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: CYREN

Gene summary for CYREN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYREN

Gene ID

78996

Gene namecell cycle regulator of NHEJ
Gene AliasC7orf49
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0002200

UniProtAcc

Q9BWK5


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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
78996CYRENS014HumanLiverHCC7.27e-369.45e-010.2254
78996CYRENS015HumanLiverHCC3.31e-281.06e+000.2375
78996CYRENS016HumanLiverHCC4.96e-287.31e-010.2243
78996CYRENS027HumanLiverHCC4.81e-087.00e-010.2446
78996CYRENS028HumanLiverHCC2.95e-248.53e-010.2503
78996CYRENS029HumanLiverHCC1.31e-197.31e-010.2581
78996CYRENPTC01HumanThyroidPTC1.09e-029.68e-020.1899
78996CYRENPTC05HumanThyroidPTC4.70e-031.52e-010.2065
78996CYRENPTC06HumanThyroidPTC3.41e-102.37e-010.2057
78996CYRENPTC07HumanThyroidPTC5.11e-122.40e-010.2044
78996CYRENATC09HumanThyroidATC1.77e-083.43e-010.2871
78996CYRENATC12HumanThyroidATC4.25e-143.11e-010.34
78996CYRENATC13HumanThyroidATC5.96e-081.48e-010.34
78996CYRENATC1HumanThyroidATC4.49e-083.69e-010.2878
78996CYRENATC2HumanThyroidATC9.20e-147.74e-010.34
78996CYRENATC4HumanThyroidATC1.37e-204.26e-010.34
78996CYRENATC5HumanThyroidATC1.29e-071.74e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:200102026ThyroidATCregulation of response to DNA damage stimulus121/6293219/187233.22e-111.08e-09121
GO:000628211ThyroidATCregulation of DNA repair68/6293130/187238.19e-068.27e-0568
GO:200102114ThyroidATCnegative regulation of response to DNA damage stimulus46/629381/187231.51e-051.41e-0446
GO:200077911ThyroidATCregulation of double-strand break repair45/629385/187231.83e-041.24e-0345
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:00510531ThyroidATCnegative regulation of DNA metabolic process57/6293125/187233.47e-031.55e-0257
GO:00063031ThyroidATCdouble-strand break repair via nonhomologous end joining33/629366/187234.27e-031.80e-0233
GO:20010321ThyroidATCregulation of double-strand break repair via nonhomologous end joining17/629329/187234.95e-032.03e-0217
GO:0045738ThyroidATCnegative regulation of DNA repair19/629336/187231.37e-024.77e-0219
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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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