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: ZMYM5

Gene summary for ZMYM5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMYM5

Gene ID

9205

Gene namezinc finger MYM-type containing 5
Gene AliasHSPC050
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9UJ78


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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
9205ZMYM5LZE4THumanEsophagusESCC2.83e-185.80e-010.0811
9205ZMYM5LZE7THumanEsophagusESCC2.79e-052.90e-010.0667
9205ZMYM5LZE20THumanEsophagusESCC9.32e-041.04e-010.0662
9205ZMYM5LZE22THumanEsophagusESCC1.85e-042.96e-010.068
9205ZMYM5LZE24THumanEsophagusESCC4.37e-043.04e-010.0596
9205ZMYM5LZE6THumanEsophagusESCC4.48e-042.03e-010.0845
9205ZMYM5P1T-EHumanEsophagusESCC6.07e-063.22e-010.0875
9205ZMYM5P2T-EHumanEsophagusESCC3.69e-335.81e-010.1177
9205ZMYM5P4T-EHumanEsophagusESCC2.04e-225.51e-010.1323
9205ZMYM5P5T-EHumanEsophagusESCC1.97e-112.21e-010.1327
9205ZMYM5P8T-EHumanEsophagusESCC8.23e-182.87e-010.0889
9205ZMYM5P9T-EHumanEsophagusESCC2.17e-143.14e-010.1131
9205ZMYM5P10T-EHumanEsophagusESCC3.28e-325.86e-010.116
9205ZMYM5P11T-EHumanEsophagusESCC1.34e-177.43e-010.1426
9205ZMYM5P12T-EHumanEsophagusESCC1.45e-183.64e-010.1122
9205ZMYM5P15T-EHumanEsophagusESCC2.41e-296.82e-010.1149
9205ZMYM5P16T-EHumanEsophagusESCC5.62e-386.93e-010.1153
9205ZMYM5P17T-EHumanEsophagusESCC1.14e-033.08e-010.1278
9205ZMYM5P19T-EHumanEsophagusESCC6.39e-064.79e-010.1662
9205ZMYM5P20T-EHumanEsophagusESCC2.47e-184.92e-010.1124
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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
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
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
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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
ZMYM5SNVMissense_Mutationnovelc.437N>Tp.Thr146Ilep.T146IQ9UJ78protein_codingtolerated_low_confidence(0.12)benign(0.012)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZMYM5SNVMissense_Mutationc.1847C>Tp.Ser616Leup.S616LQ9UJ78protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
ZMYM5SNVMissense_Mutationc.343N>Ap.Glu115Lysp.E115KQ9UJ78protein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZMYM5SNVMissense_Mutationrs114493699c.854N>Ap.Arg285Glnp.R285QQ9UJ78protein_codingtolerated(0.22)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMYM5SNVMissense_Mutationc.1424G>Ap.Cys475Tyrp.C475YQ9UJ78protein_codingtolerated_low_confidence(0.14)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZMYM5SNVMissense_Mutationnovelc.17T>Cp.Val6Alap.V6AQ9UJ78protein_codingtolerated_low_confidence(0.08)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZMYM5SNVMissense_Mutationrs754542115c.418G>Ap.Glu140Lysp.E140KQ9UJ78protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.89)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZMYM5SNVMissense_Mutationc.1273N>Gp.Lys425Glup.K425EQ9UJ78protein_codingtolerated(0.16)benign(0.142)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZMYM5SNVMissense_Mutationrs764475563c.1435N>Gp.Thr479Alap.T479AQ9UJ78protein_codingtolerated_low_confidence(0.42)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZMYM5SNVMissense_Mutationnovelc.1786T>Cp.Phe596Leup.F596LQ9UJ78protein_codingdeleterious_low_confidence(0.05)benign(0.003)TCGA-AA-3864-01Colorectumcolon 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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