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: CDKN2AIP

Gene summary for CDKN2AIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDKN2AIP

Gene ID

55602

Gene nameCDKN2A interacting protein
Gene AliasCARF
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

B3KTW3


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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
55602CDKN2AIPLZE4THumanEsophagusESCC4.85e-084.13e-010.0811
55602CDKN2AIPLZE5THumanEsophagusESCC2.62e-032.82e-010.0514
55602CDKN2AIPLZE7THumanEsophagusESCC1.47e-062.89e-010.0667
55602CDKN2AIPLZE8THumanEsophagusESCC3.22e-102.92e-010.067
55602CDKN2AIPLZE20THumanEsophagusESCC2.08e-03-2.41e-020.0662
55602CDKN2AIPLZE21D1HumanEsophagusHGIN1.64e-042.53e-010.0632
55602CDKN2AIPLZE22THumanEsophagusESCC8.06e-031.57e-010.068
55602CDKN2AIPLZE24THumanEsophagusESCC5.64e-103.71e-010.0596
55602CDKN2AIPLZE21THumanEsophagusESCC1.29e-053.89e-010.0655
55602CDKN2AIPP1T-EHumanEsophagusESCC5.35e-135.69e-010.0875
55602CDKN2AIPP2T-EHumanEsophagusESCC3.91e-296.77e-010.1177
55602CDKN2AIPP4T-EHumanEsophagusESCC6.06e-208.52e-010.1323
55602CDKN2AIPP5T-EHumanEsophagusESCC4.43e-142.91e-010.1327
55602CDKN2AIPP8T-EHumanEsophagusESCC2.33e-173.71e-010.0889
55602CDKN2AIPP9T-EHumanEsophagusESCC4.37e-092.31e-010.1131
55602CDKN2AIPP10T-EHumanEsophagusESCC7.71e-142.31e-010.116
55602CDKN2AIPP11T-EHumanEsophagusESCC5.99e-141.39e+000.1426
55602CDKN2AIPP12T-EHumanEsophagusESCC3.21e-458.31e-010.1122
55602CDKN2AIPP15T-EHumanEsophagusESCC3.67e-328.40e-010.1149
55602CDKN2AIPP16T-EHumanEsophagusESCC7.21e-359.18e-010.1153
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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
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
∗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:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:004592717EsophagusESCCpositive regulation of growth137/8552259/187231.13e-023.80e-02137
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
GO:00303079Oral cavityOSCCpositive regulation of cell growth92/7305166/187231.27e-051.29e-0492
GO:00303084Oral cavityOSCCnegative regulation of cell growth101/7305188/187232.85e-052.63e-04101
GO:004592710Oral cavityOSCCpositive regulation of growth125/7305259/187231.44e-036.97e-03125
GO:003164718ProstateBPHregulation of protein stability111/3107298/187234.58e-181.42e-15111
GO:001604910ProstateBPHcell growth139/3107482/187237.53e-125.90e-10139
GO:000155810ProstateBPHregulation of cell growth116/3107414/187232.66e-091.05e-07116
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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
CDKN2AIPSNVMissense_Mutationc.1106N>Tp.Ser369Leup.S369LQ9NXV6protein_codingdeleterious(0)benign(0.255)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDKN2AIPSNVMissense_Mutationc.839C>Tp.Ser280Leup.S280LQ9NXV6protein_codingtolerated(0.19)benign(0)TCGA-BH-A0BG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDKN2AIPSNVMissense_Mutationc.289A>Tp.Met97Leup.M97LQ9NXV6protein_codingdeleterious(0.01)possibly_damaging(0.66)TCGA-E2-A15C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CDKN2AIPinsertionFrame_Shift_Insnovelc.1061_1062insAGTCCGTAATCAGACTGTTACTACCp.Asn354LysfsTer54p.N354Kfs*54Q9NXV6protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CDKN2AIPinsertionFrame_Shift_Insnovelc.1200_1201insGGTAGAAGAGCCATCCAAAAAACGAGTTATAGAAGGAAAAAACp.Ser401GlyfsTer19p.S401Gfs*19Q9NXV6protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CDKN2AIPSNVMissense_Mutationrs368122042c.974C>Tp.Ser325Leup.S325LQ9NXV6protein_codingdeleterious(0.01)benign(0.003)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CDKN2AIPSNVMissense_Mutationnovelc.601N>Gp.Ser201Glyp.S201GQ9NXV6protein_codingtolerated(0.16)benign(0.025)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CDKN2AIPSNVMissense_Mutationrs772080485c.121N>Tp.Arg41Cysp.R41CQ9NXV6protein_codingdeleterious(0)probably_damaging(0.92)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CDKN2AIPSNVMissense_Mutationc.547N>Gp.Ile183Valp.I183VQ9NXV6protein_codingtolerated(0.29)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CDKN2AIPSNVMissense_Mutationc.395N>Cp.Ser132Thrp.S132TQ9NXV6protein_codingdeleterious(0)probably_damaging(0.918)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<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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