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: ZSWIM6

Gene summary for ZSWIM6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZSWIM6

Gene ID

57688

Gene namezinc finger SWIM-type containing 6
Gene AliasAFND
Cytomap5q12.1
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

Q9HCJ5


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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
57688ZSWIM6CCI_1HumanCervixCC1.82e-111.09e+000.528
57688ZSWIM6CCI_2HumanCervixCC5.17e-222.76e+000.5249
57688ZSWIM6CCI_3HumanCervixCC3.00e-361.73e+000.516
57688ZSWIM6CCII_1HumanCervixCC5.14e-053.32e-010.3249
57688ZSWIM6HTA11_3410_2000001011HumanColorectumAD4.03e-23-7.01e-010.0155
57688ZSWIM6HTA11_2951_2000001011HumanColorectumAD2.80e-03-7.50e-010.0216
57688ZSWIM6HTA11_347_2000001011HumanColorectumAD4.22e-187.86e-01-0.1954
57688ZSWIM6HTA11_2112_2000001011HumanColorectumSER4.34e-066.12e-01-0.2196
57688ZSWIM6HTA11_83_2000001011HumanColorectumSER4.01e-023.53e-01-0.1526
57688ZSWIM6HTA11_7862_2000001011HumanColorectumAD8.45e-06-6.66e-01-0.0179
57688ZSWIM6HTA11_866_3004761011HumanColorectumAD2.88e-18-7.43e-010.096
57688ZSWIM6HTA11_4255_2000001011HumanColorectumSER1.43e-03-5.84e-010.0446
57688ZSWIM6HTA11_8622_2000001021HumanColorectumSER5.34e-08-9.26e-010.0528
57688ZSWIM6HTA11_6801_2000001011HumanColorectumSER7.89e-04-8.98e-010.0171
57688ZSWIM6HTA11_7696_3000711011HumanColorectumAD1.24e-07-4.89e-010.0674
57688ZSWIM6HTA11_6818_2000001011HumanColorectumAD6.06e-05-5.45e-010.0112
57688ZSWIM6HTA11_99999970781_79442HumanColorectumMSS1.19e-26-7.57e-010.294
57688ZSWIM6HTA11_99999971662_82457HumanColorectumMSS5.24e-22-7.46e-010.3859
57688ZSWIM6HTA11_99999973899_84307HumanColorectumMSS1.10e-09-7.88e-010.2585
57688ZSWIM6HTA11_99999974143_84620HumanColorectumMSS3.97e-74-1.30e+000.3005
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
∗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:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:0030900ColorectumFAPforebrain development70/2622379/187238.64e-034.98e-0270
GO:00309001ColorectumCRCforebrain development66/2078379/187231.36e-042.57e-0366
GO:0021879ColorectumCRCforebrain neuron differentiation12/207842/187231.55e-031.63e-0212
GO:0021537ColorectumCRCtelencephalon development43/2078248/187232.01e-032.01e-0243
GO:0021872ColorectumCRCforebrain generation of neurons13/207851/187233.09e-032.73e-0213
GO:0021953ColorectumCRCcentral nervous system neuron differentiation29/2078162/187236.36e-034.62e-0229
GO:00309002LungIACforebrain development61/2061379/187231.52e-031.61e-0261
GO:003090011LungAISforebrain development55/1849379/187232.37e-032.48e-0255
GO:00309005Oral cavityEOLPforebrain development68/2218379/187232.97e-042.79e-0368
GO:003090013Oral cavityNEOLPforebrain development67/2005379/187232.54e-053.99e-0467
GO:00219532Oral cavityNEOLPcentral nervous system neuron differentiation30/2005162/187231.96e-031.32e-0230
GO:00215371Oral cavityNEOLPtelencephalon development40/2005248/187235.50e-032.93e-0240
GO:00309004ProstateBPHforebrain development80/3107379/187231.19e-024.82e-0280
GO:003090012ProstateTumorforebrain development86/3246379/187234.22e-032.11e-0286
GO:00309006SkinAKforebrain development66/1910379/187231.02e-052.17e-0466
GO:00215372SkinAKtelencephalon development42/1910248/187237.04e-046.01e-0342
GO:003090014SkinSCCISforebrain development34/919379/187235.35e-048.26e-0334
GO:002153711SkinSCCIStelencephalon development23/919248/187232.63e-032.48e-0223
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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
ZSWIM6SNVMissense_Mutationnovelc.1558N>Cp.Glu520Glnp.E520QQ9HCJ5protein_codingtolerated(0.22)possibly_damaging(0.852)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ZSWIM6SNVMissense_Mutationrs752185820c.3197N>Cp.His1066Prop.H1066PQ9HCJ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ZSWIM6SNVMissense_Mutationnovelc.1030N>Ap.His344Asnp.H344NQ9HCJ5protein_codingtolerated(0.16)benign(0.03)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZSWIM6SNVMissense_Mutationrs754512309c.2040N>Ap.Phe680Leup.F680LQ9HCJ5protein_codingtolerated(0.75)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZSWIM6SNVMissense_Mutationc.741C>Ap.Asn247Lysp.N247KQ9HCJ5protein_codingtolerated(1)benign(0.015)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZSWIM6SNVMissense_Mutationrs752185820c.3197A>Cp.His1066Prop.H1066PQ9HCJ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
ZSWIM6SNVMissense_Mutationrs752185820c.3197N>Cp.His1066Prop.H1066PQ9HCJ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZSWIM6SNVMissense_Mutationrs752185820c.3197N>Cp.His1066Prop.H1066PQ9HCJ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ZSWIM6SNVMissense_Mutationc.1813N>Cp.Glu605Glnp.E605QQ9HCJ5protein_codingdeleterious(0.02)possibly_damaging(0.617)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
ZSWIM6SNVMissense_Mutationrs752185820c.3197A>Cp.His1066Prop.H1066PQ9HCJ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1FR-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
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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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