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: C1QC

Gene summary for C1QC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1QC

Gene ID

714

Gene namecomplement C1q C chain
Gene AliasC1Q-C
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0002250

UniProtAcc

A0A024RAA7


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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
714C1QCNCCBC11HumanBreastDCIS2.63e-098.21e-010.1232
714C1QCNCCBC14HumanBreastDCIS1.26e-053.91e-010.2021
714C1QCNCCBC3HumanBreastDCIS1.27e-621.20e+000.1198
714C1QCNCCBC5HumanBreastDCIS5.12e-135.97e-010.2046
714C1QCHCC1_MengHumanLiverHCC2.30e-123.92e-020.0246
714C1QCcirrhotic2HumanLiverCirrhotic4.20e-043.37e-020.0201
714C1QCPt13.aHumanLiverHCC1.71e-155.76e-010.021
714C1QCPt13.bHumanLiverHCC5.63e-053.16e-010.0251
714C1QCPt13.cHumanLiverHCC1.04e-471.51e+000.0076
714C1QCPt14.dHumanLiverHCC2.58e-381.06e+000.0143
714C1QCS028HumanLiverHCC3.73e-023.87e-010.2503
714C1QCS029HumanLiverHCC2.09e-021.65e+000.2581
714C1QCC21HumanOral cavityOSCC8.30e-872.56e+000.2678
714C1QCC30HumanOral cavityOSCC5.19e-155.94e-010.3055
714C1QCC38HumanOral cavityOSCC1.30e-033.73e-010.172
714C1QCC51HumanOral cavityOSCC9.24e-124.13e-010.2674
714C1QCC08HumanOral cavityOSCC2.39e-033.07e-010.1919
714C1QCLN46HumanOral cavityOSCC3.46e-083.74e-010.1666
714C1QCSYSMH6HumanOral cavityOSCC4.26e-047.31e-020.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
∗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:003009924BreastDCISmyeloid cell differentiation55/1390381/187231.50e-065.68e-0555
GO:000257321BreastDCISmyeloid leukocyte differentiation34/1390208/187231.08e-052.83e-0434
GO:004563722BreastDCISregulation of myeloid cell differentiation34/1390210/187231.33e-053.32e-0434
GO:000268321BreastDCISnegative regulation of immune system process57/1390434/187231.81e-054.35e-0457
GO:190370622BreastDCISregulation of hemopoiesis50/1390367/187232.21e-055.23e-0450
GO:190210521BreastDCISregulation of leukocyte differentiation37/1390279/187234.19e-045.65e-0337
GO:000276121BreastDCISregulation of myeloid leukocyte differentiation20/1390120/187235.16e-046.73e-0320
GO:190210621BreastDCISnegative regulation of leukocyte differentiation17/1390102/187231.31e-031.37e-0217
GO:190370721BreastDCISnegative regulation of hemopoiesis17/1390106/187232.02e-031.89e-0217
GO:000225311BreastDCISactivation of immune response43/1390375/187232.96e-032.54e-0243
GO:000695911BreastDCIShumoral immune response37/1390317/187234.16e-033.29e-0237
GO:002241113BreastDCIScellular component disassembly48/1390443/187235.35e-033.92e-0248
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:003009912LiverCirrhoticmyeloid cell differentiation135/4634381/187231.69e-063.22e-05135
GO:0150146LiverCirrhoticcell junction disassembly12/463421/187231.53e-039.98e-0312
GO:00025735LiverCirrhoticmyeloid leukocyte differentiation70/4634208/187232.34e-031.42e-0270
GO:00456377LiverCirrhoticregulation of myeloid cell differentiation68/4634210/187237.40e-033.53e-0268
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:01501461LiverHCCcell junction disassembly15/795821/187237.03e-032.80e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502043BreastDCISPrion disease100/846273/84651.44e-331.55e-311.14e-31100
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa05150BreastDCISStaphylococcus aureus infection19/84696/84652.68e-031.67e-021.23e-0219
hsa051336BreastDCISPertussis15/84676/84657.42e-033.48e-022.56e-0215
hsa0502053BreastDCISPrion disease100/846273/84651.44e-331.55e-311.14e-31100
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa051501BreastDCISStaphylococcus aureus infection19/84696/84652.68e-031.67e-021.23e-0219
hsa0513311BreastDCISPertussis15/84676/84657.42e-033.48e-022.56e-0215
hsa0517122LiverCirrhoticCoronavirus disease - COVID-19136/2530232/84653.28e-201.82e-181.12e-18136
hsa0502014LiverCirrhoticPrion disease152/2530273/84651.84e-198.78e-185.41e-18152
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa05133LiverCirrhoticPertussis37/253076/84654.17e-042.57e-031.58e-0337
hsa04936LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0517132LiverCirrhoticCoronavirus disease - COVID-19136/2530232/84653.28e-201.82e-181.12e-18136
hsa0502015LiverCirrhoticPrion disease152/2530273/84651.84e-198.78e-185.41e-18152
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa051331LiverCirrhoticPertussis37/253076/84654.17e-042.57e-031.58e-0337
hsa049361LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0502022LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0517142LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
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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
C1QCdeletionFrame_Shift_Delc.650_659delNNNNNNNNNNp.Trp218SerfsTer103p.W218Sfs*103P02747protein_codingTCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
C1QCSNVMissense_Mutationc.676N>Ap.Asp226Asnp.D226NP02747protein_codingtolerated(0.05)benign(0)TCGA-EA-A411-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationrs772221556c.514N>Ap.Ala172Thrp.A172TP02747protein_codingtolerated(0.7)benign(0.145)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
C1QCSNVMissense_Mutationc.420N>Ap.Phe140Leup.F140LP02747protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationc.154N>Ap.Gly52Argp.G52RP02747protein_codingdeleterious(0)probably_damaging(1)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationc.356A>Cp.Gln119Prop.Q119PP02747protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationrs369345026c.368C>Tp.Thr123Metp.T123MP02747protein_codingdeleterious(0)probably_damaging(0.962)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationc.190N>Ap.Ala64Thrp.A64TP02747protein_codingdeleterious(0.01)possibly_damaging(0.805)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationnovelc.101N>Ap.Gly34Glup.G34EP02747protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C1QCSNVMissense_Mutationrs765611134c.251N>Ap.Pro84Hisp.P84HP02747protein_codingdeleterious(0.01)probably_damaging(0.933)TCGA-AP-A1DK-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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