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: ZFR

Gene summary for ZFR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFR

Gene ID

51663

Gene namezinc finger RNA binding protein
Gene AliasSPG71
Cytomap5p13.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q05D65


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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
51663ZFRCA_HPV_1HumanCervixCC4.86e-04-9.13e-020.0264
51663ZFRCCI_1HumanCervixCC3.18e-056.63e-010.528
51663ZFRCCI_2HumanCervixCC1.10e-048.79e-010.5249
51663ZFRCCI_3HumanCervixCC1.23e-121.01e+000.516
51663ZFRHTA11_3410_2000001011HumanColorectumAD9.31e-12-4.79e-010.0155
51663ZFRHTA11_347_2000001011HumanColorectumAD7.98e-055.02e-01-0.1954
51663ZFRHTA11_3361_2000001011HumanColorectumAD5.99e-03-4.39e-01-0.1207
51663ZFRHTA11_10623_2000001011HumanColorectumAD3.86e-02-1.51e-01-0.0177
51663ZFRHTA11_10711_2000001011HumanColorectumAD2.73e-03-4.30e-010.0338
51663ZFRHTA11_99999974143_84620HumanColorectumMSS5.27e-09-4.50e-010.3005
51663ZFRF007HumanColorectumFAP1.69e-08-5.74e-010.1176
51663ZFRA001-C-207HumanColorectumFAP7.76e-06-3.44e-010.1278
51663ZFRA015-C-203HumanColorectumFAP1.30e-37-6.94e-01-0.1294
51663ZFRA015-C-204HumanColorectumFAP1.90e-11-4.45e-01-0.0228
51663ZFRA014-C-040HumanColorectumFAP6.86e-09-6.60e-01-0.1184
51663ZFRA002-C-201HumanColorectumFAP5.50e-23-5.56e-010.0324
51663ZFRA002-C-203HumanColorectumFAP5.62e-06-2.92e-010.2786
51663ZFRA001-C-119HumanColorectumFAP5.41e-14-5.91e-01-0.1557
51663ZFRA001-C-108HumanColorectumFAP3.55e-20-3.74e-01-0.0272
51663ZFRA002-C-205HumanColorectumFAP5.41e-34-6.32e-01-0.1236
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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
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
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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
ZFRSNVMissense_Mutationc.2909N>Cp.Arg970Thrp.R970TQ96KR1protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZFRSNVMissense_Mutationrs867948868c.226G>Tp.Val76Phep.V76FQ96KR1protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ZFRSNVMissense_Mutationc.1316N>Tp.Ala439Valp.A439VQ96KR1protein_codingtolerated(0.06)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZFRSNVMissense_Mutationc.2369N>Cp.Arg790Prop.R790PQ96KR1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZFRSNVMissense_Mutationc.3088C>Gp.Leu1030Valp.L1030VQ96KR1protein_codingdeleterious(0)probably_damaging(0.973)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
ZFRSNVMissense_Mutationnovelc.128C>Ap.Ala43Aspp.A43DQ96KR1protein_codingdeleterious(0.01)benign(0.247)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ZFRSNVMissense_Mutationrs762336583c.3094N>Gp.Met1032Valp.M1032VQ96KR1protein_codingdeleterious(0)possibly_damaging(0.59)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
ZFRSNVMissense_Mutationnovelc.3187G>Ap.Glu1063Lysp.E1063KQ96KR1protein_codingtolerated(0.1)benign(0.074)TCGA-LL-A6FR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZFRinsertionNonsense_Mutationnovelc.846_847insTAGGTGTTTTTTTCCCACACACCp.Gln283Terp.Q283*Q96KR1protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZFRinsertionFrame_Shift_Insnovelc.163_164insTTACATTTATCCTGTCAAGATGTTCTTTTTTAATACATATTATAACp.Tyr55PhefsTer24p.Y55Ffs*24Q96KR1protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
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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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