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: IWS1

Gene summary for IWS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IWS1

Gene ID

55677

Gene nameinteracts with SUPT6H, CTD assembly factor 1
Gene AliasIWS1
Cytomap2q14.3
Gene Typeprotein-coding
GO ID

GO:0000414

UniProtAcc

Q96ST2


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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
55677IWS1CCI_1HumanCervixCC5.24e-035.04e-010.528
55677IWS1CCI_2HumanCervixCC3.61e-024.80e-010.5249
55677IWS1CCI_3HumanCervixCC3.09e-035.18e-010.516
55677IWS1LZE4THumanEsophagusESCC2.53e-123.51e-010.0811
55677IWS1LZE5THumanEsophagusESCC3.01e-083.75e-010.0514
55677IWS1LZE7THumanEsophagusESCC2.01e-114.77e-010.0667
55677IWS1LZE8THumanEsophagusESCC1.54e-091.71e-010.067
55677IWS1LZE20THumanEsophagusESCC4.34e-121.56e-010.0662
55677IWS1LZE22THumanEsophagusESCC8.37e-094.00e-010.068
55677IWS1LZE24THumanEsophagusESCC3.80e-123.29e-010.0596
55677IWS1P1T-EHumanEsophagusESCC1.68e-144.70e-010.0875
55677IWS1P2T-EHumanEsophagusESCC7.11e-294.64e-010.1177
55677IWS1P4T-EHumanEsophagusESCC9.26e-296.79e-010.1323
55677IWS1P5T-EHumanEsophagusESCC1.07e-285.30e-010.1327
55677IWS1P8T-EHumanEsophagusESCC6.78e-193.23e-010.0889
55677IWS1P9T-EHumanEsophagusESCC9.99e-233.80e-010.1131
55677IWS1P10T-EHumanEsophagusESCC1.16e-296.15e-010.116
55677IWS1P11T-EHumanEsophagusESCC3.73e-134.58e-010.1426
55677IWS1P12T-EHumanEsophagusESCC4.43e-356.94e-010.1122
55677IWS1P15T-EHumanEsophagusESCC1.97e-266.07e-010.1149
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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
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:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00468229CervixCCregulation of nucleocytoplasmic transport31/2311106/187232.68e-067.87e-0531
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00512368CervixCCestablishment of RNA localization39/2311166/187234.76e-057.25e-0439
GO:00506578CervixCCnucleic acid transport38/2311163/187237.06e-059.85e-0438
GO:00506588CervixCCRNA transport38/2311163/187237.06e-059.85e-0438
GO:00506849CervixCCregulation of mRNA processing33/2311137/187231.06e-041.35e-0333
GO:00104525CervixCChistone H3-K36 methylation8/231115/187231.53e-041.85e-038
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:000640310CervixCCRNA localization43/2311201/187232.00e-042.29e-0343
GO:00510284CervixCCmRNA transport31/2311130/187232.05e-042.33e-0331
GO:00349685CervixCChistone lysine methylation27/2311115/187236.61e-046.09e-0327
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:00159318CervixCCnucleobase-containing compound transport43/2311222/187231.72e-031.30e-0243
GO:00165715CervixCChistone methylation30/2311141/187231.88e-031.39e-0230
GO:00180224CervixCCpeptidyl-lysine methylation28/2311131/187232.43e-031.71e-0228
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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
IWS1SNVMissense_Mutationc.1447G>Ap.Glu483Lysp.E483KQ96ST2protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
IWS1insertionIn_Frame_Insnovelc.1954_1955insATATACTTTCTTTCATGGTCATTGTAGCAGCTAp.Leu652delinsHisIleLeuSerPheMetValIleValAlaAlaMetp.L652delinsHILSFMVIVAAMQ96ST2protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
IWS1SNVMissense_Mutationc.1900C>Tp.Arg634Trpp.R634WQ96ST2protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IWS1SNVMissense_Mutationc.1189N>Tp.Leu397Phep.L397FQ96ST2protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
IWS1SNVMissense_Mutationnovelc.2072G>Ap.Gly691Aspp.G691DQ96ST2protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
IWS1SNVMissense_Mutationrs768095036c.247N>Ap.Glu83Lysp.E83KQ96ST2protein_codingtolerated_low_confidence(0.11)possibly_damaging(0.664)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
IWS1SNVMissense_Mutationc.2389G>Ap.Asp797Asnp.D797NQ96ST2protein_codingdeleterious(0.03)benign(0.101)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
IWS1SNVMissense_Mutationc.476N>Ap.Ser159Tyrp.S159YQ96ST2protein_codingdeleterious_low_confidence(0)probably_damaging(0.98)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IWS1insertionFrame_Shift_Insnovelc.2069_2070insCCTAAp.Gly691LeufsTer11p.G691Lfs*11Q96ST2protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
IWS1SNVMissense_Mutationc.1691N>Ap.Ile564Asnp.I564NQ96ST2protein_codingdeleterious(0)probably_damaging(0.929)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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