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: C1QTNF4

Gene summary for C1QTNF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1QTNF4

Gene ID

114900

Gene nameC1q and TNF related 4
Gene AliasCTRP4
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9BXJ3


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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
114900C1QTNF4ATC13HumanThyroidATC1.18e-451.04e+000.34
114900C1QTNF4ATC5HumanThyroidATC4.07e-521.12e+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:006076012ThyroidATCpositive regulation of response to cytokine stimulus33/629357/187231.43e-049.91e-0433
GO:006075912ThyroidATCregulation of response to cytokine stimulus76/6293162/187232.92e-041.85e-0376
GO:000195912ThyroidATCregulation of cytokine-mediated signaling pathway71/6293150/187233.28e-042.04e-0371
GO:000196112ThyroidATCpositive regulation of cytokine-mediated signaling pathway29/629350/187233.42e-042.12e-0329
GO:190122421ThyroidATCpositive regulation of NIK/NF-kappaB signaling37/629369/187234.80e-042.81e-0337
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
GO:003806122ThyroidATCNIK/NF-kappaB signaling64/6293143/187233.53e-031.57e-0264
GO:00327608ThyroidATCpositive regulation of tumor necrosis factor production48/6293103/187234.14e-031.76e-0248
GO:190122232ThyroidATCregulation of NIK/NF-kappaB signaling51/6293112/187235.68e-032.30e-0251
GO:19035576ThyroidATCpositive regulation of tumor necrosis factor superfamily cytokine production49/6293107/187235.79e-032.34e-0249
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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
C1QTNF4SNVMissense_Mutationrs778312961c.791N>Tp.Ser264Leup.S264LQ9BXJ3protein_codingdeleterious(0.01)possibly_damaging(0.879)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
C1QTNF4SNVMissense_Mutationrs186546762c.886G>Ap.Ala296Thrp.A296TQ9BXJ3protein_codingtolerated(0.18)possibly_damaging(0.84)TCGA-E2-A10A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyzoladexSD
C1QTNF4deletionFrame_Shift_Delnovelc.967delCp.Leu323SerfsTer47p.L323Sfs*47Q9BXJ3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
C1QTNF4SNVMissense_Mutationc.677N>Tp.Pro226Leup.P226LQ9BXJ3protein_codingdeleterious(0)probably_damaging(0.981)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
C1QTNF4SNVMissense_Mutationnovelc.290N>Gp.Asn97Serp.N97SQ9BXJ3protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
C1QTNF4SNVMissense_Mutationrs866041290c.757N>Ap.Glu253Lysp.E253KQ9BXJ3protein_codingtolerated(0.08)probably_damaging(0.95)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C1QTNF4SNVMissense_Mutationc.671G>Ap.Arg224Hisp.R224HQ9BXJ3protein_codingtolerated(0.24)benign(0.122)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
C1QTNF4SNVMissense_Mutationnovelc.826N>Ap.Leu276Metp.L276MQ9BXJ3protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C1QTNF4SNVMissense_Mutationnovelc.866N>Tp.His289Leup.H289LQ9BXJ3protein_codingtolerated(0.09)probably_damaging(0.912)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
C1QTNF4SNVMissense_Mutationrs767479537c.802N>Ap.Glu268Lysp.E268KQ9BXJ3protein_codingtolerated(0.29)benign(0.28)TCGA-AP-A1DV-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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