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: NHLRC3

Gene summary for NHLRC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NHLRC3

Gene ID

387921

Gene nameNHL repeat containing 3
Gene AliasNHLRC3
Cytomap13q13.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q5JS37


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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
387921NHLRC3HTA11_347_2000001011HumanColorectumAD4.75e-022.87e-01-0.1954
387921NHLRC3HTA11_99999965104_69814HumanColorectumMSS2.74e-056.43e-010.281
387921NHLRC3HTA11_99999971662_82457HumanColorectumMSS1.04e-096.40e-010.3859
387921NHLRC3A015-C-203HumanColorectumFAP6.03e-07-2.15e-01-0.1294
387921NHLRC3A015-C-204HumanColorectumFAP4.92e-03-2.11e-01-0.0228
387921NHLRC3A002-C-201HumanColorectumFAP2.74e-04-1.75e-010.0324
387921NHLRC3A001-C-108HumanColorectumFAP2.75e-05-1.74e-01-0.0272
387921NHLRC3A002-C-205HumanColorectumFAP3.93e-06-1.79e-01-0.1236
387921NHLRC3A015-C-006HumanColorectumFAP1.05e-04-1.88e-01-0.0994
387921NHLRC3A015-C-106HumanColorectumFAP3.16e-02-1.13e-01-0.0511
387921NHLRC3A002-C-114HumanColorectumFAP3.60e-06-2.39e-01-0.1561
387921NHLRC3A015-C-104HumanColorectumFAP3.02e-08-2.07e-01-0.1899
387921NHLRC3A001-C-014HumanColorectumFAP4.03e-03-1.69e-010.0135
387921NHLRC3A002-C-016HumanColorectumFAP1.97e-06-1.62e-010.0521
387921NHLRC3A015-C-002HumanColorectumFAP2.10e-02-1.14e-01-0.0763
387921NHLRC3A002-C-116HumanColorectumFAP4.08e-10-2.27e-01-0.0452
387921NHLRC3A014-C-008HumanColorectumFAP3.20e-03-1.65e-01-0.191
387921NHLRC3A018-E-020HumanColorectumFAP2.30e-05-1.71e-01-0.2034
387921NHLRC3F034HumanColorectumFAP2.11e-05-1.69e-01-0.0665
387921NHLRC3CRC-1-8810HumanColorectumCRC2.21e-053.96e-010.6257
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00002094ColorectumCRCprotein polyubiquitination46/2078236/187239.91e-051.98e-0346
GO:00431615ColorectumCRCproteasome-mediated ubiquitin-dependent protein catabolic process69/2078412/187233.16e-044.90e-0369
GO:00104985ColorectumCRCproteasomal protein catabolic process77/2078490/187231.03e-031.21e-0277
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
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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
NHLRC3insertionIn_Frame_Insnovelc.928_929insTTAp.Pro310delinsLeuThrp.P310delinsLTQ5JS37protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NHLRC3insertionFrame_Shift_Insnovelc.929_930insCATCATGGp.His311IlefsTer6p.H311Ifs*6Q5JS37protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NHLRC3insertionNonsense_Mutationnovelc.26_27insAAATTGAGATTCAGAAAAACTCTTTTTATTAAAAAGAAAAAACACTp.Gly10AsnfsTer2p.G10Nfs*2Q5JS37protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
NHLRC3SNVMissense_Mutationc.184N>Cp.Thr62Prop.T62PQ5JS37protein_codingtolerated(0.33)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NHLRC3SNVMissense_Mutationc.558N>Cp.Leu186Phep.L186FQ5JS37protein_codingdeleterious(0.01)possibly_damaging(0.466)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
NHLRC3SNVMissense_Mutationc.973G>Cp.Ala325Prop.A325PQ5JS37protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NHLRC3SNVMissense_Mutationc.673N>Ap.Gly225Serp.G225SQ5JS37protein_codingdeleterious(0.01)possibly_damaging(0.487)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
NHLRC3SNVMissense_Mutationc.961N>Ap.Ala321Thrp.A321TQ5JS37protein_codingdeleterious(0.02)possibly_damaging(0.885)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NHLRC3SNVMissense_Mutationc.390C>Ap.Phe130Leup.F130LQ5JS37protein_codingtolerated(0.28)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NHLRC3SNVMissense_Mutationc.316N>Gp.Thr106Alap.T106AQ5JS37protein_codingtolerated(0.16)benign(0.031)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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