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: MLLT3

Gene summary for MLLT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MLLT3

Gene ID

4300

Gene nameMLLT3 super elongation complex subunit
Gene AliasAF9
Cytomap9p21.3
Gene Typeprotein-coding
GO ID

GO:0001736

UniProtAcc

P42568


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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
4300MLLT3CCI_1HumanCervixCC3.87e-045.38e-010.528
4300MLLT3CCI_2HumanCervixCC4.35e-069.32e-010.5249
4300MLLT3CCI_3HumanCervixCC4.13e-085.51e-010.516
4300MLLT3HTA11_3410_2000001011HumanColorectumAD5.30e-11-4.42e-010.0155
4300MLLT3HTA11_2487_2000001011HumanColorectumSER9.13e-05-4.56e-01-0.1808
4300MLLT3HTA11_347_2000001011HumanColorectumAD5.01e-055.41e-01-0.1954
4300MLLT3HTA11_3361_2000001011HumanColorectumAD4.73e-04-4.28e-01-0.1207
4300MLLT3HTA11_866_3004761011HumanColorectumAD1.34e-02-3.61e-010.096
4300MLLT3HTA11_4255_2000001011HumanColorectumSER1.49e-03-4.90e-010.0446
4300MLLT3HTA11_8622_2000001021HumanColorectumSER1.77e-02-6.09e-010.0528
4300MLLT3HTA11_99999970781_79442HumanColorectumMSS2.61e-024.79e-010.294
4300MLLT3HTA11_99999965104_69814HumanColorectumMSS5.67e-035.18e-010.281
4300MLLT3HTA11_99999974143_84620HumanColorectumMSS1.13e-32-7.96e-010.3005
4300MLLT3F007HumanColorectumFAP2.67e-021.87e-020.1176
4300MLLT3A002-C-010HumanColorectumFAP1.22e-032.19e-010.242
4300MLLT3A001-C-207HumanColorectumFAP8.74e-031.88e-010.1278
4300MLLT3A015-C-203HumanColorectumFAP1.17e-27-3.67e-01-0.1294
4300MLLT3A015-C-204HumanColorectumFAP1.23e-04-1.77e-01-0.0228
4300MLLT3A014-C-040HumanColorectumFAP4.76e-07-3.54e-01-0.1184
4300MLLT3A002-C-201HumanColorectumFAP8.44e-12-1.76e-010.0324
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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
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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00488634CervixCCstem cell differentiation46/2311206/187234.11e-056.36e-0446
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00513021CervixCCregulation of cell division39/2311177/187232.05e-042.33e-0339
GO:00301776CervixCCpositive regulation of Wnt signaling pathway31/2311140/187238.01e-047.02e-0331
GO:00022443CervixCChematopoietic progenitor cell differentiation26/2311114/187231.30e-031.03e-0226
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00017384CervixCCmorphogenesis of a polarized epithelium22/231194/187232.09e-031.52e-0222
GO:0060218CervixCChematopoietic stem cell differentiation10/231130/187232.33e-031.66e-0210
GO:00900901CervixCCnegative regulation of canonical Wnt signaling pathway29/2311137/187232.40e-031.70e-0229
GO:00901752CervixCCregulation of establishment of planar polarity14/231156/187236.93e-033.74e-0214
GO:0017145CervixCCstem cell division9/231130/187238.28e-034.28e-029
GO:00600712CervixCCWnt signaling pathway, planar cell polarity pathway13/231152/187239.09e-034.60e-0213
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03250ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa032501ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052024LungMIACTranscriptional misregulation in cancer22/507193/84652.64e-032.26e-021.64e-0222
hsa052025LungMIACTranscriptional misregulation in cancer22/507193/84652.64e-032.26e-021.64e-0222
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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
MLLT3SNVMissense_Mutationc.1320N>Ap.Ser440Argp.S440RP42568protein_codingtolerated(0.29)benign(0.034)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MLLT3SNVMissense_Mutationc.589N>Ap.His197Asnp.H197NP42568protein_codingdeleterious(0)benign(0.081)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MLLT3SNVMissense_Mutationrs767415332c.178N>Tp.Pro60Serp.P60SP42568protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MLLT3SNVMissense_Mutationc.1163C>Gp.Ser388Cysp.S388CP42568protein_codingdeleterious(0)probably_damaging(0.971)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
MLLT3insertionIn_Frame_Insnovelc.501_521dupTAGCAGCAGCAGCAGCAGCAGp.Ser184_Ser190dupp.S184_S190dupP42568protein_codingTCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MLLT3SNVMissense_Mutationnovelc.874N>Ap.Glu292Lysp.E292KP42568protein_codingtolerated(1)benign(0.037)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MLLT3SNVMissense_Mutationc.935N>Tp.Ser312Ilep.S312IP42568protein_codingdeleterious(0.03)benign(0.094)TCGA-NH-A6GC-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilSD
MLLT3SNVMissense_Mutationrs747900361c.1322N>Ap.Arg441Glnp.R441QP42568protein_codingdeleterious(0.03)benign(0.034)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MLLT3insertionFrame_Shift_Insnovelc.430_431insTGTTCTCTp.Arg144MetfsTer59p.R144Mfs*59P42568protein_codingTCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
MLLT3insertionIn_Frame_Insnovelc.564_566dupCAGp.Ser190dupp.S190dupP42568protein_codingTCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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
4300MLLT3CLINICALLY ACTIONABLEcisplatinCISPLATIN27150640
4300MLLT3CLINICALLY ACTIONABLEmontelukastMONTELUKAST26083242
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