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: MLLT10

Gene summary for MLLT10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MLLT10

Gene ID

8028

Gene nameMLLT10 histone lysine methyltransferase DOT1L cofactor
Gene AliasAF10
Cytomap10p12.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P55197


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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
8028MLLT10CCI_1HumanCervixCC8.14e-047.06e-010.528
8028MLLT10CCI_2HumanCervixCC6.09e-088.99e-010.5249
8028MLLT10CCI_3HumanCervixCC1.95e-119.49e-010.516
8028MLLT10EEC-subject2HumanEndometriumEEC7.74e-042.38e-01-0.2607
8028MLLT10EEC-subject3HumanEndometriumEEC5.77e-06-9.15e-02-0.2525
8028MLLT10EEC-subject4HumanEndometriumEEC2.99e-031.19e-01-0.2571
8028MLLT10GSM5276934HumanEndometriumEEC5.18e-07-1.58e-01-0.0913
8028MLLT10GSM5276937HumanEndometriumEEC9.73e-04-1.81e-01-0.0897
8028MLLT10GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.71e-10-8.75e-02-0.1869
8028MLLT10GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.18e-06-8.94e-02-0.1875
8028MLLT10GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.23e-13-1.22e-01-0.1883
8028MLLT10GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.15e-071.19e-02-0.1934
8028MLLT10GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.13e-14-1.51e-01-0.1917
8028MLLT10GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.80e-13-1.03e-01-0.1916
8028MLLT10LZE4THumanEsophagusESCC1.06e-114.74e-010.0811
8028MLLT10LZE7THumanEsophagusESCC2.42e-041.81e-010.0667
8028MLLT10LZE8THumanEsophagusESCC4.26e-051.83e-010.067
8028MLLT10LZE24THumanEsophagusESCC3.08e-185.56e-010.0596
8028MLLT10P1T-EHumanEsophagusESCC1.19e-084.97e-010.0875
8028MLLT10P2T-EHumanEsophagusESCC7.98e-244.51e-010.1177
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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
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
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
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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
MLLT10SNVMissense_Mutationc.2063G>Tp.Arg688Leup.R688LP55197protein_codingtolerated(0.07)probably_damaging(0.982)TCGA-3C-AALJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MLLT10SNVMissense_Mutationc.1265N>Tp.Ser422Leup.S422LP55197protein_codingdeleterious(0.01)benign(0.003)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MLLT10SNVMissense_Mutationc.2377C>Ap.His793Asnp.H793NP55197protein_codingtolerated(0.2)benign(0.015)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MLLT10SNVMissense_Mutationc.2539C>Gp.Leu847Valp.L847VP55197protein_codingtolerated(0.55)possibly_damaging(0.672)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MLLT10SNVMissense_Mutationnovelc.514C>Gp.Gln172Glup.Q172EP55197protein_codingdeleterious(0)probably_damaging(0.926)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MLLT10SNVMissense_Mutationc.2053N>Tp.Leu685Phep.L685FP55197protein_codingdeleterious(0.04)possibly_damaging(0.637)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
MLLT10SNVMissense_Mutationc.983N>Ap.Arg328Lysp.R328KP55197protein_codingtolerated(0.42)probably_damaging(0.931)TCGA-E2-A14O-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
MLLT10SNVMissense_Mutationnovelc.549N>Gp.Asn183Lysp.N183KP55197protein_codingtolerated(1)possibly_damaging(0.906)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
MLLT10SNVMissense_Mutationc.1367C>Gp.Ser456Cysp.S456CP55197protein_codingtolerated(0.05)probably_damaging(0.981)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MLLT10SNVMissense_Mutationc.2063G>Cp.Arg688Prop.R688PP55197protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
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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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