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: NOL4L

Gene summary for NOL4L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOL4L

Gene ID

140688

Gene namenucleolar protein 4 like
Gene AliasC20orf112
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A087X0N3


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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
140688NOL4LHTA11_99999971662_82457HumanColorectumMSS2.90e-095.87e-010.3859
140688NOL4LA015-C-203HumanColorectumFAP4.19e-08-9.41e-02-0.1294
140688NOL4LA002-C-201HumanColorectumFAP5.51e-03-1.07e-010.0324
140688NOL4LA001-C-108HumanColorectumFAP4.19e-06-1.35e-01-0.0272
140688NOL4LA002-C-205HumanColorectumFAP2.05e-06-1.52e-01-0.1236
140688NOL4LA001-C-104HumanColorectumFAP1.97e-02-1.03e-010.0184
140688NOL4LA015-C-006HumanColorectumFAP2.42e-03-8.49e-02-0.0994
140688NOL4LA015-C-106HumanColorectumFAP1.56e-05-1.55e-01-0.0511
140688NOL4LA002-C-114HumanColorectumFAP2.42e-05-1.72e-01-0.1561
140688NOL4LA015-C-104HumanColorectumFAP2.78e-09-1.03e-01-0.1899
140688NOL4LA001-C-014HumanColorectumFAP1.02e-06-1.62e-010.0135
140688NOL4LA002-C-016HumanColorectumFAP2.20e-06-1.61e-010.0521
140688NOL4LA001-C-203HumanColorectumFAP1.13e-04-8.92e-02-0.0481
140688NOL4LA002-C-116HumanColorectumFAP4.66e-08-1.07e-01-0.0452
140688NOL4LA014-C-008HumanColorectumFAP9.80e-03-9.46e-02-0.191
140688NOL4LA018-E-020HumanColorectumFAP2.32e-05-1.51e-01-0.2034
140688NOL4LF034HumanColorectumFAP6.92e-07-1.27e-01-0.0665
140688NOL4LP2T-EHumanEsophagusESCC4.60e-148.75e-020.1177
140688NOL4LP8T-EHumanEsophagusESCC1.85e-303.80e-010.0889
140688NOL4LP10T-EHumanEsophagusESCC6.05e-092.13e-010.116
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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
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
∗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
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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
NOL4LSNVMissense_Mutationnovelc.245N>Gp.Ser82Cysp.S82Cprotein_codingdeleterious(0)possibly_damaging(0.734)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NOL4LSNVMissense_Mutationc.1448N>Ap.Arg483Hisp.R483Hprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOL4LSNVMissense_Mutationc.1441N>Tp.Arg481Cysp.R481Cprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
NOL4LdeletionFrame_Shift_Delc.1128delCp.Tyr377ThrfsTer20p.Y377Tfs*20protein_codingTCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOL4LdeletionFrame_Shift_Delc.1128delNp.Tyr377ThrfsTer20p.Y377Tfs*20protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOL4LSNVMissense_Mutationc.1892N>Cp.Ser631Thrp.S631Tprotein_codingtolerated(0.14)benign(0.075)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NOL4LSNVMissense_Mutationrs139591950c.809N>Ap.Arg270Glnp.R270Qprotein_codingtolerated(0.71)possibly_damaging(0.776)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NOL4LSNVMissense_Mutationc.472N>Gp.Arg158Glyp.R158Gprotein_codingdeleterious(0)possibly_damaging(0.611)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NOL4LSNVMissense_Mutationnovelc.214N>Ap.Glu72Lysp.E72Kprotein_codingtolerated(0.21)probably_damaging(0.955)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
NOL4LSNVMissense_Mutationnovelc.1634N>Ap.Ala545Aspp.A545Dprotein_codingdeleterious(0.02)possibly_damaging(0.576)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
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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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