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: MMS22L

Gene summary for MMS22L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMS22L

Gene ID

253714

Gene nameMMS22 like, DNA repair protein
Gene AliasC6orf167
Cytomap6q16.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q6ZRQ5


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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
253714MMS22LHSIL_HPV_2HumanCervixHSIL_HPV1.74e-021.93e-010.0208
253714MMS22LCCI_1HumanCervixCC7.22e-118.70e-010.528
253714MMS22LCCI_2HumanCervixCC3.02e-119.88e-010.5249
253714MMS22LCCI_3HumanCervixCC6.61e-141.18e+000.516
253714MMS22Lsample3HumanCervixCC5.28e-042.36e-010.1387
253714MMS22LT3HumanCervixCC5.92e-031.96e-010.1389
253714MMS22LC04HumanOral cavityOSCC6.78e-072.88e-010.2633
253714MMS22LC21HumanOral cavityOSCC9.07e-105.16e-010.2678
253714MMS22LC30HumanOral cavityOSCC8.97e-075.07e-010.3055
253714MMS22LC38HumanOral cavityOSCC3.52e-056.89e-010.172
253714MMS22LC43HumanOral cavityOSCC2.08e-142.61e-010.1704
253714MMS22LC46HumanOral cavityOSCC3.10e-154.01e-010.1673
253714MMS22LC57HumanOral cavityOSCC4.70e-083.39e-010.1679
253714MMS22LC08HumanOral cavityOSCC1.45e-061.99e-010.1919
253714MMS22LLN22HumanOral cavityOSCC1.64e-044.65e-010.1733
253714MMS22LLN46HumanOral cavityOSCC3.65e-082.92e-010.1666
253714MMS22LSYSMH1HumanOral cavityOSCC1.74e-041.01e-010.1127
253714MMS22LSYSMH2HumanOral cavityOSCC1.57e-042.91e-010.2326
253714MMS22LSYSMH3HumanOral cavityOSCC2.53e-122.99e-010.2442
253714MMS22LPTC05HumanThyroidPTC7.54e-062.76e-010.2065
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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
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:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
GO:0000724Oral cavityOSCCdouble-strand break repair via homologous recombination69/7305138/187235.52e-032.14e-0269
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
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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
MMS22LSNVMissense_Mutationrs148291789c.2219N>Tp.Ala740Valp.A740VQ6ZRQ5protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-A1-A0SP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MMS22LSNVMissense_Mutationc.809C>Tp.Ser270Leup.S270LQ6ZRQ5protein_codingdeleterious(0)benign(0.436)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MMS22LSNVMissense_Mutationc.2470A>Gp.Met824Valp.M824VQ6ZRQ5protein_codingdeleterious(0.03)benign(0.155)TCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MMS22LSNVMissense_Mutationnovelc.1330C>Tp.Pro444Serp.P444SQ6ZRQ5protein_codingtolerated(0.18)benign(0.213)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MMS22LinsertionFrame_Shift_Insnovelc.740_741insTp.Asn248GlnfsTer9p.N248Qfs*9Q6ZRQ5protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
MMS22LinsertionIn_Frame_Insnovelc.739_740insCTTTTTGGGGTCp.Asp247delinsAlaPheTrpGlyHisp.D247delinsAFWGHQ6ZRQ5protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
MMS22LSNVMissense_Mutationnovelc.1010N>Tp.Ser337Phep.S337FQ6ZRQ5protein_codingtolerated(0.7)benign(0)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
MMS22LSNVMissense_Mutationc.1069N>Tp.His357Tyrp.H357YQ6ZRQ5protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MMS22LSNVMissense_Mutationnovelc.1580N>Ap.Gly527Aspp.G527DQ6ZRQ5protein_codingdeleterious(0)probably_damaging(0.961)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MMS22LSNVMissense_Mutationc.2002N>Cp.Val668Leup.V668LQ6ZRQ5protein_codingtolerated(0.05)benign(0.039)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=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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