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: PPIP5K2

Gene summary for PPIP5K2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPIP5K2

Gene ID

23262

Gene namediphosphoinositol pentakisphosphate kinase 2
Gene AliasCFAP160
Cytomap5q21.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

O43314


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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
23262PPIP5K2HTA11_3410_2000001011HumanColorectumAD6.12e-20-6.78e-010.0155
23262PPIP5K2HTA11_2487_2000001011HumanColorectumSER5.56e-09-5.76e-01-0.1808
23262PPIP5K2HTA11_1938_2000001011HumanColorectumAD1.82e-03-4.82e-01-0.0811
23262PPIP5K2HTA11_3361_2000001011HumanColorectumAD1.37e-09-6.92e-01-0.1207
23262PPIP5K2HTA11_83_2000001011HumanColorectumSER1.15e-04-5.73e-01-0.1526
23262PPIP5K2HTA11_696_2000001011HumanColorectumAD2.29e-17-5.18e-01-0.1464
23262PPIP5K2HTA11_866_2000001011HumanColorectumAD3.87e-08-4.53e-01-0.1001
23262PPIP5K2HTA11_1391_2000001011HumanColorectumAD6.64e-06-5.05e-01-0.059
23262PPIP5K2HTA11_546_2000001011HumanColorectumAD2.36e-02-5.61e-01-0.0842
23262PPIP5K2HTA11_866_3004761011HumanColorectumAD2.77e-17-6.90e-010.096
23262PPIP5K2HTA11_9408_2000001011HumanColorectumAD1.46e-03-7.91e-010.0451
23262PPIP5K2HTA11_8622_2000001021HumanColorectumSER1.97e-03-6.74e-010.0528
23262PPIP5K2HTA11_10711_2000001011HumanColorectumAD1.16e-09-6.56e-010.0338
23262PPIP5K2HTA11_7696_3000711011HumanColorectumAD1.27e-26-6.50e-010.0674
23262PPIP5K2HTA11_6818_2000001021HumanColorectumAD4.10e-06-6.09e-010.0588
23262PPIP5K2HTA11_99999970781_79442HumanColorectumMSS3.54e-29-6.20e-010.294
23262PPIP5K2HTA11_99999965104_69814HumanColorectumMSS7.68e-04-4.61e-010.281
23262PPIP5K2HTA11_99999971662_82457HumanColorectumMSS2.96e-19-5.79e-010.3859
23262PPIP5K2HTA11_99999973899_84307HumanColorectumMSS3.83e-05-6.36e-010.2585
23262PPIP5K2HTA11_99999974143_84620HumanColorectumMSS1.81e-36-7.08e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:00060661ColorectumSERalcohol metabolic process79/2897353/187233.50e-045.50e-0379
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00442621ColorectumFAPcellular carbohydrate metabolic process66/2622283/187231.53e-054.01e-0466
GO:00060663ColorectumFAPalcohol metabolic process69/2622353/187232.29e-031.85e-0269
GO:00442622ColorectumCRCcellular carbohydrate metabolic process49/2078283/187231.06e-031.24e-0249
GO:00060664ColorectumCRCalcohol metabolic process57/2078353/187232.37e-032.27e-0257
GO:0019751ColorectumCRCpolyol metabolic process22/2078114/187236.73e-034.77e-0222
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:004426221LiverHCCcellular carbohydrate metabolic process153/7958283/187235.27e-055.00e-04153
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:00461651LiverHCCalcohol biosynthetic process81/7958140/187231.73e-041.36e-0381
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04070ColorectumCRCPhosphatidylinositol signaling system25/109197/84654.27e-044.60e-033.12e-0325
hsa040701ColorectumCRCPhosphatidylinositol signaling system25/109197/84654.27e-044.60e-033.12e-0325
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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
PPIP5K2SNVMissense_Mutationnovelc.2905G>Ap.Glu969Lysp.E969Kprotein_codingdeleterious_low_confidence(0)benign(0.253)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PPIP5K2SNVMissense_Mutationc.866N>Ap.Arg289Glnp.R289Qprotein_codingtolerated(0.48)probably_damaging(0.98)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPIP5K2SNVMissense_Mutationc.3699N>Cp.Lys1233Asnp.K1233Nprotein_codingtolerated_low_confidence(0.39)benign(0.363)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PPIP5K2SNVMissense_Mutationrs782492973c.2359N>Tp.Arg787Cysp.R787Cprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPIP5K2SNVMissense_Mutationc.3092N>Tp.Ser1031Phep.S1031Fprotein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.837)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PPIP5K2SNVMissense_Mutationc.700N>Cp.Tyr234Hisp.Y234Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPIP5K2SNVMissense_Mutationc.3585G>Cp.Lys1195Asnp.K1195Nprotein_codingtolerated_low_confidence(0.25)benign(0.07)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
PPIP5K2insertionFrame_Shift_Insnovelc.1260_1261insTTTTCp.Lys421PhefsTer4p.K421Ffs*4protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPIP5K2deletionFrame_Shift_Delrs782113272c.3818delAp.Asn1273ThrfsTer35p.N1273Tfs*35protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPIP5K2SNVMissense_Mutationnovelc.1225N>Cp.Asp409Hisp.D409Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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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