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: ZNF106

Gene summary for ZNF106

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF106

Gene ID

64397

Gene namezinc finger protein 106
Gene AliasSH3BP3
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A0C4DGM5


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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
64397ZNF106HTA11_1938_2000001011HumanColorectumAD4.47e-031.77e-01-0.0811
64397ZNF106HTA11_347_2000001011HumanColorectumAD2.02e-074.37e-01-0.1954
64397ZNF106HTA11_696_2000001011HumanColorectumAD1.23e-033.00e-01-0.1464
64397ZNF106HTA11_866_2000001011HumanColorectumAD4.02e-032.51e-01-0.1001
64397ZNF106HTA11_7696_3000711011HumanColorectumAD6.28e-042.98e-010.0674
64397ZNF106F007HumanColorectumFAP1.61e-03-3.11e-010.1176
64397ZNF106A015-C-203HumanColorectumFAP6.58e-08-2.02e-01-0.1294
64397ZNF106A002-C-201HumanColorectumFAP1.63e-03-1.10e-010.0324
64397ZNF106A001-C-108HumanColorectumFAP2.13e-02-8.74e-02-0.0272
64397ZNF106A002-C-205HumanColorectumFAP1.29e-07-9.82e-02-0.1236
64397ZNF106A015-C-006HumanColorectumFAP3.27e-04-1.25e-01-0.0994
64397ZNF106A015-C-106HumanColorectumFAP3.67e-03-2.72e-02-0.0511
64397ZNF106A002-C-114HumanColorectumFAP1.83e-04-1.32e-01-0.1561
64397ZNF106A015-C-104HumanColorectumFAP2.36e-08-1.64e-01-0.1899
64397ZNF106A002-C-016HumanColorectumFAP2.08e-07-2.01e-010.0521
64397ZNF106A015-C-002HumanColorectumFAP2.29e-03-1.91e-01-0.0763
64397ZNF106A002-C-116HumanColorectumFAP4.40e-11-1.19e-01-0.0452
64397ZNF106A014-C-008HumanColorectumFAP3.04e-04-1.32e-01-0.191
64397ZNF106A018-E-020HumanColorectumFAP2.11e-063.32e-03-0.2034
64397ZNF106F034HumanColorectumFAP7.50e-05-9.21e-02-0.0665
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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
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
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:00434343ColorectumFAPresponse to peptide hormone100/2622414/187231.74e-081.84e-06100
GO:19016533ColorectumFAPcellular response to peptide89/2622359/187232.93e-082.64e-0689
GO:00713753ColorectumFAPcellular response to peptide hormone stimulus75/2622290/187235.60e-084.29e-0675
GO:00328683ColorectumFAPresponse to insulin68/2622264/187232.71e-071.55e-0568
GO:00328693ColorectumFAPcellular response to insulin stimulus54/2622203/187231.54e-066.59e-0554
GO:0008286ColorectumFAPinsulin receptor signaling pathway28/2622116/187232.37e-031.89e-0228
GO:00434344ColorectumCRCresponse to peptide hormone76/2078414/187236.67e-062.56e-0476
GO:00328684ColorectumCRCresponse to insulin53/2078264/187231.30e-054.17e-0453
GO:00328694ColorectumCRCcellular response to insulin stimulus42/2078203/187234.79e-051.12e-0342
GO:00713754ColorectumCRCcellular response to peptide hormone stimulus55/2078290/187234.82e-051.12e-0355
GO:19016534ColorectumCRCcellular response to peptide64/2078359/187238.54e-051.75e-0364
GO:00082861ColorectumCRCinsulin receptor signaling pathway23/2078116/187234.02e-033.33e-0223
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
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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
ZNF106SNVMissense_Mutationc.4483G>Cp.Glu1495Glnp.E1495QQ9H2Y7protein_codingtolerated(0.05)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF106SNVMissense_Mutationc.281T>Cp.Ile94Thrp.I94TQ9H2Y7protein_codingtolerated(0.7)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF106SNVMissense_Mutationnovelc.4655C>Ap.Thr1552Asnp.T1552NQ9H2Y7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF106SNVMissense_Mutationnovelc.1181C>Ap.Thr394Asnp.T394NQ9H2Y7protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF106SNVMissense_Mutationrs574435008c.937G>Ap.Asp313Asnp.D313NQ9H2Y7protein_codingtolerated(0.46)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF106SNVMissense_Mutationc.865N>Ap.Gly289Serp.G289SQ9H2Y7protein_codingtolerated(0.24)benign(0.007)TCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZNF106SNVMissense_Mutationc.1261N>Ap.Asp421Asnp.D421NQ9H2Y7protein_codingtolerated(0.2)benign(0.041)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ZNF106SNVMissense_Mutationrs147629444c.512N>Tp.Ser171Phep.S171FQ9H2Y7protein_codingtolerated(0.05)possibly_damaging(0.707)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZNF106SNVMissense_Mutationc.1122N>Cp.Met374Ilep.M374IQ9H2Y7protein_codingtolerated(0.46)benign(0)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
ZNF106SNVMissense_Mutationc.2549C>Gp.Ser850Trpp.S850WQ9H2Y7protein_codingdeleterious(0)probably_damaging(0.925)TCGA-E2-A14X-01Breastbreast invasive 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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