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: PIP4K2C

Gene summary for PIP4K2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIP4K2C

Gene ID

79837

Gene namephosphatidylinositol-5-phosphate 4-kinase type 2 gamma
Gene AliasPIP5K2C
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

B3KQV3


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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
79837PIP4K2CLZE4THumanEsophagusESCC1.37e-092.11e-010.0811
79837PIP4K2CLZE7THumanEsophagusESCC4.08e-114.36e-010.0667
79837PIP4K2CLZE8THumanEsophagusESCC1.42e-031.60e-010.067
79837PIP4K2CLZE20THumanEsophagusESCC1.53e-031.68e-010.0662
79837PIP4K2CLZE22THumanEsophagusESCC2.82e-032.68e-010.068
79837PIP4K2CLZE24THumanEsophagusESCC1.48e-154.61e-010.0596
79837PIP4K2CLZE21THumanEsophagusESCC6.49e-042.82e-010.0655
79837PIP4K2CLZE6THumanEsophagusESCC9.76e-031.64e-010.0845
79837PIP4K2CP1T-EHumanEsophagusESCC2.82e-042.73e-010.0875
79837PIP4K2CP2T-EHumanEsophagusESCC5.50e-153.47e-010.1177
79837PIP4K2CP4T-EHumanEsophagusESCC1.27e-122.51e-010.1323
79837PIP4K2CP5T-EHumanEsophagusESCC3.90e-122.71e-010.1327
79837PIP4K2CP8T-EHumanEsophagusESCC1.97e-143.72e-010.0889
79837PIP4K2CP9T-EHumanEsophagusESCC1.27e-021.49e-010.1131
79837PIP4K2CP10T-EHumanEsophagusESCC5.10e-101.58e-010.116
79837PIP4K2CP11T-EHumanEsophagusESCC4.25e-054.25e-010.1426
79837PIP4K2CP12T-EHumanEsophagusESCC1.63e-173.19e-010.1122
79837PIP4K2CP15T-EHumanEsophagusESCC7.74e-184.03e-010.1149
79837PIP4K2CP16T-EHumanEsophagusESCC1.67e-101.93e-010.1153
79837PIP4K2CP17T-EHumanEsophagusESCC1.10e-104.94e-010.1278
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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
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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa04810112EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa04810111Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
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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
PIP4K2CSNVMissense_Mutationc.777N>Cp.Lys259Asnp.K259NQ8TBX8protein_codingdeleterious(0.03)possibly_damaging(0.838)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIP4K2CSNVMissense_Mutationc.955N>Gp.Pro319Alap.P319AQ8TBX8protein_codingtolerated(0.3)benign(0.003)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
PIP4K2CSNVMissense_Mutationc.494N>Gp.Asn165Serp.N165SQ8TBX8protein_codingdeleterious(0)benign(0.005)TCGA-B6-A0RP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIP4K2CSNVMissense_Mutationc.192N>Tp.Gln64Hisp.Q64HQ8TBX8protein_codingtolerated(1)benign(0)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PIP4K2CSNVMissense_Mutationnovelc.910N>Ap.Glu304Lysp.E304KQ8TBX8protein_codingtolerated(0.33)possibly_damaging(0.881)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
PIP4K2CSNVMissense_Mutationnovelc.259C>Tp.His87Tyrp.H87YQ8TBX8protein_codingdeleterious(0.02)possibly_damaging(0.742)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PIP4K2CdeletionFrame_Shift_Delc.333delNp.Arg112ValfsTer63p.R112Vfs*63Q8TBX8protein_codingTCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIP4K2CdeletionFrame_Shift_Delnovelc.558delNp.Met188CysfsTer15p.M188Cfs*15Q8TBX8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PIP4K2CSNVMissense_Mutationnovelc.679N>Ap.Glu227Lysp.E227KQ8TBX8protein_codingdeleterious(0.04)possibly_damaging(0.775)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PIP4K2CSNVMissense_Mutationrs140234878c.611N>Ap.Arg204Hisp.R204HQ8TBX8protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-AA-3977-01Colorectumcolon 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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