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: MAML3

Gene summary for MAML3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAML3

Gene ID

55534

Gene namemastermind like transcriptional coactivator 3
Gene AliasCAGH3
Cytomap4q31.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96JK9


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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
55534MAML3CCI_1HumanCervixCC9.97e-101.24e+000.528
55534MAML3CCI_3HumanCervixCC2.83e-039.23e-010.516
55534MAML3TumorHumanCervixCC3.08e-02-1.10e-010.1241
55534MAML3T3HumanCervixCC1.74e-03-1.17e-010.1389
55534MAML3HTA11_3410_2000001011HumanColorectumAD4.13e-02-2.67e-010.0155
55534MAML3HTA11_1938_2000001011HumanColorectumAD1.52e-087.08e-01-0.0811
55534MAML3HTA11_78_2000001011HumanColorectumAD2.44e-025.29e-01-0.1088
55534MAML3HTA11_347_2000001011HumanColorectumAD7.76e-231.03e+00-0.1954
55534MAML3HTA11_411_2000001011HumanColorectumSER1.19e-077.56e-01-0.2602
55534MAML3HTA11_83_2000001011HumanColorectumSER3.99e-034.98e-01-0.1526
55534MAML3HTA11_866_2000001011HumanColorectumAD4.29e-055.27e-01-0.1001
55534MAML3HTA11_1391_2000001011HumanColorectumAD2.14e-034.59e-01-0.059
55534MAML3HTA11_6818_2000001021HumanColorectumAD3.24e-055.24e-010.0588
55534MAML3HTA11_99999965062_69753HumanColorectumMSI-H7.98e-221.23e+000.3487
55534MAML3HTA11_99999965104_69814HumanColorectumMSS1.49e-066.41e-010.281
55534MAML3HTA11_99999973899_84307HumanColorectumMSS6.96e-10-6.92e-010.2585
55534MAML3HTA11_99999974143_84620HumanColorectumMSS8.36e-11-5.06e-010.3005
55534MAML3F007HumanColorectumFAP4.13e-02-2.02e-010.1176
55534MAML3A001-C-207HumanColorectumFAP1.02e-02-9.75e-020.1278
55534MAML3A015-C-203HumanColorectumFAP5.01e-35-6.29e-01-0.1294
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
∗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:00072194CervixCCNotch signaling pathway39/2311172/187231.08e-041.38e-0339
GO:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
GO:00072191ColorectumFAPNotch signaling pathway38/2622172/187232.56e-032.01e-0238
GO:00072192ColorectumCRCNotch signaling pathway36/2078172/187231.26e-042.42e-0336
GO:00072193LungAISNotch signaling pathway29/1849172/187232.93e-032.92e-0229
GO:000721921Oral cavityNEOLPNotch signaling pathway32/2005172/187231.31e-039.48e-0332
GO:00072195ProstateBPHNotch signaling pathway41/3107172/187238.95e-033.83e-0241
GO:000721912ProstateTumorNotch signaling pathway44/3246172/187234.02e-032.04e-0244
GO:00072198SkinAKNotch signaling pathway34/1910172/187231.20e-041.50e-0334
GO:000721914SkinSCCISNotch signaling pathway17/919172/187234.79e-033.95e-0217
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa04658CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa04330CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa046581CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa043301CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa051651LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa051656LungIACHuman papillomavirus infection71/1053331/84651.88e-067.63e-055.06e-0571
hsa0516511LungIACHuman papillomavirus infection71/1053331/84651.88e-067.63e-055.06e-0571
hsa0516521LungAISHuman papillomavirus infection64/961331/84651.03e-053.04e-041.95e-0464
hsa0516531LungAISHuman papillomavirus infection64/961331/84651.03e-053.04e-041.95e-0464
hsa051654LungMIACHuman papillomavirus infection32/507331/84654.78e-033.49e-022.52e-0232
hsa051655LungMIACHuman papillomavirus infection32/507331/84654.78e-033.49e-022.52e-0232
hsa0516541Oral cavityEOLPHuman papillomavirus infection79/1218331/84651.96e-061.63e-059.60e-0679
hsa0465821Oral cavityEOLPTh1 and Th2 cell differentiation31/121892/84652.27e-061.79e-051.05e-0531
hsa0516551Oral cavityEOLPHuman papillomavirus infection79/1218331/84651.96e-061.63e-059.60e-0679
hsa0465831Oral cavityEOLPTh1 and Th2 cell differentiation31/121892/84652.27e-061.79e-051.05e-0531
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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
MAML3SNVMissense_Mutationnovelc.3218N>Cp.Gly1073Alap.G1073AQ96JK9protein_codingtolerated(0.21)benign(0.108)TCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
MAML3SNVMissense_Mutationc.2953N>Ap.Gly985Serp.G985SQ96JK9protein_codingtolerated(0.43)benign(0.02)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAML3SNVMissense_Mutationrs547610978c.1325C>Tp.Pro442Leup.P442LQ96JK9protein_codingtolerated(0.05)possibly_damaging(0.668)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MAML3SNVMissense_Mutationc.1360N>Tp.Pro454Serp.P454SQ96JK9protein_codingtolerated(0.17)benign(0.005)TCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
MAML3SNVMissense_Mutationnovelc.2060N>Tp.Ala687Valp.A687VQ96JK9protein_codingtolerated(0.39)benign(0.086)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MAML3SNVMissense_Mutationc.3256C>Tp.Arg1086Trpp.R1086WQ96JK9protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAML3deletionFrame_Shift_Delnovelc.2357_2363delNNNNNNNp.Arg786ProfsTer24p.R786Pfs*24Q96JK9protein_codingTCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MAML3deletionFrame_Shift_Delnovelc.2725delNp.Val909LeufsTer4p.V909Lfs*4Q96JK9protein_codingTCGA-LL-A7T0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAML3SNVMissense_Mutationrs751266761c.3298G>Ap.Gly1100Argp.G1100RQ96JK9protein_codingdeleterious(0.04)possibly_damaging(0.539)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAML3SNVMissense_Mutationnovelc.787N>Cp.Glu263Glnp.E263QQ96JK9protein_codingtolerated(0.07)possibly_damaging(0.796)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
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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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