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: NELL1

Gene summary for NELL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NELL1

Gene ID

4745

Gene nameneural EGFL like 1
Gene AliasIDH3GL
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

B3KXR2


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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
4745NELL1RNA-P18T-P18T-2HumanLungIAC5.73e-081.55e+000.1129
4745NELL1RNA-P18T-P18T-4HumanLungIAC2.30e-041.13e+000.1024
4745NELL1RNA-P18T-P18T-6HumanLungIAC7.96e-061.28e+000.0856
4745NELL1RNA-P18T-P18T-8HumanLungIAC1.76e-101.86e+000.1151
4745NELL1RNA-P23T2-P23T2-2HumanLungMIAC3.17e-049.25e-01-0.028
4745NELL1RNA-P23T2-P23T2-4HumanLungMIAC3.47e-028.50e-01-0.0272
4745NELL1RNA-P25T1-P25T1-1HumanLungAIS1.03e-033.65e-01-0.2116
4745NELL1RNA-P7T1-P7T1-1HumanLungAIS2.54e-171.43e+00-0.0961
4745NELL1RNA-P7T1-P7T1-2HumanLungAIS2.95e-171.29e+00-0.0876
4745NELL1RNA-P7T1-P7T1-3HumanLungAIS5.30e-141.21e+00-0.0822
4745NELL1RNA-P7T1-P7T1-4HumanLungAIS2.20e-201.38e+00-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00421768LungIACregulation of protein catabolic process97/2061391/187236.32e-151.25e-1197
GO:19033628LungIACregulation of cellular protein catabolic process63/2061255/187234.30e-109.45e-0863
GO:00098958LungIACnegative regulation of catabolic process66/2061320/187233.26e-072.48e-0566
GO:00313308LungIACnegative regulation of cellular catabolic process57/2061262/187233.31e-072.49e-0557
GO:00421778LungIACnegative regulation of protein catabolic process29/2061121/187233.88e-059.51e-0429
GO:19033637LungIACnegative regulation of cellular protein catabolic process18/206175/187231.06e-031.26e-0218
GO:004217613LungAISregulation of protein catabolic process92/1849391/187231.34e-153.91e-1292
GO:190336213LungAISregulation of cellular protein catabolic process62/1849255/187231.37e-116.13e-0962
GO:003133013LungAISnegative regulation of cellular catabolic process50/1849262/187233.94e-062.05e-0450
GO:000989513LungAISnegative regulation of catabolic process55/1849320/187233.22e-051.01e-0355
GO:004217713LungAISnegative regulation of protein catabolic process26/1849121/187231.09e-042.57e-0326
GO:190336312LungAISnegative regulation of cellular protein catabolic process18/184975/187232.89e-045.40e-0318
GO:004217633LungMIACregulation of protein catabolic process47/967391/187236.27e-082.15e-0547
GO:190336233LungMIACregulation of cellular protein catabolic process34/967255/187233.83e-076.52e-0534
GO:003133033LungMIACnegative regulation of cellular catabolic process28/967262/187232.23e-047.67e-0328
GO:190336322LungMIACnegative regulation of cellular protein catabolic process11/96775/187231.56e-032.65e-0211
GO:000989523LungMIACnegative regulation of catabolic process29/967320/187232.42e-033.56e-0229
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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
NELL1SNVMissense_Mutationc.2431A>Cp.Met811Leup.M811Lprotein_codingtolerated(0.64)benign(0.001)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NELL1SNVMissense_Mutationc.946N>Ap.Asp316Asnp.D316Nprotein_codingdeleterious(0.02)possibly_damaging(0.759)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NELL1SNVMissense_Mutationnovelc.1025N>Ap.Cys342Tyrp.C342Yprotein_codingdeleterious(0)probably_damaging(0.993)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
NELL1SNVMissense_Mutationc.1030C>Tp.Pro344Serp.P344Sprotein_codingtolerated(0.81)benign(0.001)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NELL1SNVMissense_Mutationrs757482946c.181G>Ap.Val61Ilep.V61Iprotein_codingtolerated(0.62)benign(0)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
NELL1SNVMissense_Mutationc.2405C>Tp.Ser802Leup.S802Lprotein_codingtolerated(0.26)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NELL1SNVMissense_Mutationnovelc.1025N>Ap.Cys342Tyrp.C342Yprotein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NELL1SNVMissense_Mutationnovelc.157N>Ap.Asp53Asnp.D53Nprotein_codingdeleterious(0.01)benign(0.113)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NELL1SNVMissense_Mutationc.1723N>Ap.Glu575Lysp.E575Kprotein_codingdeleterious(0)possibly_damaging(0.841)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NELL1SNVMissense_Mutationrs370919301c.1819N>Gp.Ser607Glyp.S607Gprotein_codingtolerated(0.14)benign(0.366)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
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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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