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: ZMYM2

Gene summary for ZMYM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMYM2

Gene ID

7750

Gene namezinc finger MYM-type containing 2
Gene AliasFIM
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A024RDS3


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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
7750ZMYM2CA_HPV_3HumanCervixCC5.59e-043.57e-020.0414
7750ZMYM2CCI_1HumanCervixCC1.05e-111.02e+000.528
7750ZMYM2CCI_2HumanCervixCC1.78e-131.41e+000.5249
7750ZMYM2CCI_3HumanCervixCC1.53e-121.01e+000.516
7750ZMYM2HTA11_3410_2000001011HumanColorectumAD3.59e-16-4.93e-010.0155
7750ZMYM2HTA11_78_2000001011HumanColorectumAD3.77e-03-3.45e-01-0.1088
7750ZMYM2HTA11_2112_2000001011HumanColorectumSER2.75e-02-5.01e-01-0.2196
7750ZMYM2HTA11_3361_2000001011HumanColorectumAD1.03e-06-5.30e-01-0.1207
7750ZMYM2HTA11_696_2000001011HumanColorectumAD3.04e-05-3.42e-01-0.1464
7750ZMYM2HTA11_5212_2000001011HumanColorectumAD3.11e-04-5.09e-01-0.2061
7750ZMYM2HTA11_5216_2000001011HumanColorectumSER2.21e-05-7.75e-01-0.1462
7750ZMYM2HTA11_866_3004761011HumanColorectumAD4.03e-15-5.26e-010.096
7750ZMYM2HTA11_9408_2000001011HumanColorectumAD2.38e-04-8.06e-010.0451
7750ZMYM2HTA11_7696_3000711011HumanColorectumAD6.30e-11-3.27e-010.0674
7750ZMYM2HTA11_99999965104_69814HumanColorectumMSS4.89e-036.12e-010.281
7750ZMYM2HTA11_99999974143_84620HumanColorectumMSS1.79e-09-3.37e-010.3005
7750ZMYM2A001-C-207HumanColorectumFAP4.37e-02-1.16e-010.1278
7750ZMYM2A015-C-203HumanColorectumFAP2.17e-35-3.40e-01-0.1294
7750ZMYM2A015-C-204HumanColorectumFAP6.87e-09-2.57e-01-0.0228
7750ZMYM2A014-C-040HumanColorectumFAP5.06e-10-5.81e-01-0.1184
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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
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
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
ZMYM2SNVMissense_Mutationc.190N>Ap.Glu64Lysp.E64KQ9UBW7protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMYM2SNVMissense_Mutationnovelc.1619N>Ap.Arg540Glnp.R540QQ9UBW7protein_codingdeleterious(0.01)benign(0.269)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMYM2SNVMissense_Mutationc.2440C>Tp.Pro814Serp.P814SQ9UBW7protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMYM2SNVMissense_Mutationc.3371N>Gp.His1124Argp.H1124RQ9UBW7protein_codingtolerated(0.53)benign(0)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZMYM2SNVMissense_Mutationrs766102273c.1379A>Gp.Asn460Serp.N460SQ9UBW7protein_codingdeleterious(0)possibly_damaging(0.702)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZMYM2SNVMissense_Mutationc.1814N>Tp.Tyr605Phep.Y605FQ9UBW7protein_codingtolerated(0.26)possibly_damaging(0.682)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMYM2SNVMissense_Mutationc.1303N>Tp.Arg435Cysp.R435CQ9UBW7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ZMYM2SNVMissense_Mutationc.1183N>Cp.Glu395Glnp.E395QQ9UBW7protein_codingtolerated(0.23)probably_damaging(0.978)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZMYM2SNVMissense_Mutationc.2353G>Ap.Gly785Argp.G785RQ9UBW7protein_codingdeleterious(0)probably_damaging(0.977)TCGA-E9-A1RI-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
ZMYM2insertionNonsense_Mutationnovelc.4125_4126insTTGTTGAATTAGAAACAAATGTGGTCAATAACTAGTGTTTp.Thr1376LeufsTer4p.T1376Lfs*4Q9UBW7protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
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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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