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: ZYX

Gene summary for ZYX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZYX

Gene ID

7791

Gene namezyxin
Gene AliasESP-2
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q15942


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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
7791ZYXHTA11_3410_2000001011HumanColorectumAD1.25e-082.39e-010.0155
7791ZYXHTA11_2487_2000001011HumanColorectumSER1.77e-053.30e-01-0.1808
7791ZYXHTA11_1938_2000001011HumanColorectumAD2.94e-135.75e-01-0.0811
7791ZYXHTA11_78_2000001011HumanColorectumAD8.01e-144.37e-01-0.1088
7791ZYXHTA11_347_2000001011HumanColorectumAD5.83e-041.82e-01-0.1954
7791ZYXHTA11_3361_2000001011HumanColorectumAD3.57e-042.91e-01-0.1207
7791ZYXHTA11_696_2000001011HumanColorectumAD1.16e-022.16e-01-0.1464
7791ZYXHTA11_1391_2000001011HumanColorectumAD2.61e-054.03e-01-0.059
7791ZYXHTA11_546_2000001011HumanColorectumAD1.05e-033.39e-01-0.0842
7791ZYXHTA11_9408_2000001011HumanColorectumAD1.01e-035.08e-010.0451
7791ZYXHTA11_10623_2000001011HumanColorectumAD2.67e-022.51e-01-0.0177
7791ZYXHTA11_6801_2000001011HumanColorectumSER2.37e-033.66e-010.0171
7791ZYXHTA11_10711_2000001011HumanColorectumAD9.93e-074.12e-010.0338
7791ZYXHTA11_7696_3000711011HumanColorectumAD2.00e-204.95e-010.0674
7791ZYXHTA11_6818_2000001011HumanColorectumAD9.79e-043.45e-010.0112
7791ZYXHTA11_99999965104_69814HumanColorectumMSS9.12e-236.86e-010.281
7791ZYXHTA11_99999971662_82457HumanColorectumMSS1.14e-134.30e-010.3859
7791ZYXHTA11_99999973899_84307HumanColorectumMSS2.49e-126.82e-010.2585
7791ZYXHTA11_99999974143_84620HumanColorectumMSS2.13e-082.80e-010.3005
7791ZYXLZE3DHumanEsophagusHGIN4.39e-035.11e-010.0668
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0061572ColorectumADactin filament bundle organization60/3918161/187231.33e-064.23e-0560
GO:0051017ColorectumADactin filament bundle assembly58/3918157/187232.74e-067.89e-0558
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:0030038ColorectumADcontractile actin filament bundle assembly39/3918106/187231.22e-041.78e-0339
GO:0043149ColorectumADstress fiber assembly39/3918106/187231.22e-041.78e-0339
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
GO:0071560ColorectumADcellular response to transforming growth factor beta stimulus72/3918250/187231.85e-031.52e-0272
GO:0007179ColorectumADtransforming growth factor beta receptor signaling pathway59/3918198/187231.94e-031.58e-0259
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00615721ColorectumSERactin filament bundle organization48/2897161/187232.97e-061.19e-0448
GO:00510171ColorectumSERactin filament bundle assembly46/2897157/187237.88e-062.69e-0446
GO:00315891ColorectumSERcell-substrate adhesion86/2897363/187232.36e-056.64e-0486
GO:00300381ColorectumSERcontractile actin filament bundle assembly29/2897106/187231.19e-031.36e-0229
GO:00431491ColorectumSERstress fiber assembly29/2897106/187231.19e-031.36e-0229
GO:00071601ColorectumSERcell-matrix adhesion53/2897233/187232.10e-032.06e-0253
GO:00310321ColorectumSERactomyosin structure organization45/2897196/187233.60e-033.03e-0245
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0451021LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0451031LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa04510110Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0451043Oral cavityNEOLPFocal adhesion71/1112203/84657.25e-167.68e-144.83e-1471
hsa0451053Oral cavityNEOLPFocal adhesion71/1112203/84657.25e-167.68e-144.83e-1471
hsa0451017ProstateBPHFocal adhesion85/1718203/84651.17e-122.28e-111.41e-1185
hsa0451018ProstateBPHFocal adhesion85/1718203/84651.17e-122.28e-111.41e-1185
hsa0451025ProstateTumorFocal adhesion84/1791203/84653.44e-116.69e-104.15e-1084
hsa0451035ProstateTumorFocal adhesion84/1791203/84653.44e-116.69e-104.15e-1084
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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
ZYXSNVMissense_Mutationnovelc.1348N>Tp.Pro450Serp.P450SQ15942protein_codingdeleterious(0.03)possibly_damaging(0.696)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ZYXSNVMissense_Mutationnovelc.1421N>Gp.Ala474Glyp.A474GQ15942protein_codingtolerated(0.14)possibly_damaging(0.824)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ZYXSNVMissense_Mutationnovelc.467N>Tp.Asp156Valp.D156VQ15942protein_codingtolerated(0.06)benign(0.353)TCGA-EK-A2GZ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ZYXSNVMissense_Mutationrs758266725c.802N>Gp.Pro268Alap.P268AQ15942protein_codingtolerated(0.11)benign(0.039)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZYXSNVMissense_Mutationnovelc.737C>Ap.Ser246Tyrp.S246YQ15942protein_codingtolerated(0.39)possibly_damaging(0.601)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZYXSNVMissense_Mutationc.320N>Tp.Ala107Valp.A107VQ15942protein_codingdeleterious(0.04)benign(0.051)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZYXSNVMissense_Mutationnovelc.1216C>Tp.His406Tyrp.H406YQ15942protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6461-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ZYXSNVMissense_Mutationnovelc.812C>Ap.Pro271Hisp.P271HQ15942protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZYXSNVMissense_Mutationrs569088357c.1516N>Ap.Val506Ilep.V506IQ15942protein_codingdeleterious(0)possibly_damaging(0.506)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZYXSNVMissense_Mutationnovelc.538C>Ap.Pro180Thrp.P180TQ15942protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-F5-6814-01Colorectumrectum 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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