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: ZNF331

Gene summary for ZNF331

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF331

Gene ID

55422

Gene namezinc finger protein 331
Gene AliasRITA
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R4J5


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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
55422ZNF331HSIL_HPV_1HumanCervixHSIL_HPV1.28e-03-4.68e-010.0116
55422ZNF331HSIL_HPV_2HumanCervixHSIL_HPV4.72e-13-5.26e-010.0208
55422ZNF331N_HPV_2HumanCervixN_HPV1.83e-02-2.23e-01-0.0131
55422ZNF331CCI_2HumanCervixCC2.72e-03-5.81e-010.5249
55422ZNF331CCII_1HumanCervixCC2.28e-02-5.03e-010.3249
55422ZNF331TumorHumanCervixCC5.22e-21-5.70e-010.1241
55422ZNF331sample1HumanCervixCC8.48e-04-5.58e-010.0959
55422ZNF331sample3HumanCervixCC1.62e-15-5.59e-010.1387
55422ZNF331H2HumanCervixHSIL_HPV6.73e-09-4.59e-010.0632
55422ZNF331L1HumanCervixCC8.45e-04-4.94e-010.0802
55422ZNF331T1HumanCervixCC4.68e-10-5.48e-010.0918
55422ZNF331T3HumanCervixCC3.11e-17-5.54e-010.1389
55422ZNF331AEH-subject4HumanEndometriumAEH1.43e-115.48e-01-0.2657
55422ZNF331AEH-subject5HumanEndometriumAEH1.12e-042.55e-01-0.2953
55422ZNF331EEC-subject1HumanEndometriumEEC1.48e-022.48e-01-0.2682
55422ZNF331EEC-subject4HumanEndometriumEEC3.63e-073.30e-01-0.2571
55422ZNF331EEC-subject5HumanEndometriumEEC1.78e-043.19e-01-0.249
55422ZNF331GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC9.04e-043.08e-02-0.1869
55422ZNF331GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.41e-02-1.04e-01-0.1875
55422ZNF331GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.12e-06-5.42e-02-0.1883
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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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
ZNF331SNVMissense_Mutationnovelc.1059N>Tp.Lys353Asnp.K353NQ9NQX6protein_codingdeleterious(0.01)possibly_damaging(0.525)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZNF331SNVMissense_Mutationc.788N>Tp.Arg263Ilep.R263IQ9NQX6protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF331SNVMissense_Mutationnovelc.55G>Ap.Glu19Lysp.E19KQ9NQX6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ZNF331SNVMissense_Mutationnovelc.9N>Tp.Gln3Hisp.Q3HQ9NQX6protein_codingtolerated(0.83)benign(0)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ZNF331SNVMissense_Mutationc.639N>Cp.Lys213Asnp.K213NQ9NQX6protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF331SNVMissense_Mutationc.673N>Tp.Arg225Trpp.R225WQ9NQX6protein_codingtolerated(0.16)probably_damaging(0.938)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF331SNVMissense_Mutationnovelc.751N>Gp.Thr251Alap.T251AQ9NQX6protein_codingtolerated(1)benign(0.096)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZNF331SNVMissense_Mutationc.1022N>Ap.Ser341Asnp.S341NQ9NQX6protein_codingtolerated(0.28)possibly_damaging(0.607)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
ZNF331SNVMissense_Mutationnovelc.994N>Cp.Cys332Argp.C332RQ9NQX6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF331SNVMissense_Mutationc.1073N>Ap.Thr358Lysp.T358KQ9NQX6protein_codingtolerated(1)benign(0.006)TCGA-CA-6716-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinCR
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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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