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: C1R

Gene summary for C1R

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1R

Gene ID

715

Gene namecomplement C1r
Gene AliasEDSPD1
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0002250

UniProtAcc

P00736


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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
715C1RCA_HPV_1HumanCervixCC1.01e-07-2.85e-010.0264
715C1RCA_HPV_3HumanCervixCC2.03e-041.99e-020.0414
715C1RHSIL_HPV_1HumanCervixHSIL_HPV7.95e-03-2.67e-010.0116
715C1RTumorHumanCervixCC1.84e-041.95e-010.1241
715C1Rsample1HumanCervixCC8.35e-197.78e-010.0959
715C1Rsample3HumanCervixCC1.06e-021.39e-010.1387
715C1RL1HumanCervixCC1.92e-03-2.76e-010.0802
715C1RT1HumanCervixCC3.92e-226.44e-010.0918
715C1RAEH-subject1HumanEndometriumAEH3.34e-13-4.03e-01-0.3059
715C1RAEH-subject2HumanEndometriumAEH8.20e-26-5.95e-01-0.2525
715C1RAEH-subject3HumanEndometriumAEH3.23e-24-5.37e-01-0.2576
715C1RAEH-subject4HumanEndometriumAEH2.41e-15-5.44e-01-0.2657
715C1RAEH-subject5HumanEndometriumAEH1.61e-35-6.20e-01-0.2953
715C1REEC-subject1HumanEndometriumEEC1.32e-25-5.87e-01-0.2682
715C1REEC-subject2HumanEndometriumEEC7.16e-20-4.51e-01-0.2607
715C1REEC-subject3HumanEndometriumEEC6.29e-46-6.02e-01-0.2525
715C1REEC-subject4HumanEndometriumEEC1.09e-16-4.82e-01-0.2571
715C1REEC-subject5HumanEndometriumEEC6.25e-31-6.10e-01-0.249
715C1RGSM5276935HumanEndometriumEEC3.91e-22-5.60e-01-0.123
715C1RGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.63e-21-4.15e-01-0.1869
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:00024603CervixCCadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains62/2311356/187233.09e-032.03e-0262
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
GO:00069597CervixCChumoral immune response54/2311317/187238.57e-034.42e-0254
GO:000695912CervixHSIL_HPVhumoral immune response39/737317/187232.88e-107.02e-0839
GO:000225312CervixHSIL_HPVactivation of immune response40/737375/187231.12e-081.30e-0640
GO:00160643CervixHSIL_HPVimmunoglobulin mediated immune response27/737207/187234.74e-083.59e-0627
GO:00197243CervixHSIL_HPVB cell mediated immunity27/737210/187236.42e-084.49e-0627
GO:000246011CervixHSIL_HPVadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains37/737356/187237.84e-085.32e-0637
GO:00024431CervixHSIL_HPVleukocyte mediated immunity41/737440/187233.14e-071.76e-0541
GO:00024493CervixHSIL_HPVlymphocyte mediated immunity35/737350/187234.45e-072.36e-0535
GO:00069563CervixHSIL_HPVcomplement activation16/737130/187235.24e-051.29e-0316
GO:0002455CervixHSIL_HPVhumoral immune response mediated by circulating immunoglobulin15/737121/187238.19e-051.84e-0315
GO:00069582CervixHSIL_HPVcomplement activation, classical pathway13/737108/187233.22e-045.19e-0313
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:0031638LiverNAFLDzymogen activation16/188260/187232.08e-043.60e-0316
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:00316381LiverCirrhoticzymogen activation31/463460/187236.48e-061.02e-0431
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414520CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa04145110CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0414523CervixHSIL_HPVPhagosome27/459152/84653.58e-081.50e-061.21e-0627
hsa0414533CervixHSIL_HPVPhagosome27/459152/84653.58e-081.50e-061.21e-0627
hsa0517126EndometriumAEHCoronavirus disease - COVID-1999/1197232/84655.19e-273.37e-252.47e-2599
hsa0414524EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa05171112EndometriumAEHCoronavirus disease - COVID-1999/1197232/84655.19e-273.37e-252.47e-2599
hsa04145111EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa0517127EndometriumEECCoronavirus disease - COVID-1999/1237232/84657.43e-264.89e-243.65e-2499
hsa0414525EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa0517136EndometriumEECCoronavirus disease - COVID-1999/1237232/84657.43e-264.89e-243.65e-2499
hsa0414534EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa05171211EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa051339EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa05171310EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0513314EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa0517114LiverNAFLDCoronavirus disease - COVID-19111/1043232/84651.01e-413.32e-392.67e-39111
hsa04610LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
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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
C1RSNVMissense_Mutationc.134N>Tp.Thr45Ilep.T45IP00736protein_codingtolerated(0.11)probably_damaging(0.978)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1RSNVMissense_Mutationrs763682218c.823G>Ap.Asp275Asnp.D275NP00736protein_codingtolerated(0.51)benign(0.011)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1RSNVMissense_Mutationc.256N>Tp.Gly86Trpp.G86WP00736protein_codingtolerated(0.08)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1RSNVMissense_Mutationc.1996N>Tp.Asp666Tyrp.D666YP00736protein_codingdeleterious(0.02)probably_damaging(0.941)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C1RdeletionIn_Frame_Delnovelc.899_901delNNNp.Leu300delp.L300delP00736protein_codingTCGA-IR-A3LC-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinComplete Response
C1RSNVMissense_Mutationc.1945N>Ap.Ala649Thrp.A649TP00736protein_codingtolerated(0.72)possibly_damaging(0.731)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
C1RSNVMissense_Mutationrs772306231c.949N>Ap.Glu317Lysp.E317KP00736protein_codingtolerated(0.72)benign(0.006)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
C1RSNVMissense_Mutationc.1881N>Tp.Lys627Asnp.K627NP00736protein_codingtolerated(0.1)benign(0.023)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
C1RSNVMissense_Mutationnovelc.260N>Tp.Arg87Metp.R87MP00736protein_codingdeleterious(0)benign(0.358)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C1RSNVMissense_Mutationc.360N>Ap.Phe120Leup.F120LP00736protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon 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
715C1RPROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor178101079NAFAMOSTAT
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