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: C1QTNF1

Gene summary for C1QTNF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1QTNF1

Gene ID

114897

Gene nameC1q and TNF related 1
Gene AliasCTRP1
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9BXJ1


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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
114897C1QTNF1P2T-EHumanEsophagusESCC3.96e-185.31e-010.1177
114897C1QTNF1P9T-EHumanEsophagusESCC1.97e-022.21e-010.1131
114897C1QTNF1P10T-EHumanEsophagusESCC6.69e-316.04e-010.116
114897C1QTNF1P11T-EHumanEsophagusESCC2.66e-109.08e-010.1426
114897C1QTNF1P15T-EHumanEsophagusESCC2.90e-062.72e-010.1149
114897C1QTNF1P16T-EHumanEsophagusESCC2.69e-083.37e-010.1153
114897C1QTNF1P17T-EHumanEsophagusESCC8.35e-093.17e-010.1278
114897C1QTNF1P21T-EHumanEsophagusESCC6.00e-113.02e-010.1617
114897C1QTNF1P22T-EHumanEsophagusESCC3.53e-071.11e-010.1236
114897C1QTNF1P23T-EHumanEsophagusESCC4.71e-022.64e-010.108
114897C1QTNF1P24T-EHumanEsophagusESCC9.64e-225.97e-010.1287
114897C1QTNF1P26T-EHumanEsophagusESCC2.23e-021.26e-010.1276
114897C1QTNF1P30T-EHumanEsophagusESCC1.22e-065.67e-010.137
114897C1QTNF1P32T-EHumanEsophagusESCC4.13e-187.56e-010.1666
114897C1QTNF1P36T-EHumanEsophagusESCC1.68e-084.11e-010.1187
114897C1QTNF1P37T-EHumanEsophagusESCC1.54e-123.83e-010.1371
114897C1QTNF1P40T-EHumanEsophagusESCC2.11e-052.77e-010.109
114897C1QTNF1P42T-EHumanEsophagusESCC3.18e-115.05e-010.1175
114897C1QTNF1P44T-EHumanEsophagusESCC2.83e-063.83e-010.1096
114897C1QTNF1P47T-EHumanEsophagusESCC1.00e-032.28e-010.1067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗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:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:003410920EsophagusESCChomotypic cell-cell adhesion54/855290/187234.33e-031.72e-0254
GO:190303420EsophagusESCCregulation of response to wounding93/8552167/187235.77e-032.14e-0293
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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
C1QTNF1SNVMissense_Mutationrs758961252c.262G>Ap.Ala88Thrp.A88TQ9BXJ1protein_codingtolerated(0.21)benign(0.056)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
C1QTNF1deletionFrame_Shift_Delnovelc.97delGp.Glu33AsnfsTer65p.E33Nfs*65Q9BXJ1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
C1QTNF1SNVMissense_Mutationrs200367788c.838N>Ap.Glu280Lysp.E280KQ9BXJ1protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1QTNF1SNVMissense_Mutationc.89N>Cp.Val30Alap.V30AQ9BXJ1protein_codingtolerated_low_confidence(0.85)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1QTNF1SNVMissense_Mutationc.245N>Ap.Ser82Tyrp.S82YQ9BXJ1protein_codingdeleterious(0)benign(0.005)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1QTNF1SNVMissense_Mutationnovelc.534C>Gp.Phe178Leup.F178LQ9BXJ1protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
C1QTNF1SNVMissense_Mutationc.628N>Tp.His210Tyrp.H210YQ9BXJ1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
C1QTNF1SNVMissense_Mutationnovelc.88N>Ap.Val30Ilep.V30IQ9BXJ1protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
C1QTNF1SNVMissense_Mutationc.572N>Ap.Gly191Aspp.G191DQ9BXJ1protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
C1QTNF1SNVMissense_Mutationrs767734960c.436N>Ap.Ala146Thrp.A146TQ9BXJ1protein_codingdeleterious(0)possibly_damaging(0.661)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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