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: ZMAT2

Gene summary for ZMAT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZMAT2

Gene ID

153527

Gene namezinc finger matrin-type 2
Gene AliasPtg-12
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q96NC0


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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
153527ZMAT2HTA11_3410_2000001011HumanColorectumAD6.19e-051.62e-010.0155
153527ZMAT2HTA11_2487_2000001011HumanColorectumSER1.21e-042.08e-01-0.1808
153527ZMAT2HTA11_1938_2000001011HumanColorectumAD8.61e-043.06e-01-0.0811
153527ZMAT2HTA11_78_2000001011HumanColorectumAD1.79e-022.70e-01-0.1088
153527ZMAT2HTA11_347_2000001011HumanColorectumAD2.87e-174.82e-01-0.1954
153527ZMAT2HTA11_83_2000001011HumanColorectumSER4.97e-022.72e-01-0.1526
153527ZMAT2HTA11_696_2000001011HumanColorectumAD7.14e-092.79e-01-0.1464
153527ZMAT2HTA11_1391_2000001011HumanColorectumAD3.51e-022.16e-01-0.059
153527ZMAT2HTA11_5212_2000001011HumanColorectumAD1.56e-064.03e-01-0.2061
153527ZMAT2HTA11_866_3004761011HumanColorectumAD7.59e-062.80e-010.096
153527ZMAT2HTA11_10623_2000001011HumanColorectumAD1.84e-032.78e-01-0.0177
153527ZMAT2HTA11_6801_2000001011HumanColorectumSER4.35e-023.67e-010.0171
153527ZMAT2HTA11_7696_3000711011HumanColorectumAD7.14e-103.11e-010.0674
153527ZMAT2HTA11_99999970781_79442HumanColorectumMSS1.03e-103.00e-010.294
153527ZMAT2HTA11_99999965104_69814HumanColorectumMSS1.94e-023.34e-010.281
153527ZMAT2HTA11_99999971662_82457HumanColorectumMSS3.07e-144.80e-010.3859
153527ZMAT2LZE2THumanEsophagusESCC2.17e-065.11e-010.082
153527ZMAT2LZE4THumanEsophagusESCC1.70e-164.26e-010.0811
153527ZMAT2LZE5THumanEsophagusESCC1.43e-035.44e-020.0514
153527ZMAT2LZE7THumanEsophagusESCC4.83e-054.73e-010.0667
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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
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00003751ColorectumSERRNA splicing, via transesterification reactions90/2897324/187238.68e-097.50e-0790
GO:00003771ColorectumSERRNA splicing, via transesterification reactions with bulged adenosine as nucleophile89/2897320/187239.82e-098.14e-0789
GO:00003981ColorectumSERmRNA splicing, via spliceosome89/2897320/187239.82e-098.14e-0789
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
ZMAT2CD4TNLiverHCCGNLY,CFP,PPA1, etc.1.64e-01The 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.
ZMAT2TREGLiverHCCGNLY,CFP,PPA1, etc.8.48e-02The 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.
∗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
ZMAT2SNVMissense_Mutationnovelc.105N>Tp.Lys35Asnp.K35NQ96NC0protein_codingtolerated(0.16)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT2SNVMissense_Mutationnovelc.471N>Cp.Lys157Asnp.K157NQ96NC0protein_codingtolerated(0.07)benign(0.385)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZMAT2SNVMissense_Mutationc.310C>Tp.His104Tyrp.H104YQ96NC0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ZMAT2SNVMissense_Mutationc.317N>Ap.Arg106Lysp.R106KQ96NC0protein_codingtolerated(0.11)benign(0.144)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZMAT2SNVMissense_Mutationc.248A>Gp.Asn83Serp.N83SQ96NC0protein_codingtolerated(0.29)benign(0.088)TCGA-D5-6922-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ZMAT2insertionIn_Frame_Insnovelc.310_310+1insTCAAATTTTTAGp.His104delinsLeuLysPheLeuAspp.H104delinsLKFLDQ96NC0protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZMAT2SNVMissense_Mutationnovelc.397N>Tp.Met133Leup.M133LQ96NC0protein_codingtolerated(0.33)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZMAT2SNVMissense_Mutationnovelc.338N>Ap.Arg113Hisp.R113HQ96NC0protein_codingdeleterious(0)possibly_damaging(0.604)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZMAT2SNVMissense_Mutationnovelc.105G>Tp.Lys35Asnp.K35NQ96NC0protein_codingtolerated(0.16)benign(0.001)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZMAT2SNVMissense_Mutationc.306N>Tp.Lys102Asnp.K102NQ96NC0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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