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: NSA2

Gene summary for NSA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSA2

Gene ID

10412

Gene nameNSA2 ribosome biogenesis factor
Gene AliasCDK105
Cytomap5q13.3
Gene Typeprotein-coding
GO ID

GO:0000460

UniProtAcc

A0A0A0MQZ6


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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
10412NSA2CA_HPV_1HumanCervixCC1.05e-05-2.23e-010.0264
10412NSA2CA_HPV_3HumanCervixCC2.80e-02-6.21e-030.0414
10412NSA2CCI_1HumanCervixCC1.25e-11-8.40e-010.528
10412NSA2CCI_2HumanCervixCC1.75e-03-3.88e-010.5249
10412NSA2CCI_3HumanCervixCC1.78e-07-6.60e-010.516
10412NSA2CCII_1HumanCervixCC4.84e-24-8.76e-010.3249
10412NSA2TumorHumanCervixCC2.03e-18-6.32e-010.1241
10412NSA2sample3HumanCervixCC6.23e-26-6.55e-010.1387
10412NSA2L1HumanCervixCC1.81e-13-6.53e-010.0802
10412NSA2T1HumanCervixCC1.41e-03-3.52e-010.0918
10412NSA2T3HumanCervixCC4.15e-24-6.21e-010.1389
10412NSA2HTA11_347_2000001011HumanColorectumAD9.33e-063.52e-01-0.1954
10412NSA2HTA11_866_3004761011HumanColorectumAD3.33e-021.69e-010.096
10412NSA2HTA11_99999970781_79442HumanColorectumMSS4.86e-104.61e-010.294
10412NSA2HTA11_99999965062_69753HumanColorectumMSI-H4.50e-021.01e+000.3487
10412NSA2HTA11_99999965104_69814HumanColorectumMSS6.61e-043.63e-010.281
10412NSA2HTA11_99999971662_82457HumanColorectumMSS8.76e-104.51e-010.3859
10412NSA2HTA11_99999974143_84620HumanColorectumMSS1.02e-052.04e-010.3005
10412NSA2AEH-subject1HumanEndometriumAEH2.69e-21-5.46e-01-0.3059
10412NSA2AEH-subject2HumanEndometriumAEH5.99e-26-5.68e-01-0.2525
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:00004707EsophagusHGINmaturation of LSU-rRNA10/258728/187233.04e-032.88e-0210
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:000047016EsophagusESCCmaturation of LSU-rRNA27/855228/187239.94e-092.00e-0727
GO:00004603EsophagusESCCmaturation of 5.8S rRNA30/855235/187231.07e-061.34e-0530
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
GO:00160724LiverCirrhoticrRNA metabolic process119/4634236/187231.19e-171.70e-15119
GO:004227312LiverCirrhoticribosomal large subunit biogenesis47/463472/187234.20e-133.29e-1147
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00004702LiverCirrhoticmaturation of LSU-rRNA19/463428/187231.84e-063.48e-0519
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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
NSA2SNVMissense_Mutationrs368758562c.685N>Ap.Leu229Ilep.L229IO95478protein_codingtolerated(0.14)benign(0.209)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NSA2SNVMissense_Mutationc.572C>Gp.Thr191Serp.T191SO95478protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NSA2SNVMissense_Mutationc.530N>Ap.Arg177Hisp.R177HO95478protein_codingdeleterious(0.04)benign(0)TCGA-CM-5349-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSA2SNVMissense_Mutationc.364N>Tp.Pro122Serp.P122SO95478protein_codingdeleterious(0.03)possibly_damaging(0.703)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
NSA2SNVMissense_Mutationnovelc.429N>Cp.Lys143Asnp.K143NO95478protein_codingtolerated(0.07)benign(0.333)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NSA2SNVMissense_Mutationnovelc.251N>Tp.Gly84Valp.G84VO95478protein_codingdeleterious(0.01)possibly_damaging(0.72)TCGA-EF-5831-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
NSA2SNVMissense_Mutationc.586N>Cp.Ile196Leup.I196LO95478protein_codingdeleterious(0.02)benign(0.007)TCGA-B5-A0K8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
NSA2SNVMissense_Mutationrs769700489c.104N>Ap.Arg35Hisp.R35HO95478protein_codingtolerated(0.27)benign(0)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSA2SNVMissense_Mutationc.249N>Tp.Gln83Hisp.Q83HO95478protein_codingtolerated(0.09)benign(0.21)TCGA-BS-A0TA-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolPD
NSA2SNVMissense_Mutationc.574T>Cp.Phe192Leup.F192LO95478protein_codingdeleterious(0.02)benign(0.199)TCGA-BS-A0UJ-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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