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: NLRC5

Gene summary for NLRC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NLRC5

Gene ID

84166

Gene nameNLR family CARD domain containing 5
Gene AliasCLR16.1
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0001959

UniProtAcc

Q86WI3


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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
84166NLRC5CCI_1HumanCervixCC7.61e-065.43e-010.528
84166NLRC5CCI_2HumanCervixCC5.06e-181.22e+000.5249
84166NLRC5CCI_3HumanCervixCC1.61e-147.68e-010.516
84166NLRC5sample3HumanCervixCC4.31e-061.64e-010.1387
84166NLRC5T1HumanCervixCC8.93e-053.19e-010.0918
84166NLRC5HTA11_347_2000001011HumanColorectumAD8.49e-083.20e-01-0.1954
84166NLRC5HTA11_1391_2000001011HumanColorectumAD3.96e-116.70e-01-0.059
84166NLRC5HTA11_99999965062_69753HumanColorectumMSI-H2.31e-038.85e-010.3487
84166NLRC5A002-C-010HumanColorectumFAP8.52e-03-1.41e-010.242
84166NLRC5A015-C-203HumanColorectumFAP5.18e-10-2.09e-01-0.1294
84166NLRC5A002-C-203HumanColorectumFAP7.55e-04-2.29e-010.2786
84166NLRC5A001-C-108HumanColorectumFAP3.34e-08-2.31e-01-0.0272
84166NLRC5A001-C-104HumanColorectumFAP1.27e-03-2.29e-010.0184
84166NLRC5A015-C-106HumanColorectumFAP1.09e-02-1.31e-02-0.0511
84166NLRC5A015-C-104HumanColorectumFAP3.11e-09-1.91e-01-0.1899
84166NLRC5A001-C-014HumanColorectumFAP1.34e-07-2.22e-010.0135
84166NLRC5A002-C-016HumanColorectumFAP2.29e-06-1.70e-010.0521
84166NLRC5A001-C-203HumanColorectumFAP5.53e-03-1.76e-01-0.0481
84166NLRC5A002-C-116HumanColorectumFAP2.30e-08-1.12e-01-0.0452
84166NLRC5A018-E-020HumanColorectumFAP2.51e-02-2.43e-01-0.2034
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00028322CervixCCnegative regulation of response to biotic stimulus27/2311108/187232.27e-042.55e-0327
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00507773CervixCCnegative regulation of immune response41/2311194/187233.63e-043.76e-0341
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
GO:00028331CervixCCpositive regulation of response to biotic stimulus35/2311168/187231.23e-039.87e-0335
GO:00343415CervixCCresponse to interferon-gamma30/2311141/187231.88e-031.39e-0230
GO:00458243CervixCCnegative regulation of innate immune response18/231171/187232.01e-031.47e-0218
GO:0031348CervixCCnegative regulation of defense response48/2311258/187232.30e-031.65e-0248
GO:00603333CervixCCinterferon-gamma-mediated signaling pathway9/231127/187233.82e-032.41e-029
GO:00713463CervixCCcellular response to interferon-gamma25/2311118/187234.54e-032.75e-0225
GO:00019612CervixCCpositive regulation of cytokine-mediated signaling pathway13/231150/187236.42e-033.58e-0213
GO:00607602CervixCCpositive regulation of response to cytokine stimulus14/231157/187238.17e-034.25e-0214
GO:0045089CervixCCpositive regulation of innate immune response26/2311131/187239.33e-034.66e-0226
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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
NLRC5SNVMissense_Mutationc.4628T>Cp.Met1543Thrp.M1543TQ86WI3protein_codingtolerated(0.12)benign(0.003)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NLRC5SNVMissense_Mutationc.4839N>Cp.Leu1613Phep.L1613FQ86WI3protein_codingtolerated(0.09)probably_damaging(0.992)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NLRC5SNVMissense_Mutationnovelc.2477G>Tp.Arg826Ilep.R826IQ86WI3protein_codingdeleterious(0.05)benign(0.298)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NLRC5SNVMissense_Mutationc.2015N>Ap.Cys672Tyrp.C672YQ86WI3protein_codingdeleterious(0)probably_damaging(0.98)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NLRC5SNVMissense_Mutationc.5086N>Tp.Pro1696Serp.P1696SQ86WI3protein_codingtolerated(0.96)benign(0.007)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NLRC5SNVMissense_Mutationc.3506A>Cp.Gln1169Prop.Q1169PQ86WI3protein_codingdeleterious(0.01)possibly_damaging(0.642)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NLRC5SNVMissense_Mutationrs755193749c.3028N>Ap.Asp1010Asnp.D1010NQ86WI3protein_codingdeleterious(0.03)possibly_damaging(0.683)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NLRC5SNVMissense_Mutationc.185A>Gp.His62Argp.H62RQ86WI3protein_codingtolerated(0.34)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NLRC5SNVMissense_Mutationc.5270N>Ap.Ala1757Aspp.A1757DQ86WI3protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
NLRC5SNVMissense_Mutationc.2403G>Cp.Arg801Serp.R801SQ86WI3protein_codingtolerated(0.07)benign(0.011)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
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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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