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: BMT2

Gene summary for BMT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMT2

Gene ID

154743

Gene namebase methyltransferase of 25S rRNA 2 homolog
Gene AliasC7orf60
Cytomap7q31.1
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q1RMZ1


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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
154743BMT2S014HumanLiverHCC5.71e-082.66e-010.2254
154743BMT2S016HumanLiverHCC6.73e-072.17e-010.2243
154743BMT2S027HumanLiverHCC6.88e-105.84e-010.2446
154743BMT2S028HumanLiverHCC7.29e-175.64e-010.2503
154743BMT2S029HumanLiverHCC4.60e-124.56e-010.2581
154743BMT2RNA-P6T2-P6T2-1HumanLungIAC3.82e-124.58e-01-0.0166
154743BMT2RNA-P6T2-P6T2-2HumanLungIAC1.49e-104.16e-01-0.0132
154743BMT2RNA-P6T2-P6T2-3HumanLungIAC3.60e-124.20e-01-0.013
154743BMT2RNA-P6T2-P6T2-4HumanLungIAC2.29e-094.26e-01-0.0121
154743BMT2RNA-P7T1-P7T1-1HumanLungAIS6.59e-045.86e-01-0.0961
154743BMT2RNA-P7T1-P7T1-2HumanLungAIS2.62e-045.99e-01-0.0876
154743BMT2RNA-P7T1-P7T1-4HumanLungAIS4.77e-055.80e-01-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:004259421LiverHCCresponse to starvation121/7958197/187236.08e-081.28e-06121
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
GO:000926712LiverHCCcellular response to starvation94/7958156/187235.61e-066.95e-0594
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:19909281LiverHCCresponse to amino acid starvation33/795849/187233.86e-042.62e-0333
GO:00341981LiverHCCcellular response to amino acid starvation30/795846/187231.56e-038.23e-0330
GO:00714968LungIACcellular response to external stimulus60/2061320/187232.50e-056.76e-0460
GO:00316687LungIACcellular response to extracellular stimulus48/2061246/187235.62e-051.24e-0348
GO:00316696LungIACcellular response to nutrient levels41/2061215/187233.13e-044.98e-0341
GO:00316678LungIACresponse to nutrient levels76/2061474/187234.87e-047.08e-0376
GO:00092676LungIACcellular response to starvation29/2061156/187233.26e-032.80e-0229
GO:00425946LungIACresponse to starvation34/2061197/187235.29e-034.00e-0234
GO:003166813LungAIScellular response to extracellular stimulus41/1849246/187235.90e-049.03e-0341
GO:007149613LungAIScellular response to external stimulus50/1849320/187237.41e-041.07e-0250
GO:003166913LungAIScellular response to nutrient levels35/1849215/187232.15e-032.31e-0235
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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
BMT2SNVMissense_Mutationc.1129G>Ap.Asp377Asnp.D377NQ1RMZ1protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.651)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
BMT2SNVMissense_Mutationnovelc.355G>Cp.Asp119Hisp.D119HQ1RMZ1protein_codingtolerated(0.06)benign(0.196)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
BMT2SNVMissense_Mutationnovelc.488C>Tp.Ser163Leup.S163LQ1RMZ1protein_codingtolerated(0.38)benign(0)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BMT2SNVMissense_Mutationc.755N>Tp.Ser252Phep.S252FQ1RMZ1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BMT2SNVMissense_Mutationc.283N>Tp.Arg95Cysp.R95CQ1RMZ1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
BMT2SNVMissense_Mutationrs778780309c.826A>Gp.Ile276Valp.I276VQ1RMZ1protein_codingtolerated(0.13)possibly_damaging(0.497)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BMT2SNVMissense_Mutationc.229G>Ap.Ala77Thrp.A77TQ1RMZ1protein_codingdeleterious(0)probably_damaging(0.967)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BMT2SNVMissense_Mutationrs376187358c.284N>Ap.Arg95Hisp.R95HQ1RMZ1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BMT2SNVMissense_Mutationnovelc.1208T>Gp.Leu403Argp.L403RQ1RMZ1protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BMT2SNVMissense_Mutationnovelc.92N>Cp.Leu31Prop.L31PQ1RMZ1protein_codingtolerated_low_confidence(0.26)benign(0)TCGA-AJ-A3EL-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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