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: C1QTNF3

Gene summary for C1QTNF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1QTNF3

Gene ID

114899

Gene nameC1q and TNF related 3
Gene AliasC1ATNF3
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9BXJ4


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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
114899C1QTNF3HCC1HumanLiverHCC8.45e-136.03e+000.5336
114899C1QTNF3S014HumanLiverHCC3.84e-272.60e+000.2254
114899C1QTNF3S015HumanLiverHCC3.20e-041.91e+000.2375
114899C1QTNF3S016HumanLiverHCC8.90e-373.23e+000.2243
114899C1QTNF3C08HumanOral cavityOSCC2.53e-033.86e-030.1919
114899C1QTNF3ATC13HumanThyroidATC5.13e-862.85e+000.34
114899C1QTNF3ATC5HumanThyroidATC6.56e-903.03e+000.34
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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
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:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:00463642LiverHCCmonosaccharide biosynthetic process58/795882/187232.08e-073.75e-0658
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:00193192LiverHCChexose biosynthetic process54/795878/187231.61e-062.27e-0554
GO:00109062LiverHCCregulation of glucose metabolic process76/7958119/187232.03e-062.79e-0576
GO:00060942LiverHCCgluconeogenesis52/795875/187232.34e-063.14e-0552
GO:00106752LiverHCCregulation of cellular carbohydrate metabolic process88/7958146/187231.08e-051.24e-0488
GO:004426221LiverHCCcellular carbohydrate metabolic process153/7958283/187235.27e-055.00e-04153
GO:00160512LiverHCCcarbohydrate biosynthetic process113/7958202/187237.64e-056.83e-04113
GO:00106772LiverHCCnegative regulation of cellular carbohydrate metabolic process28/795842/187231.35e-037.26e-0328
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00061111LiverHCCregulation of gluconeogenesis31/795848/187231.66e-038.71e-0331
GO:00459122LiverHCCnegative regulation of carbohydrate metabolic process31/795848/187231.66e-038.71e-0331
GO:00432551LiverHCCregulation of carbohydrate biosynthetic process56/795897/187231.75e-039.11e-0356
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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
C1QTNF3SNVMissense_Mutationrs551906960c.881N>Ap.Arg294Glnp.R294QQ9BXJ4protein_codingtolerated(1)possibly_damaging(0.521)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1QTNF3SNVMissense_Mutationc.511N>Tp.Arg171Trpp.R171WQ9BXJ4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
C1QTNF3SNVMissense_Mutationc.703N>Tp.Val235Leup.V235LQ9BXJ4protein_codingtolerated(0.19)benign(0.088)TCGA-E9-A1QZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
C1QTNF3insertionNonsense_Mutationnovelc.511_512insTTCATCTTCTTTCTTGTAGCTGAATGTACCAAAGTATATTTAATp.Arg171LeufsTer8p.R171Lfs*8Q9BXJ4protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
C1QTNF3SNVMissense_Mutationc.511C>Tp.Arg171Trpp.R171WQ9BXJ4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1QTNF3SNVMissense_Mutationrs142993560c.395C>Tp.Pro132Leup.P132LQ9BXJ4protein_codingtolerated(0.06)benign(0.103)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1QTNF3SNVMissense_Mutationc.694N>Ap.Val232Ilep.V232IQ9BXJ4protein_codingtolerated(0.33)probably_damaging(0.953)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
C1QTNF3SNVMissense_Mutationc.35T>Cp.Leu12Prop.L12PQ9BXJ4protein_codingdeleterious_low_confidence(0)probably_damaging(0.993)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
C1QTNF3SNVMissense_Mutationc.11N>Tp.Arg4Metp.R4MQ9BXJ4protein_codingdeleterious_low_confidence(0)benign(0.058)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
C1QTNF3SNVMissense_Mutationc.550G>Ap.Gly184Argp.G184RQ9BXJ4protein_codingdeleterious(0)probably_damaging(0.939)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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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