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: ZMYND11

Gene summary for ZMYND11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMYND11

Gene ID

10771

Gene namezinc finger MYND-type containing 11
Gene AliasBRAM1
Cytomap10p15.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q15326


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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
10771ZMYND11LZE4THumanEsophagusESCC1.47e-044.48e-020.0811
10771ZMYND11LZE7THumanEsophagusESCC3.33e-051.77e-010.0667
10771ZMYND11LZE8THumanEsophagusESCC1.67e-053.17e-020.067
10771ZMYND11LZE24THumanEsophagusESCC1.04e-063.38e-010.0596
10771ZMYND11P1T-EHumanEsophagusESCC2.03e-051.73e-010.0875
10771ZMYND11P2T-EHumanEsophagusESCC1.38e-152.79e-010.1177
10771ZMYND11P4T-EHumanEsophagusESCC4.37e-092.46e-010.1323
10771ZMYND11P5T-EHumanEsophagusESCC1.04e-062.04e-020.1327
10771ZMYND11P8T-EHumanEsophagusESCC2.83e-133.01e-010.0889
10771ZMYND11P9T-EHumanEsophagusESCC1.22e-109.52e-020.1131
10771ZMYND11P10T-EHumanEsophagusESCC2.98e-192.42e-010.116
10771ZMYND11P11T-EHumanEsophagusESCC1.23e-112.31e-010.1426
10771ZMYND11P12T-EHumanEsophagusESCC2.48e-254.82e-010.1122
10771ZMYND11P15T-EHumanEsophagusESCC2.14e-093.32e-010.1149
10771ZMYND11P16T-EHumanEsophagusESCC2.24e-203.13e-010.1153
10771ZMYND11P17T-EHumanEsophagusESCC8.11e-112.15e-010.1278
10771ZMYND11P20T-EHumanEsophagusESCC3.66e-112.64e-010.1124
10771ZMYND11P21T-EHumanEsophagusESCC1.19e-214.26e-010.1617
10771ZMYND11P22T-EHumanEsophagusESCC5.28e-083.20e-020.1236
10771ZMYND11P23T-EHumanEsophagusESCC1.23e-111.92e-010.108
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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
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
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:2001237111EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway69/855297/187233.23e-074.55e-0669
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
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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
ZMYND11SNVMissense_Mutationc.976N>Gp.Gln326Glup.Q326EQ15326protein_codingdeleterious(0.01)possibly_damaging(0.591)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ZMYND11SNVMissense_Mutationc.393N>Gp.Phe131Leup.F131LQ15326protein_codingtolerated(0.86)benign(0)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ZMYND11SNVMissense_Mutationrs751729106c.1475N>Ap.Arg492Hisp.R492HQ15326protein_codingtolerated(0.13)possibly_damaging(0.904)TCGA-A6-5666-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZMYND11SNVMissense_Mutationc.289N>Cp.Glu97Glnp.E97QQ15326protein_codingdeleterious(0.03)probably_damaging(0.932)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZMYND11SNVMissense_Mutationnovelc.632N>Ap.Arg211Glnp.R211QQ15326protein_codingdeleterious(0.02)benign(0.254)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZMYND11SNVMissense_Mutationc.919N>Ap.Asp307Asnp.D307NQ15326protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZMYND11SNVMissense_Mutationc.1139N>Tp.Ser380Phep.S380FQ15326protein_codingdeleterious(0)probably_damaging(0.959)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ZMYND11SNVMissense_Mutationrs764387198c.1474N>Tp.Arg492Cysp.R492CQ15326protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZMYND11SNVMissense_Mutationc.1709N>Tp.Ala570Valp.A570VQ15326protein_codingdeleterious(0)benign(0.042)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZMYND11SNVMissense_Mutationc.1796N>Ap.Arg599Hisp.R599HQ15326protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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