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: ZNF37A

Gene summary for ZNF37A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF37A

Gene ID

7587

Gene namezinc finger protein 37A
Gene AliasKOX21
Cytomap10p11.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P17032


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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
7587ZNF37ALZE4THumanEsophagusESCC2.11e-092.69e-010.0811
7587ZNF37ALZE24THumanEsophagusESCC6.48e-113.16e-010.0596
7587ZNF37AP1T-EHumanEsophagusESCC5.84e-041.84e-010.0875
7587ZNF37AP2T-EHumanEsophagusESCC1.63e-264.81e-010.1177
7587ZNF37AP4T-EHumanEsophagusESCC5.98e-101.96e-010.1323
7587ZNF37AP5T-EHumanEsophagusESCC2.19e-162.31e-010.1327
7587ZNF37AP8T-EHumanEsophagusESCC6.21e-152.61e-010.0889
7587ZNF37AP9T-EHumanEsophagusESCC4.13e-062.02e-010.1131
7587ZNF37AP10T-EHumanEsophagusESCC2.03e-263.53e-010.116
7587ZNF37AP11T-EHumanEsophagusESCC2.33e-123.10e-010.1426
7587ZNF37AP12T-EHumanEsophagusESCC4.99e-295.19e-010.1122
7587ZNF37AP15T-EHumanEsophagusESCC8.44e-101.64e-010.1149
7587ZNF37AP16T-EHumanEsophagusESCC7.07e-305.75e-010.1153
7587ZNF37AP20T-EHumanEsophagusESCC1.14e-111.94e-010.1124
7587ZNF37AP21T-EHumanEsophagusESCC8.42e-173.56e-010.1617
7587ZNF37AP22T-EHumanEsophagusESCC3.25e-142.67e-010.1236
7587ZNF37AP23T-EHumanEsophagusESCC2.40e-062.17e-010.108
7587ZNF37AP24T-EHumanEsophagusESCC4.20e-031.24e-010.1287
7587ZNF37AP26T-EHumanEsophagusESCC3.74e-183.25e-010.1276
7587ZNF37AP27T-EHumanEsophagusESCC3.62e-183.23e-010.1055
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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
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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
ZNF37ASTMLiverHealthyBABAM1,KDM4A,ATHL1, etc.6.41e-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.
ZNF37ACD8TEFFOral cavityADJPHACTR4,PLB1,CRIM1, etc.1.39e-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.
ZNF37ApDCOral cavityADJPHACTR4,PLB1,CRIM1, etc.5.35e-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.
ZNF37ApDCOral cavityHealthyPHACTR4,PLB1,CRIM1, etc.3.08e-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.
ZNF37ApDCOral cavityLPPHACTR4,PLB1,CRIM1, etc.1.14e-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.
ZNF37ApDCOral cavityOSCCPHACTR4,PLB1,CRIM1, etc.1.83e-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.
ZNF37AECMThyroidATCMTRNR2L12,PLCG2,MTRNR2L8, etc.1.79e-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.
∗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
ZNF37ASNVMissense_Mutationc.956N>Tp.Arg319Ilep.R319IP17032protein_codingdeleterious(0)benign(0.142)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF37ASNVMissense_Mutationrs752891741c.1042N>Gp.Thr348Alap.T348AP17032protein_codingtolerated(0.07)benign(0.055)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ZNF37ASNVMissense_Mutationrs371302765c.1430G>Ap.Arg477Hisp.R477HP17032protein_codingtolerated(0.52)benign(0.009)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF37ASNVMissense_Mutationc.125N>Ap.Ser42Asnp.S42NP17032protein_codingtolerated(0.22)benign(0.298)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZNF37ASNVMissense_Mutationnovelc.1259N>Cp.Phe420Serp.F420SP17032protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3842-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
ZNF37ASNVMissense_Mutationc.257N>Tp.Arg86Ilep.R86IP17032protein_codingtolerated(0.2)benign(0.041)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZNF37ASNVMissense_Mutationc.805N>Cp.Lys269Glnp.K269QP17032protein_codingdeleterious(0)benign(0.045)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZNF37ASNVMissense_Mutationc.1654N>Cp.Asn552Hisp.N552HP17032protein_codingtolerated(0.16)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZNF37ASNVMissense_Mutationrs747587314c.553N>Tp.Met185Leup.M185LP17032protein_codingtolerated(0.44)benign(0)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZNF37ASNVMissense_Mutationc.956G>Tp.Arg319Ilep.R319IP17032protein_codingdeleterious(0)benign(0.142)TCGA-AZ-4315-01Colorectumcolon 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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