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: MAML1

Gene summary for MAML1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAML1

Gene ID

9794

Gene namemastermind like transcriptional coactivator 1
Gene AliasMam-1
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0003161

UniProtAcc

Q92585


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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
9794MAML1LZE7THumanEsophagusESCC8.68e-052.47e-010.0667
9794MAML1LZE24THumanEsophagusESCC3.24e-091.48e-010.0596
9794MAML1P1T-EHumanEsophagusESCC8.87e-062.42e-010.0875
9794MAML1P2T-EHumanEsophagusESCC3.33e-142.47e-010.1177
9794MAML1P4T-EHumanEsophagusESCC2.43e-141.52e-010.1323
9794MAML1P5T-EHumanEsophagusESCC7.73e-161.29e-010.1327
9794MAML1P8T-EHumanEsophagusESCC5.10e-111.40e-010.0889
9794MAML1P9T-EHumanEsophagusESCC3.16e-041.12e-010.1131
9794MAML1P10T-EHumanEsophagusESCC7.47e-182.16e-010.116
9794MAML1P11T-EHumanEsophagusESCC1.92e-062.09e-010.1426
9794MAML1P12T-EHumanEsophagusESCC9.18e-242.64e-010.1122
9794MAML1P15T-EHumanEsophagusESCC1.19e-072.13e-010.1149
9794MAML1P16T-EHumanEsophagusESCC1.04e-158.95e-020.1153
9794MAML1P20T-EHumanEsophagusESCC8.83e-101.67e-010.1124
9794MAML1P21T-EHumanEsophagusESCC2.61e-061.31e-010.1617
9794MAML1P22T-EHumanEsophagusESCC1.06e-194.75e-010.1236
9794MAML1P23T-EHumanEsophagusESCC1.34e-111.78e-010.108
9794MAML1P24T-EHumanEsophagusESCC1.61e-054.86e-020.1287
9794MAML1P26T-EHumanEsophagusESCC1.25e-081.52e-010.1276
9794MAML1P27T-EHumanEsophagusESCC1.57e-161.11e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00454454EsophagusESCCmyoblast differentiation52/855284/187231.98e-038.90e-0352
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00350512EsophagusESCCcardiocyte differentiation86/8552156/187231.09e-023.68e-0286
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0465812EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
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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
MAML1SNVMissense_Mutationc.1754C>Tp.Pro585Leup.P585LQ92585protein_codingdeleterious(0)probably_damaging(0.925)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MAML1SNVMissense_Mutationc.2344C>Ap.Pro782Thrp.P782TQ92585protein_codingtolerated(0.31)benign(0.003)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAML1SNVMissense_Mutationc.2150A>Tp.Asn717Ilep.N717IQ92585protein_codingdeleterious(0.01)benign(0.08)TCGA-E2-A1II-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAML1deletionFrame_Shift_Delnovelc.2466delNp.Lys822AsnfsTer36p.K822Nfs*36Q92585protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MAML1SNVMissense_Mutationc.793G>Cp.Glu265Glnp.E265QQ92585protein_codingtolerated(0.07)probably_damaging(0.987)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MAML1SNVMissense_Mutationc.1498N>Gp.Gln500Glup.Q500EQ92585protein_codingdeleterious(0.03)benign(0.142)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MAML1SNVMissense_Mutationrs767452281c.1222N>Tp.Arg408Cysp.R408CQ92585protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MAML1SNVMissense_Mutationc.2974N>Gp.Leu992Valp.L992VQ92585protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A770-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MAML1SNVMissense_Mutationnovelc.1028N>Tp.Gly343Valp.G343VQ92585protein_codingtolerated(0.33)benign(0.006)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MAML1SNVMissense_Mutationrs763800343c.1402N>Tp.Pro468Serp.P468SQ92585protein_codingtolerated(0.13)benign(0.012)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=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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