cell migration127/6293279/187232.14e-051.91e-04127
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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
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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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