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: RN7SK

Gene summary for RN7SK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RN7SK

Gene ID

125050

Gene nameRNA component of 7SK nuclear ribonucleoprotein
Gene Alias7SK
Cytomap6p12.2
Gene TypesnRNA
GO ID

GO:0006139

UniProtAcc

NA


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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
125050RN7SKAdj_PTCwithHT_8HumanThyroidHT4.06e-03-4.95e-010.0267
125050RN7SKPTCwithHT_6HumanThyroidHT9.24e-08-5.18e-010.02
125050RN7SKmale-WTAHumanThyroidPTC5.71e-10-5.64e-010.1037
125050RN7SKfemale-WTAHumanThyroidPTC8.06e-03-5.64e-010.0726
125050RN7SKnodule-WTAHumanThyroidgoiters2.02e-08-5.64e-010.0534
125050RN7SKPTC01HumanThyroidPTC5.88e-09-5.64e-010.1899
125050RN7SKPTC04HumanThyroidPTC5.71e-10-5.64e-010.1927
125050RN7SKPTC06HumanThyroidPTC4.16e-06-5.64e-010.2057
125050RN7SKPTC07HumanThyroidPTC2.61e-10-5.64e-010.2044
125050RN7SKATC09HumanThyroidATC4.82e-02-5.64e-010.2871
125050RN7SKATC12HumanThyroidATC2.71e-09-5.64e-010.34
125050RN7SKATC13HumanThyroidATC2.61e-10-5.64e-010.34
125050RN7SKATC4HumanThyroidATC1.92e-09-5.64e-010.34
125050RN7SKATC5HumanThyroidATC2.71e-09-5.64e-010.34
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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:00063689ThyroidHTtranscription elongation from RNA polymerase II promoter12/127269/187232.19e-031.88e-0212
GO:000635410ThyroidHTDNA-templated transcription, elongation14/127291/187233.23e-032.55e-0214
GO:000635416ThyroidPTCDNA-templated transcription, elongation62/596891/187231.30e-125.91e-1162
GO:000636816ThyroidPTCtranscription elongation from RNA polymerase II promoter48/596869/187231.43e-104.81e-0948
GO:00327846ThyroidPTCregulation of DNA-templated transcription, elongation38/596853/187233.07e-098.43e-0838
GO:00342437ThyroidPTCregulation of transcription elongation from RNA polymerase II promoter24/596832/187236.76e-071.07e-0524
GO:00342445ThyroidPTCnegative regulation of transcription elongation from RNA polymerase II promoter13/596816/187236.82e-055.97e-0413
GO:00327855ThyroidPTCnegative regulation of DNA-templated transcription, elongation14/596818/187238.31e-057.01e-0414
GO:000635421ThyroidATCDNA-templated transcription, elongation63/629391/187233.89e-121.55e-1063
GO:000636822ThyroidATCtranscription elongation from RNA polymerase II promoter49/629369/187232.32e-106.72e-0949
GO:003278414ThyroidATCregulation of DNA-templated transcription, elongation39/629353/187233.04e-097.10e-0839
GO:003424314ThyroidATCregulation of transcription elongation from RNA polymerase II promoter25/629332/187233.13e-074.68e-0625
GO:003424412ThyroidATCnegative regulation of transcription elongation from RNA polymerase II promoter14/629316/187231.32e-051.26e-0414
GO:003278512ThyroidATCnegative regulation of DNA-templated transcription, elongation15/629318/187232.06e-051.85e-0415
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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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