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: METTL5

Gene summary for METTL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL5

Gene ID

29081

Gene namemethyltransferase 5, N6-adenosine
Gene AliasHSPC133
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q9NRN9


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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
29081METTL5LZE2THumanEsophagusESCC4.47e-071.18e+000.082
29081METTL5LZE3DHumanEsophagusHGIN1.10e-045.27e-010.0668
29081METTL5LZE4THumanEsophagusESCC7.07e-167.03e-010.0811
29081METTL5LZE5THumanEsophagusESCC1.67e-023.70e-010.0514
29081METTL5LZE7THumanEsophagusESCC1.24e-109.57e-010.0667
29081METTL5LZE8THumanEsophagusESCC4.85e-063.80e-010.067
29081METTL5LZE20THumanEsophagusESCC5.33e-054.66e-010.0662
29081METTL5LZE22D1HumanEsophagusHGIN3.57e-053.68e-010.0595
29081METTL5LZE22THumanEsophagusESCC1.43e-076.91e-010.068
29081METTL5LZE24THumanEsophagusESCC9.72e-259.11e-010.0596
29081METTL5LZE6THumanEsophagusESCC3.80e-127.25e-010.0845
29081METTL5P1T-EHumanEsophagusESCC2.47e-076.60e-010.0875
29081METTL5P2T-EHumanEsophagusESCC5.30e-286.76e-010.1177
29081METTL5P4T-EHumanEsophagusESCC1.13e-561.68e+000.1323
29081METTL5P5T-EHumanEsophagusESCC4.00e-701.34e+000.1327
29081METTL5P8T-EHumanEsophagusESCC1.60e-347.67e-010.0889
29081METTL5P9T-EHumanEsophagusESCC4.14e-662.01e+000.1131
29081METTL5P10T-EHumanEsophagusESCC2.00e-691.41e+000.116
29081METTL5P11T-EHumanEsophagusESCC8.41e-191.06e+000.1426
29081METTL5P12T-EHumanEsophagusESCC1.74e-621.28e+000.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000636419EsophagusHGINrRNA processing69/2587225/187234.53e-115.04e-0969
GO:004572720EsophagusHGINpositive regulation of translation49/2587136/187235.88e-116.30e-0949
GO:003425020EsophagusHGINpositive regulation of cellular amide metabolic process53/2587162/187236.01e-105.15e-0853
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
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:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
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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
METTL5SNVMissense_Mutationc.525N>Cp.Lys175Asnp.K175NQ9NRN9protein_codingtolerated(0.23)benign(0.021)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
METTL5SNVMissense_Mutationc.511N>Ap.Glu171Lysp.E171KQ9NRN9protein_codingtolerated(0.14)benign(0.05)TCGA-D8-A146-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
METTL5insertionNonsense_Mutationnovelc.24_25insGTGCTGAGATTACAGGCATGAGCCACTGAGGp.Leu9ValfsTer7p.L9Vfs*7Q9NRN9protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
METTL5SNVMissense_Mutationnovelc.318N>Tp.Gln106Hisp.Q106HQ9NRN9protein_codingtolerated(0.12)benign(0.125)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
METTL5SNVMissense_Mutationnovelc.317N>Tp.Gln106Leup.Q106LQ9NRN9protein_codingtolerated(0.28)benign(0.034)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
METTL5SNVMissense_Mutationnovelc.241N>Cp.Asp81Hisp.D81HQ9NRN9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
METTL5SNVMissense_Mutationc.84G>Tp.Gln28Hisp.Q28HQ9NRN9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
METTL5SNVMissense_Mutationc.85T>Gp.Tyr29Aspp.Y29DQ9NRN9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3975-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
METTL5SNVMissense_Mutationc.280N>Ap.Ala94Thrp.A94TQ9NRN9protein_codingtolerated(0.27)benign(0.05)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
METTL5SNVMissense_Mutationc.64N>Gp.Pro22Alap.P22AQ9NRN9protein_codingdeleterious(0.03)benign(0.323)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<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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