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: MNAT1

Gene summary for MNAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MNAT1

Gene ID

4331

Gene nameMNAT1 component of CDK activating kinase
Gene AliasCAP35
Cytomap14q23.1
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

A0A024R669


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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
4331MNAT1CCI_2HumanCervixCC9.47e-099.76e-010.5249
4331MNAT1CCI_3HumanCervixCC1.51e-056.21e-010.516
4331MNAT1HTA11_3410_2000001011HumanColorectumAD4.40e-14-5.79e-010.0155
4331MNAT1HTA11_2487_2000001011HumanColorectumSER1.40e-06-5.61e-01-0.1808
4331MNAT1HTA11_78_2000001011HumanColorectumAD9.70e-04-4.79e-01-0.1088
4331MNAT1HTA11_347_2000001011HumanColorectumAD1.21e-07-4.71e-01-0.1954
4331MNAT1HTA11_3361_2000001011HumanColorectumAD1.23e-04-5.53e-01-0.1207
4331MNAT1HTA11_83_2000001011HumanColorectumSER3.81e-04-5.78e-01-0.1526
4331MNAT1HTA11_696_2000001011HumanColorectumAD7.71e-25-5.62e-01-0.1464
4331MNAT1HTA11_866_2000001011HumanColorectumAD1.96e-14-4.71e-01-0.1001
4331MNAT1HTA11_1391_2000001011HumanColorectumAD7.87e-04-4.51e-01-0.059
4331MNAT1HTA11_866_3004761011HumanColorectumAD1.22e-07-5.15e-010.096
4331MNAT1HTA11_10711_2000001011HumanColorectumAD2.32e-04-5.05e-010.0338
4331MNAT1HTA11_7696_3000711011HumanColorectumAD1.71e-17-4.92e-010.0674
4331MNAT1HTA11_99999970781_79442HumanColorectumMSS6.58e-12-4.30e-010.294
4331MNAT1HTA11_99999971662_82457HumanColorectumMSS4.99e-16-4.81e-010.3859
4331MNAT1HTA11_99999973899_84307HumanColorectumMSS2.25e-04-5.91e-010.2585
4331MNAT1HTA11_99999974143_84620HumanColorectumMSS3.56e-20-5.02e-010.3005
4331MNAT1A015-C-203HumanColorectumFAP1.07e-23-2.80e-01-0.1294
4331MNAT1A015-C-204HumanColorectumFAP2.29e-02-1.78e-01-0.0228
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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
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
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
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:00457873ColorectumCRCpositive regulation of cell cycle55/2078313/187233.76e-045.57e-0355
GO:00486604EndometriumAEHregulation of smooth muscle cell proliferation43/2100180/187231.09e-063.68e-0543
GO:00486594EndometriumAEHsmooth muscle cell proliferation43/2100184/187232.04e-066.14e-0543
GO:00330022EndometriumAEHmuscle cell proliferation51/2100248/187231.26e-052.77e-0451
GO:001003816EndometriumAEHresponse to metal ion65/2100373/187232.02e-042.54e-0365
GO:003367414EndometriumAEHpositive regulation of kinase activity78/2100467/187232.03e-042.54e-0378
GO:001063910EndometriumAEHnegative regulation of organelle organization61/2100348/187232.65e-043.09e-0361
GO:00457877EndometriumAEHpositive regulation of cell cycle56/2100313/187232.73e-043.14e-0356
GO:00458609EndometriumAEHpositive regulation of protein kinase activity66/2100386/187233.14e-043.53e-0366
GO:00719008EndometriumAEHregulation of protein serine/threonine kinase activity61/2100359/187236.11e-045.98e-0361
GO:00330446EndometriumAEHregulation of chromosome organization36/2100187/187238.27e-047.73e-0336
GO:00486613EndometriumAEHpositive regulation of smooth muscle cell proliferation23/2100104/187231.03e-039.15e-0323
GO:00719026EndometriumAEHpositive regulation of protein serine/threonine kinase activity37/2100200/187231.50e-031.24e-0237
GO:00447726EndometriumAEHmitotic cell cycle phase transition67/2100424/187232.37e-031.78e-0267
GO:00515927EndometriumAEHresponse to calcium ion28/2100149/187234.22e-032.79e-0228
GO:004866013EndometriumEECregulation of smooth muscle cell proliferation43/2168180/187232.54e-067.35e-0543
GO:004865913EndometriumEECsmooth muscle cell proliferation43/2168184/187234.65e-061.16e-0443
GO:003367415EndometriumEECpositive regulation of kinase activity83/2168467/187234.32e-057.10e-0483
GO:00330021EndometriumEECmuscle cell proliferation50/2168248/187236.08e-059.21e-0450
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030221Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
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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
MNAT1SNVMissense_Mutationc.611N>Cp.Arg204Thrp.R204TP51948protein_codingtolerated(0.07)benign(0.258)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
MNAT1SNVMissense_Mutationc.827G>Cp.Arg276Thrp.R276TP51948protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
MNAT1insertionNonsense_Mutationnovelc.731_732insATAAGACCATp.Leu245Terp.L245*P51948protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
MNAT1SNVMissense_Mutationnovelc.614C>Tp.Ser205Phep.S205FP51948protein_codingdeleterious(0.01)possibly_damaging(0.617)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
MNAT1SNVMissense_Mutationc.539A>Cp.Lys180Thrp.K180TP51948protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MNAT1SNVMissense_Mutationnovelc.294N>Ap.Phe98Leup.F98LP51948protein_codingdeleterious(0)benign(0.136)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MNAT1SNVMissense_Mutationnovelc.229A>Cp.Lys77Glnp.K77QP51948protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MNAT1SNVMissense_Mutationc.461N>Tp.Glu154Valp.E154VP51948protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
MNAT1insertionNonsense_Mutationnovelc.136_137insAp.Cys46Terp.C46*P51948protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MNAT1insertionFrame_Shift_Insnovelc.137_138insTCACTTCTATTTAAAATp.Pro47HisfsTer39p.P47Hfs*39P51948protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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