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: NSUN6

Gene summary for NSUN6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSUN6

Gene ID

221078

Gene nameNOP2/Sun RNA methyltransferase 6
Gene Alias4933414E04Rik
Cytomap10p12.31
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q8TEA1


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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
221078NSUN6CCI_2HumanCervixCC1.68e-025.77e-010.5249
221078NSUN6CCI_3HumanCervixCC7.54e-035.17e-010.516
221078NSUN6LZE5THumanEsophagusESCC6.08e-032.88e-010.0514
221078NSUN6LZE8THumanEsophagusESCC1.54e-041.47e-010.067
221078NSUN6LZE20THumanEsophagusESCC5.07e-041.77e-010.0662
221078NSUN6LZE21D1HumanEsophagusHGIN2.38e-023.43e-010.0632
221078NSUN6LZE22D1HumanEsophagusHGIN5.49e-063.23e-010.0595
221078NSUN6LZE22THumanEsophagusESCC5.67e-043.16e-010.068
221078NSUN6LZE24THumanEsophagusESCC3.02e-102.39e-010.0596
221078NSUN6LZE21THumanEsophagusESCC9.06e-083.02e-010.0655
221078NSUN6P1T-EHumanEsophagusESCC1.02e-209.47e-010.0875
221078NSUN6P2T-EHumanEsophagusESCC4.60e-203.55e-010.1177
221078NSUN6P4T-EHumanEsophagusESCC1.88e-061.83e-010.1323
221078NSUN6P5T-EHumanEsophagusESCC4.30e-121.99e-010.1327
221078NSUN6P8T-EHumanEsophagusESCC3.22e-193.40e-010.0889
221078NSUN6P9T-EHumanEsophagusESCC2.85e-041.16e-010.1131
221078NSUN6P10T-EHumanEsophagusESCC1.49e-202.82e-010.116
221078NSUN6P11T-EHumanEsophagusESCC1.86e-021.27e-010.1426
221078NSUN6P12T-EHumanEsophagusESCC2.35e-153.40e-010.1122
221078NSUN6P15T-EHumanEsophagusESCC1.51e-061.32e-010.1149
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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
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:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00015101EsophagusESCCRNA methylation58/855283/187236.87e-066.94e-0558
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00304881EsophagusESCCtRNA methylation30/855241/187233.27e-041.93e-0330
GO:00344704LiverNAFLDncRNA processing57/1882395/187233.34e-032.93e-0257
GO:0043414LiverNAFLDmacromolecule methylation47/1882316/187234.08e-033.41e-0247
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
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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
NSUN6SNVMissense_Mutationc.265C>Tp.His89Tyrp.H89YQ8TEA1protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
NSUN6SNVMissense_Mutationc.496N>Cp.Asp166Hisp.D166HQ8TEA1protein_codingdeleterious(0.05)benign(0.326)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NSUN6SNVMissense_Mutationnovelc.1304A>Gp.Asp435Glyp.D435GQ8TEA1protein_codingdeleterious(0.04)possibly_damaging(0.76)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSUN6SNVMissense_Mutationrs776437135c.1135N>Ap.Glu379Lysp.E379KQ8TEA1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NSUN6SNVMissense_Mutationc.406N>Ap.Val136Metp.V136MQ8TEA1protein_codingtolerated(0.27)benign(0.007)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
NSUN6SNVMissense_Mutationnovelc.29N>Ap.Arg10Lysp.R10KQ8TEA1protein_codingtolerated(0.53)benign(0.005)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NSUN6SNVMissense_Mutationnovelc.1364N>Ap.Ser455Tyrp.S455YQ8TEA1protein_codingdeleterious(0.01)possibly_damaging(0.492)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSUN6SNVMissense_Mutationnovelc.305N>Ap.Gly102Glup.G102EQ8TEA1protein_codingtolerated(0.07)benign(0.189)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSUN6SNVMissense_Mutationnovelc.778N>Ap.Gly260Argp.G260RQ8TEA1protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OH-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinCR
NSUN6SNVMissense_Mutationnovelc.1301N>Tp.Thr434Ilep.T434IQ8TEA1protein_codingtolerated(0.44)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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