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: MLLT1

Gene summary for MLLT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MLLT1

Gene ID

4298

Gene nameMLLT1 super elongation complex subunit
Gene AliasENL
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q03111


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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
4298MLLT1C04HumanOral cavityOSCC1.11e-145.36e-010.2633
4298MLLT1C21HumanOral cavityOSCC6.56e-113.34e-010.2678
4298MLLT1C30HumanOral cavityOSCC4.52e-268.09e-010.3055
4298MLLT1C43HumanOral cavityOSCC4.92e-142.20e-010.1704
4298MLLT1C46HumanOral cavityOSCC1.29e-122.21e-010.1673
4298MLLT1C51HumanOral cavityOSCC1.33e-053.60e-010.2674
4298MLLT1C08HumanOral cavityOSCC2.24e-112.01e-010.1919
4298MLLT1C09HumanOral cavityOSCC8.64e-082.85e-010.1431
4298MLLT1LN46HumanOral cavityOSCC4.02e-072.54e-010.1666
4298MLLT1SYSMH1HumanOral cavityOSCC6.34e-121.81e-010.1127
4298MLLT1SYSMH2HumanOral cavityOSCC8.41e-082.04e-010.2326
4298MLLT1SYSMH3HumanOral cavityOSCC3.41e-174.24e-010.2442
4298MLLT1SYSMH4HumanOral cavityOSCC1.87e-043.52e-020.1226
4298MLLT1SYSMH5HumanOral cavityOSCC8.19e-041.09e-010.0647
4298MLLT1male-WTAHumanThyroidPTC1.60e-322.10e-010.1037
4298MLLT1PTC01HumanThyroidPTC6.90e-08-2.30e-020.1899
4298MLLT1PTC04HumanThyroidPTC1.01e-067.93e-020.1927
4298MLLT1PTC05HumanThyroidPTC7.10e-103.18e-010.2065
4298MLLT1PTC06HumanThyroidPTC3.27e-132.79e-010.2057
4298MLLT1PTC07HumanThyroidPTC1.73e-261.50e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:0008637110EsophagusESCCapoptotic mitochondrial changes83/8552107/187231.43e-115.08e-1083
GO:001082215EsophagusESCCpositive regulation of mitochondrion organization58/855274/187238.55e-091.73e-0758
GO:000183619EsophagusESCCrelease of cytochrome c from mitochondria47/855259/187239.02e-081.51e-0647
GO:009019914EsophagusESCCregulation of release of cytochrome c from mitochondria38/855248/187232.11e-062.43e-0538
GO:005188110EsophagusESCCregulation of mitochondrial membrane potential51/855274/187234.42e-053.51e-0451
GO:00902004EsophagusESCCpositive regulation of release of cytochrome c from mitochondria22/855228/187233.95e-042.26e-0322
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
GO:000863712LiverHCCapoptotic mitochondrial changes70/7958107/187231.39e-062.01e-0570
GO:001082211LiverHCCpositive regulation of mitochondrion organization48/795874/187238.50e-057.46e-0448
GO:000183612LiverHCCrelease of cytochrome c from mitochondria39/795859/187232.14e-041.63e-0339
GO:005188112LiverHCCregulation of mitochondrial membrane potential45/795874/187231.13e-036.43e-0345
GO:00901995LiverHCCregulation of release of cytochrome c from mitochondria31/795848/187231.66e-038.71e-0331
GO:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
GO:009719120Oral cavityOSCCextrinsic apoptotic signaling pathway142/7305219/187237.34e-154.55e-13142
GO:005134820Oral cavityOSCCnegative regulation of transferase activity165/7305268/187235.02e-142.74e-12165
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325013Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
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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
MLLT1SNVMissense_Mutationnovelc.101T>Gp.Val34Glyp.V34GQ03111protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MLLT1SNVMissense_Mutationnovelc.1010N>Cp.Arg337Thrp.R337TQ03111protein_codingtolerated(0.11)benign(0.015)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MLLT1SNVMissense_Mutationc.76N>Cp.Glu26Glnp.E26QQ03111protein_codingdeleterious(0.03)possibly_damaging(0.522)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MLLT1SNVMissense_Mutationrs762239820c.974N>Tp.Ser325Leup.S325LQ03111protein_codingtolerated(0.27)benign(0.017)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MLLT1SNVMissense_Mutationc.142N>Ap.Val48Metp.V48MQ03111protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MLLT1SNVMissense_Mutationc.332N>Gp.Asn111Serp.N111SQ03111protein_codingdeleterious(0.03)benign(0.28)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MLLT1SNVMissense_Mutationc.49G>Ap.Ala17Thrp.A17TQ03111protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MLLT1SNVMissense_Mutationrs759257032c.617G>Ap.Arg206Hisp.R206HQ03111protein_codingtolerated(0.14)probably_damaging(0.991)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MLLT1SNVMissense_Mutationc.538N>Ap.Gly180Serp.G180SQ03111protein_codingtolerated(0.14)benign(0.067)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MLLT1SNVMissense_Mutationc.1148N>Tp.Ser383Leup.S383LQ03111protein_codingdeleterious(0)benign(0.062)TCGA-D5-6922-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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