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: ZNF544

Gene summary for ZNF544

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF544

Gene ID

27300

Gene namezinc finger protein 544
Gene AliasZNF544
Cytomap19q13.43
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6NX49


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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
27300ZNF544P75T-EHumanEsophagusESCC1.46e-224.68e-010.1125
27300ZNF544P76T-EHumanEsophagusESCC5.43e-037.72e-020.1207
27300ZNF544P79T-EHumanEsophagusESCC6.66e-102.15e-010.1154
27300ZNF544P80T-EHumanEsophagusESCC5.81e-122.06e-010.155
27300ZNF544P82T-EHumanEsophagusESCC1.72e-104.35e-010.1072
27300ZNF544P83T-EHumanEsophagusESCC1.29e-153.59e-010.1738
27300ZNF544P89T-EHumanEsophagusESCC3.28e-042.63e-010.1752
27300ZNF544P91T-EHumanEsophagusESCC2.06e-066.18e-010.1828
27300ZNF544P107T-EHumanEsophagusESCC1.79e-193.45e-010.171
27300ZNF544P127T-EHumanEsophagusESCC4.21e-059.09e-020.0826
27300ZNF544P128T-EHumanEsophagusESCC4.59e-215.07e-010.1241
27300ZNF544P130T-EHumanEsophagusESCC1.23e-193.68e-010.1676
27300ZNF544HCC1_MengHumanLiverHCC1.16e-436.64e-030.0246
27300ZNF544HCC2HumanLiverHCC1.85e-062.67e+000.5341
27300ZNF544S014HumanLiverHCC9.85e-071.87e-010.2254
27300ZNF544S015HumanLiverHCC8.43e-032.54e-010.2375
27300ZNF544S028HumanLiverHCC1.45e-063.83e-010.2503
27300ZNF544S029HumanLiverHCC1.70e-095.24e-010.2581
27300ZNF544RNA-P17T-P17T-2HumanLungIAC8.22e-035.44e-010.3371
27300ZNF544RNA-P17T-P17T-4HumanLungIAC7.71e-036.51e-010.343
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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
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
∗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
ZNF544SNVMissense_Mutationc.1318G>Cp.Glu440Glnp.E440QQ6NX49protein_codingtolerated(0.12)benign(0.091)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF544SNVMissense_Mutationc.1447A>Gp.Lys483Glup.K483EQ6NX49protein_codingtolerated(0.19)benign(0.013)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
ZNF544SNVMissense_Mutationnovelc.922T>Ap.Ser308Thrp.S308TQ6NX49protein_codingtolerated(0.55)benign(0.012)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
ZNF544SNVMissense_Mutationnovelc.922N>Ap.Ser308Thrp.S308TQ6NX49protein_codingtolerated(0.55)benign(0.012)TCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
ZNF544SNVMissense_Mutationc.2035N>Tp.His679Tyrp.H679YQ6NX49protein_codingtolerated(0.07)benign(0.067)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
ZNF544SNVMissense_Mutationc.901N>Ap.Asp301Asnp.D301NQ6NX49protein_codingtolerated(0.27)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF544SNVMissense_Mutationnovelc.426C>Gp.Phe142Leup.F142LQ6NX49protein_codingtolerated(0.8)benign(0.04)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ZNF544SNVMissense_Mutationnovelc.923C>Ap.Ser308Tyrp.S308YQ6NX49protein_codingtolerated(1)benign(0.144)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ZNF544SNVMissense_Mutationc.1358N>Cp.Val453Alap.V453AQ6NX49protein_codingtolerated(1)benign(0.028)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF544SNVMissense_Mutationc.189C>Gp.Ile63Metp.I63MQ6NX49protein_codingdeleterious(0)probably_damaging(0.915)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<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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