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: DYM

Gene summary for DYM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYM

Gene ID

54808

Gene namedymeclin
Gene AliasDMC
Cytomap18q21.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q7RTS9


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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
54808DYMRNA-P6T2-P6T2-4HumanLungIAC2.48e-134.84e-01-0.0121
54808DYMRNA-P7T1-P7T1-1HumanLungAIS2.91e-086.95e-01-0.0961
54808DYMRNA-P7T1-P7T1-2HumanLungAIS1.39e-055.91e-01-0.0876
54808DYMRNA-P7T1-P7T1-3HumanLungAIS3.59e-056.49e-01-0.0822
54808DYMRNA-P7T1-P7T1-4HumanLungAIS9.20e-096.59e-01-0.0809
54808DYMC04HumanOral cavityOSCC9.12e-075.49e-010.2633
54808DYMC21HumanOral cavityOSCC6.61e-113.57e-010.2678
54808DYMC30HumanOral cavityOSCC5.33e-198.66e-010.3055
54808DYMC38HumanOral cavityOSCC9.62e-074.44e-010.172
54808DYMC43HumanOral cavityOSCC8.00e-123.04e-010.1704
54808DYMC46HumanOral cavityOSCC5.12e-133.41e-010.1673
54808DYMC51HumanOral cavityOSCC2.44e-042.29e-010.2674
54808DYMC57HumanOral cavityOSCC7.99e-062.66e-010.1679
54808DYMC08HumanOral cavityOSCC9.80e-143.29e-010.1919
54808DYMLN22HumanOral cavityOSCC5.29e-044.61e-010.1733
54808DYMLN46HumanOral cavityOSCC2.42e-104.56e-010.1666
54808DYMEOLP-1HumanOral cavityEOLP8.07e-175.38e-01-0.0202
54808DYMNEOLP-1HumanOral cavityNEOLP5.08e-064.25e-01-0.0194
54808DYMNEOLP-2HumanOral cavityNEOLP8.09e-032.44e-01-0.0196
54808DYMNEOLP-3HumanOral cavityNEOLP5.10e-052.90e-01-0.0191
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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
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
∗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:00070304CervixCCGolgi organization32/2311157/187232.78e-031.87e-0232
GO:0060348ColorectumCRCbone development37/2078205/187231.96e-031.96e-0237
GO:00070305EndometriumAEHGolgi organization32/2100157/187235.73e-045.69e-0332
GO:000703012EndometriumEECGolgi organization32/2168157/187239.87e-048.76e-0332
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:0007030LiverNAFLDGolgi organization36/1882157/187231.76e-067.68e-0536
GO:00603481LiverNAFLDbone development33/1882205/187234.45e-033.60e-0233
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:00070303LungIACGolgi organization32/2061157/187234.13e-046.22e-0332
GO:000703011LungAISGolgi organization30/1849157/187233.09e-045.63e-0330
GO:000703021LungMIACGolgi organization18/967157/187231.27e-032.37e-0218
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:00603484Oral cavityOSCCbone development99/7305205/187234.13e-031.68e-0299
GO:000703014Oral cavityEOLPGolgi organization37/2218157/187232.83e-054.12e-0437
GO:006034812Oral cavityEOLPbone development37/2218205/187235.84e-032.95e-0237
GO:006034821Oral cavityNEOLPbone development38/2005205/187235.28e-044.64e-0338
GO:000703022Oral cavityNEOLPGolgi organization29/2005157/187232.40e-031.53e-0229
GO:00603483ProstateBPHbone development50/3107205/187232.60e-031.39e-0250
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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
DYMSNVMissense_Mutationnovelc.853N>Ap.Leu285Ilep.L285IQ7RTS9protein_codingdeleterious(0.05)possibly_damaging(0.883)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DYMSNVMissense_Mutationnovelc.1209N>Gp.Ile403Metp.I403MQ7RTS9protein_codingtolerated(0.05)probably_damaging(1)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
DYMinsertionFrame_Shift_Insnovelc.1483_1484insGCATGCACTGTGTGATACCCTGCATCATCTTGGGATGCCACAGp.Lys495SerfsTer34p.K495Sfs*34Q7RTS9protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
DYMinsertionNonsense_Mutationnovelc.1662_1663insGGGGCAGATGGTTACAGGGTATGCATATTTGTCAAAACTGGTTGAACp.Tyr555GlyfsTer15p.Y555Gfs*15Q7RTS9protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DYMinsertionNonsense_Mutationnovelc.1597_1598insAGCGAGAACTTAAACCCAGAGTTTGATGATAAGGCCTTTGTTTp.Arg533GlnfsTer9p.R533Qfs*9Q7RTS9protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DYMSNVMissense_Mutationc.496N>Cp.Asp166Hisp.D166HQ7RTS9protein_codingdeleterious(0.01)possibly_damaging(0.905)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DYMSNVMissense_Mutationc.1894G>Cp.Glu632Glnp.E632QQ7RTS9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DYMSNVMissense_Mutationc.1390T>Gp.Leu464Valp.L464VQ7RTS9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
DYMSNVMissense_Mutationc.1034N>Tp.Ser345Phep.S345FQ7RTS9protein_codingtolerated(0.41)possibly_damaging(0.897)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
DYMSNVMissense_Mutationc.1159N>Ap.Glu387Lysp.E387KQ7RTS9protein_codingtolerated(0.1)possibly_damaging(0.802)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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