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: ZSWIM7

Gene summary for ZSWIM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZSWIM7

Gene ID

125150

Gene namezinc finger SWIM-type containing 7
Gene AliasSWS1
Cytomap17p12
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

A0A024RD64


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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
125150ZSWIM7LZE4THumanEsophagusESCC9.56e-071.82e-010.0811
125150ZSWIM7LZE7THumanEsophagusESCC2.18e-024.57e-010.0667
125150ZSWIM7LZE8THumanEsophagusESCC6.43e-079.23e-020.067
125150ZSWIM7LZE20THumanEsophagusESCC1.37e-056.72e-020.0662
125150ZSWIM7LZE24THumanEsophagusESCC6.18e-227.77e-010.0596
125150ZSWIM7LZE6THumanEsophagusESCC3.40e-064.17e-010.0845
125150ZSWIM7P1T-EHumanEsophagusESCC3.57e-065.35e-010.0875
125150ZSWIM7P2T-EHumanEsophagusESCC1.30e-244.28e-010.1177
125150ZSWIM7P4T-EHumanEsophagusESCC1.36e-217.28e-010.1323
125150ZSWIM7P5T-EHumanEsophagusESCC4.33e-161.05e-010.1327
125150ZSWIM7P8T-EHumanEsophagusESCC1.49e-264.24e-010.0889
125150ZSWIM7P9T-EHumanEsophagusESCC9.80e-184.15e-010.1131
125150ZSWIM7P10T-EHumanEsophagusESCC1.26e-283.79e-010.116
125150ZSWIM7P11T-EHumanEsophagusESCC9.43e-113.64e-010.1426
125150ZSWIM7P12T-EHumanEsophagusESCC3.73e-294.85e-010.1122
125150ZSWIM7P15T-EHumanEsophagusESCC3.65e-162.38e-010.1149
125150ZSWIM7P16T-EHumanEsophagusESCC1.05e-355.72e-010.1153
125150ZSWIM7P17T-EHumanEsophagusESCC1.74e-033.85e-010.1278
125150ZSWIM7P19T-EHumanEsophagusESCC6.81e-087.98e-010.1662
125150ZSWIM7P20T-EHumanEsophagusESCC2.35e-144.91e-010.1124
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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
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
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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:005082112LiverCirrhoticprotein stabilization97/4634191/187236.67e-156.97e-1397
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:005082120Oral cavityOSCCprotein stabilization122/7305191/187232.69e-121.09e-10122
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
GO:0000724Oral cavityOSCCdouble-strand break repair via homologous recombination69/7305138/187235.52e-032.14e-0269
GO:0031647110Oral cavityLPregulation of protein stability132/4623298/187238.16e-147.99e-12132
GO:0050821110Oral cavityLPprotein stabilization88/4623191/187239.15e-115.51e-0988
GO:000630211Oral cavityLPdouble-strand break repair80/4623251/187235.81e-033.46e-0280
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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
ZSWIM7SNVMissense_Mutationnovelc.283N>Ap.Leu95Ilep.L95IQ19AV6protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZSWIM7SNVMissense_Mutationnovelc.242C>Ap.Ser81Tyrp.S81YQ19AV6protein_codingdeleterious(0)probably_damaging(0.99)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZSWIM7SNVMissense_Mutationnovelc.34N>Tp.Leu12Phep.L12FQ19AV6protein_codingdeleterious(0)probably_damaging(0.986)TCGA-EC-A1QX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
ZSWIM7SNVMissense_Mutationrs775419383c.191G>Ap.Arg64Hisp.R64HQ19AV6protein_codingtolerated(0.24)benign(0.001)TCGA-D7-6521-01Stomachstomach adenocarcinomaMale>=65I/IIChemotherapyplfe/floPD
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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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