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: NBDY

Gene summary for NBDY

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NBDY

Gene ID

550643

Gene namenegative regulator of P-body association
Gene AliasLINC01420
CytomapXp11.21
Gene Typeprotein-coding
GO ID

GO:0000956

UniProtAcc

A0A0U1RRE5


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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
550643NBDYGSM4909281HumanBreastIDC7.62e-458.72e-010.21
550643NBDYGSM4909282HumanBreastIDC5.18e-104.71e-01-0.0288
550643NBDYGSM4909286HumanBreastIDC1.09e-026.86e-020.1081
550643NBDYGSM4909293HumanBreastIDC1.14e-134.07e-010.1581
550643NBDYGSM4909298HumanBreastIDC2.77e-032.14e-010.1551
550643NBDYGSM4909302HumanBreastIDC7.75e-083.95e-010.1545
550643NBDYGSM4909305HumanBreastIDC1.23e-022.84e-010.0436
550643NBDYGSM4909306HumanBreastIDC1.55e-266.41e-010.1564
550643NBDYGSM4909307HumanBreastIDC8.21e-063.30e-010.1569
550643NBDYGSM4909308HumanBreastIDC4.30e-235.27e-010.158
550643NBDYGSM4909311HumanBreastIDC6.55e-05-1.39e-010.1534
550643NBDYGSM4909315HumanBreastIDC2.77e-053.58e-010.21
550643NBDYGSM4909319HumanBreastIDC5.97e-114.80e-020.1563
550643NBDYGSM4909321HumanBreastIDC1.85e-052.84e-010.1559
550643NBDYbrca1HumanBreastPrecancer3.85e-08-2.13e-01-0.0338
550643NBDYbrca2HumanBreastPrecancer3.85e-08-2.13e-01-0.024
550643NBDYbrca3HumanBreastPrecancer8.23e-09-2.13e-01-0.0263
550643NBDYbrca10HumanBreastPrecancer7.56e-063.34e-01-0.0029
550643NBDYNCCBC5HumanBreastDCIS1.90e-031.88e-010.2046
550643NBDYDCIS2HumanBreastDCIS1.73e-753.53e-010.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00064028BreastPrecancermRNA catabolic process31/1080232/187231.12e-052.93e-0431
GO:00064018BreastPrecancerRNA catabolic process34/1080278/187232.88e-056.39e-0434
GO:00346558BreastPrecancernucleobase-containing compound catabolic process42/1080407/187231.91e-043.06e-0342
GO:00467007BreastPrecancerheterocycle catabolic process44/1080445/187233.49e-044.88e-0344
GO:00442708BreastPrecancercellular nitrogen compound catabolic process44/1080451/187234.64e-046.12e-0344
GO:00009566BreastPrecancernuclear-transcribed mRNA catabolic process16/1080112/187236.87e-048.36e-0316
GO:00194397BreastPrecanceraromatic compound catabolic process44/1080467/187239.55e-041.07e-0244
GO:19013617BreastPrecancerorganic cyclic compound catabolic process45/1080495/187231.73e-031.74e-0245
GO:000640113BreastIDCRNA catabolic process38/1434278/187233.54e-045.16e-0338
GO:000640213BreastIDCmRNA catabolic process33/1434232/187234.12e-045.66e-0333
GO:000095613BreastIDCnuclear-transcribed mRNA catabolic process18/1434112/187232.09e-031.96e-0218
GO:190136112BreastIDCorganic cyclic compound catabolic process56/1434495/187232.12e-031.99e-0256
GO:004670012BreastIDCheterocycle catabolic process51/1434445/187232.51e-032.25e-0251
GO:003465513BreastIDCnucleobase-containing compound catabolic process47/1434407/187233.12e-032.63e-0247
GO:004427012BreastIDCcellular nitrogen compound catabolic process50/1434451/187235.29e-033.93e-0250
GO:001943912BreastIDCaromatic compound catabolic process51/1434467/187236.54e-034.59e-0251
GO:000640123BreastDCISRNA catabolic process38/1390278/187231.91e-043.08e-0338
GO:000640223BreastDCISmRNA catabolic process33/1390232/187232.35e-043.70e-0333
GO:000095622BreastDCISnuclear-transcribed mRNA catabolic process18/1390112/187231.48e-031.50e-0218
GO:003465522BreastDCISnucleobase-containing compound catabolic process47/1390407/187231.69e-031.68e-0247
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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
NBDYSNVMissense_Mutationnovelc.7N>Tp.Asp3Tyrp.D3Yprotein_codingdeleterious_low_confidence(0)probably_damaging(0.937)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NBDYSNVMissense_Mutationnovelc.125N>Cp.Asn42Thrp.N42Tprotein_codingdeleterious_low_confidence(0)benign(0)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NBDYSNVMissense_Mutationnovelc.97C>Tp.Arg33Cysp.R33Cprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.833)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NBDYSNVMissense_Mutationnovelc.98N>Ap.Arg33Hisp.R33Hprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.711)TCGA-EY-A1GF-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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