A protein corona sensor array detects breast and prostate cancers

被引:25
作者
Digiacomo, Luca [1 ]
Jafari-Khouzani, Kourosh [2 ]
Palchetti, Sara [1 ]
Pozzi, Daniela [1 ]
Capriotti, Anna Laura [3 ]
Lagana, Aldo [3 ]
Chiozzi, Riccardo Zenezini [4 ,5 ,6 ]
Caputo, Damiano [7 ]
Cascone, Chiara [7 ]
Coppola, Roberto [7 ]
Flammia, Gerardo [8 ]
Altomare, Vittorio [9 ]
Grasso, Antonella [9 ]
Mahmoudi, Morteza [10 ]
Caracciolo, Giulio [1 ]
机构
[1] Sapienza Univ Rome, Dept Mol Med, Viale Regina Elena 291, I-00161 Rome, Italy
[2] IBM Watson Hlth, Cambridge, MA USA
[3] Sapienza Univ Rome, Dept Chem, Ple Aldo Moro 5, I-00185 Rome, Italy
[4] Univ Utrecht, Biomol Mass Spectrometry & Prote, Bijvoet Ctr Biomol Res, Utrecht, Netherlands
[5] Univ Utrecht, Utrecht Inst Pharmaceut Sci, Utrecht, Netherlands
[6] Netherlands Prote Ctr, Utrecht, Netherlands
[7] Univ Campus Biomed Roma, Dept Gen Surg, Via Alvaro del Portillo 200, I-00128 Rome, Italy
[8] Univ Campus Biomed Roma, Dept Urol, Via Alvaro del Portillo 200, I-00128 Rome, Italy
[9] Univ Campus Biomed Roma, Breast Unit, Via Alvaro del Portillo 200, I-00128 Rome, Italy
[10] Michigan State Univ, Dept Radiol, Precis Hlth Med, E Lansing, MI 48824 USA
关键词
HUMAN PLASMA; ANTIGEN; NANOPARTICLES; DISEASE; UPDATE; IMPACT; TRIALS; CHARGE; BLOOD;
D O I
10.1039/d0nr03439h
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Following exposure to human plasma (HP), nanoparticles (NPs) are coated with a biomolecular layer referred to as a protein corona. We recently revealed that characterizing the protein coronas of various NPs may provide a unique opportunity for cancer identification and discrimination. In other words, protein corona profiles of several NPs, when being analyzed using classifiers, would provide a unique "fingerprint" for each type of disease. Here, we probed the capacity of the protein corona for the identification and discrimination of breast and prostate cancer patients from healthy individuals. Using three lipid NP formulations with distinct physical-chemical properties as a cross-reactive sensor array and a supervised random forest classifier, we identified a set of proteins that showed a significant difference in cancer patients and control subjects. Our data show that many of the corona proteins with the highest discrimination ability between oncological patients and healthy individuals are related to cellular and molecular aspects of breast and prostate cancers.
引用
收藏
页码:16697 / 16704
页数:8
相关论文
共 44 条
[1]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[2]  
Bond Mary, 2013, Evid Based Med, V18, P54, DOI 10.1136/eb-2012-100608
[3]   Do plasma proteins distinguish between liposomes of varying charge density? [J].
Capriotti, Anna Laura ;
Caracciolo, Giulio ;
Cavaliere, Chiara ;
Foglia, Patrizia ;
Pozzi, Daniela ;
Samperi, Roberto ;
Lagana, Aldo .
JOURNAL OF PROTEOMICS, 2012, 75 (06) :1924-1932
[4]   A protein corona-enabled blood test for early cancer detection [J].
Caputo, D. ;
Papi, M. ;
Coppola, R. ;
Palchetti, S. ;
Digiacomo, L. ;
Caracciolo, G. ;
Pozzi, D. .
NANOSCALE, 2017, 9 (01) :349-354
[5]   The liposome-protein corona in mice and humans and its implications for in vivo delivery [J].
Caracciolo, G. ;
Pozzi, D. ;
Capriotti, A. L. ;
Cavaliere, C. ;
Piovesana, S. ;
La Barbera, G. ;
Amici, A. ;
Lagana, A. .
JOURNAL OF MATERIALS CHEMISTRY B, 2014, 2 (42) :7419-7428
[6]   Challenges in molecular diagnostic research in cancer nanotechnology [J].
Caracciolo, Giulio ;
Vali, Hojatollah ;
Moore, Anna ;
Mahmoudi, Morteza .
NANO TODAY, 2019, 27 :6-10
[7]   Disease-specific protein corona sensor arrays may have disease detection capacity [J].
Caracciolo, Giulio ;
Safavi-Sohi, Reihaneh ;
Malekzadeh, Reza ;
Poustchi, Hossein ;
Vasighi, Mahdi ;
Chiozzi, Riccardo Zenezini ;
Capriotti, Anna Laura ;
Lagana, Aldo ;
Hajipour, Mohammad ;
Di Domenico, Marina ;
Di Carlo, Angelina ;
Caputo, Damiano ;
Aghaverdi, Haniyeh ;
Papi, Massimiliano ;
Palmieri, Valentina ;
Santoni, Angela ;
Palchetti, Sara ;
Digiacomo, Luca ;
Pozzi, Daniela ;
Suslick, Kenneth S. ;
Mahmoudi, Morteza .
NANOSCALE HORIZONS, 2019, 4 (05) :1063-1076
[8]   Size and charge of nanoparticles following incubation with human plasma of healthy and pancreatic cancer patients [J].
Caracciolo, Giulio ;
Caputo, Damiano ;
Pozzi, Daniela ;
Colapicchioni, Valentina ;
Coppola, Roberto .
COLLOIDS AND SURFACES B-BIOINTERFACES, 2014, 123 :673-678
[9]   Personalized liposome-protein corona in the blood of breast, gastric and pancreatic cancer patients [J].
Colapicchioni, Valentina ;
Tilio, Martina ;
Digiacomo, Luca ;
Gambini, Valentina ;
Palchetti, Sara ;
Marchini, Cristina ;
Pozzi, Daniela ;
Occhipinti, Sergio ;
Amici, Augusto ;
Caracciolo, Giulio .
INTERNATIONAL JOURNAL OF BIOCHEMISTRY & CELL BIOLOGY, 2016, 75 :180-187
[10]   Personalized protein corona on nanoparticles and its clinical implications [J].
Corbo, Claudia ;
Molinaro, Roberto ;
Tabatabaei, Mateen ;
Farokhzad, Omid C. ;
Mahmoudi, Morteza .
BIOMATERIALS SCIENCE, 2017, 5 (03) :378-387