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: CACYBP

Gene summary for CACYBP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CACYBP

Gene ID

27101

Gene namecalcyclin binding protein
Gene AliasGIG5
Cytomap1q25.1
Gene Typeprotein-coding
GO ID

GO:0006260

UniProtAcc

Q9HB71


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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
27101CACYBPGSM4909281HumanBreastIDC5.67e-062.81e-010.21
27101CACYBPGSM4909282HumanBreastIDC2.20e-144.76e-01-0.0288
27101CACYBPGSM4909285HumanBreastIDC4.12e-072.32e-010.21
27101CACYBPGSM4909286HumanBreastIDC1.58e-02-1.75e-010.1081
27101CACYBPGSM4909293HumanBreastIDC7.97e-061.91e-020.1581
27101CACYBPGSM4909296HumanBreastIDC4.83e-02-2.37e-010.1524
27101CACYBPGSM4909297HumanBreastIDC4.06e-04-1.30e-010.1517
27101CACYBPGSM4909301HumanBreastIDC1.20e-06-4.05e-010.1577
27101CACYBPGSM4909311HumanBreastIDC2.18e-14-3.77e-010.1534
27101CACYBPGSM4909312HumanBreastIDC8.21e-04-2.26e-010.1552
27101CACYBPGSM4909313HumanBreastIDC2.03e-02-2.93e-010.0391
27101CACYBPGSM4909317HumanBreastIDC4.08e-135.10e-010.1355
27101CACYBPGSM4909319HumanBreastIDC1.24e-16-3.32e-010.1563
27101CACYBPGSM4909320HumanBreastIDC1.69e-02-2.93e-010.1575
27101CACYBPGSM4909321HumanBreastIDC4.27e-03-2.34e-010.1559
27101CACYBPbrca1HumanBreastPrecancer4.63e-053.07e-01-0.0338
27101CACYBPbrca2HumanBreastPrecancer5.07e-061.25e-01-0.024
27101CACYBPbrca10HumanBreastPrecancer3.39e-05-3.66e-01-0.0029
27101CACYBPM2HumanBreastIDC7.66e-126.50e-010.21
27101CACYBPNCCBC14HumanBreastDCIS3.29e-092.39e-010.2021
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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
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
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
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
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
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:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00712488BreastPrecancercellular response to metal ion24/1080197/187234.35e-045.79e-0324
GO:00712418BreastPrecancercellular response to inorganic substance26/1080226/187236.23e-047.78e-0326
GO:00457403BreastPrecancerpositive regulation of DNA replication8/108040/187231.76e-031.74e-028
GO:00515925BreastPrecancerresponse to calcium ion18/1080149/187232.37e-032.19e-0218
GO:19908303BreastPrecancercellular response to leukemia inhibitory factor13/108094/187232.83e-032.49e-0213
GO:19908233BreastPrecancerresponse to leukemia inhibitory factor13/108095/187233.11e-032.64e-0213
GO:00605374BreastPrecancermuscle tissue development37/1080403/187233.60e-032.98e-0237
GO:00147063BreastPrecancerstriated muscle tissue development35/1080384/187235.10e-033.83e-0235
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:000756813BreastIDCaging52/1434339/187231.14e-065.10e-0552
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:006053711BreastIDCmuscle tissue development50/1434403/187234.91e-046.45e-0350
GO:00147061BreastIDCstriated muscle tissue development46/1434384/187231.67e-031.63e-0246
GO:007124813BreastIDCcellular response to metal ion27/1434197/187232.28e-032.09e-0227
GO:00457401BreastIDCpositive regulation of DNA replication9/143440/187232.76e-032.42e-029
GO:007124113BreastIDCcellular response to inorganic substance29/1434226/187234.28e-033.34e-0229
GO:00426923BreastIDCmuscle cell differentiation44/1434384/187234.77e-033.66e-0244
GO:005159213BreastIDCresponse to calcium ion21/1434149/187234.79e-033.67e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431014ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431015ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
CACYBPSNVMissense_Mutationnovelc.28N>Gp.Leu10Valp.L10VQ9HB71protein_codingdeleterious(0.05)probably_damaging(0.985)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
CACYBPdeletionFrame_Shift_Delc.432delAp.Val145SerfsTer22p.V145Sfs*22Q9HB71protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CACYBPSNVMissense_Mutationc.379A>Gp.Met127Valp.M127VQ9HB71protein_codingdeleterious(0.01)benign(0.015)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CACYBPSNVMissense_Mutationnovelc.231N>Gp.Asn77Lysp.N77KQ9HB71protein_codingdeleterious(0)probably_damaging(0.981)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CACYBPdeletionFrame_Shift_Delc.426delNp.Val145SerfsTer22p.V145Sfs*22Q9HB71protein_codingTCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CACYBPSNVMissense_Mutationc.463N>Gp.Arg155Glyp.R155GQ9HB71protein_codingdeleterious(0.03)benign(0.408)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CACYBPSNVMissense_Mutationnovelc.638C>Tp.Ala213Valp.A213VQ9HB71protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CACYBPSNVMissense_Mutationnovelc.215N>Tp.Thr72Metp.T72MQ9HB71protein_codingdeleterious(0.02)possibly_damaging(0.592)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CACYBPSNVMissense_Mutationc.185N>Tp.Ala62Valp.A62VQ9HB71protein_codingtolerated(0.22)benign(0.228)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CACYBPSNVMissense_Mutationnovelc.664N>Tp.Ala222Serp.A222SQ9HB71protein_codingtolerated(0.41)benign(0.054)TCGA-AP-A1E1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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