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: CKS1B

Gene summary for CKS1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CKS1B

Gene ID

1163

Gene nameCDC28 protein kinase regulatory subunit 1B
Gene AliasCKS1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P61024


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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
1163CKS1BGSM4909281HumanBreastIDC3.36e-064.00e-010.21
1163CKS1BGSM4909282HumanBreastIDC8.72e-418.35e-01-0.0288
1163CKS1BGSM4909285HumanBreastIDC1.37e-175.61e-010.21
1163CKS1BGSM4909287HumanBreastIDC4.93e-053.13e-010.2057
1163CKS1BGSM4909290HumanBreastIDC2.72e-094.63e-010.2096
1163CKS1BGSM4909294HumanBreastIDC1.17e-02-6.09e-020.2022
1163CKS1BGSM4909295HumanBreastIDC6.30e-084.96e-010.0898
1163CKS1BGSM4909296HumanBreastIDC4.31e-151.28e-010.1524
1163CKS1BGSM4909297HumanBreastIDC3.92e-15-2.07e-010.1517
1163CKS1BGSM4909307HumanBreastIDC5.95e-031.57e-010.1569
1163CKS1BGSM4909309HumanBreastIDC2.03e-052.13e-010.0483
1163CKS1BGSM4909311HumanBreastIDC1.65e-28-1.28e-010.1534
1163CKS1BGSM4909312HumanBreastIDC1.70e-117.24e-020.1552
1163CKS1BGSM4909318HumanBreastIDC2.15e-022.21e-010.2031
1163CKS1BGSM4909319HumanBreastIDC1.34e-426.78e-020.1563
1163CKS1BGSM4909320HumanBreastIDC1.00e-074.13e-020.1575
1163CKS1BGSM4909321HumanBreastIDC1.25e-162.56e-010.1559
1163CKS1BM2HumanBreastIDC6.65e-126.05e-010.21
1163CKS1BNCCBC14HumanBreastDCIS9.46e-093.47e-020.2021
1163CKS1BNCCBC2HumanBreastDCIS2.67e-03-5.12e-020.1554
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0071900ColorectumADregulation of protein serine/threonine kinase activity98/3918359/187232.18e-031.73e-0298
GO:0071902ColorectumADpositive regulation of protein serine/threonine kinase activity58/3918200/187234.09e-032.84e-0258
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:00336741ColorectumSERpositive regulation of kinase activity95/2897467/187232.62e-032.41e-0295
GO:00458601ColorectumSERpositive regulation of protein kinase activity79/2897386/187234.85e-033.79e-0279
GO:00719001ColorectumSERregulation of protein serine/threonine kinase activity74/2897359/187235.22e-033.96e-0274
GO:00336742ColorectumMSSpositive regulation of kinase activity122/3467467/187232.50e-055.21e-04122
GO:00458602ColorectumMSSpositive regulation of protein kinase activity102/3467386/187236.93e-051.20e-03102
GO:00719002ColorectumMSSregulation of protein serine/threonine kinase activity93/3467359/187232.98e-043.91e-0393
GO:00719021ColorectumMSSpositive regulation of protein serine/threonine kinase activity55/3467200/187231.12e-031.11e-0255
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:00336743ColorectumMSI-Hpositive regulation of kinase activity53/1319467/187233.99e-048.98e-0353
GO:00458603ColorectumMSI-Hpositive regulation of protein kinase activity45/1319386/187236.03e-041.19e-0245
GO:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05222ColorectumMSSSmall cell lung cancer30/187592/84651.31e-024.30e-022.64e-0230
hsa052221ColorectumMSSSmall cell lung cancer30/187592/84651.31e-024.30e-022.64e-0230
hsa052229EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa0522216EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa052224LiverHCCSmall cell lung cancer57/402092/84653.54e-031.12e-026.22e-0357
hsa0522211LiverHCCSmall cell lung cancer57/402092/84653.54e-031.12e-026.22e-0357
hsa052228Oral cavityOSCCSmall cell lung cancer66/370492/84654.43e-083.38e-071.72e-0766
hsa0522215Oral cavityOSCCSmall cell lung cancer66/370492/84654.43e-083.38e-071.72e-0766
hsa0522224Oral cavityLPSmall cell lung cancer37/241892/84651.04e-023.72e-022.40e-0237
hsa0522234Oral cavityLPSmall cell lung cancer37/241892/84651.04e-023.72e-022.40e-0237
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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
CKS1BSNVMissense_Mutationnovelc.110N>Gp.Leu37Argp.L37RP61024protein_codingdeleterious(0)probably_damaging(0.99)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CKS1BSNVMissense_Mutationc.15A>Cp.Gln5Hisp.Q5HP61024protein_codingdeleterious(0.02)benign(0.037)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CKS1BSNVMissense_Mutationrs774750947c.208N>Tp.Arg70Trpp.R70WP61024protein_codingdeleterious(0.03)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CKS1BSNVMissense_Mutationnovelc.29A>Gp.Asp10Glyp.D10GP61024protein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CKS1BSNVMissense_Mutationnovelc.136C>Ap.Leu46Ilep.L46IP61024protein_codingtolerated(0.22)benign(0.078)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CKS1BSNVMissense_Mutationc.15N>Cp.Gln5Hisp.Q5HP61024protein_codingdeleterious(0.02)benign(0.037)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CKS1BSNVMissense_Mutationnovelc.134N>Cp.Asn45Thrp.N45TP61024protein_codingtolerated(0.31)benign(0.253)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
CKS1BSNVMissense_Mutationnovelc.140N>Ap.Gly47Aspp.G47DP61024protein_codingdeleterious(0)probably_damaging(1)TCGA-5C-A9VG-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
CKS1BSNVMissense_Mutationc.20N>Gp.Tyr7Cysp.Y7CP61024protein_codingtolerated(0.07)benign(0.086)TCGA-66-2758-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinCR
CKS1BSNVMissense_Mutationnovelc.43N>Ap.Glu15Lysp.E15KP61024protein_codingtolerated(0.13)benign(0.04)TCGA-CV-7243-01Oral cavityhead & neck squamous cell carcinomaMale<65III/IVUnknownUnknownSD
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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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