Optics InfoBase > Biomedical Optics Express > Volume 3 > Issue 5 > Page 991
|
|
Toward fast malaria detection by secondary speckle sensing microscopyDan Cojoc, Sara Finaurini, Pavel Livshits, Eran Gur, Alon Shapira, Vicente Mico, and Zeev Zalevsky »View Author Affiliations
Dan Cojoc,1,*
Sara Finaurini,1
Pavel Livshits,2
Eran Gur,3
Alon Shapira,4
Vicente Mico,5
and Zeev Zalevsky2,6
1Istituto Officina dei Materiali IOM-CNR, Area Science Park—Basovizza, S.S. 14 km 163.5, Trieste 34149, Italy 2Faculty of Engineering, Bar-Ilan University, Ramat-Gan 52900, Israel 3Jerusalem College of Engineering, Dept. of Electronics, Jerusalem 91035, Israel 4Dept. of Mathematics, Bar-Ilan University, Ramat-Gan 52900, Israel 5Departamento de Óptica, Universitat de València, c/Dr. Moliner, 50, 46100 Burjassot, Spain 6Erlangen Graduate School in Advanced Optical Technologies (SAOT), Friedrich-Alexander Universität Erlangen-Nürnberg, Paul-Gordan-Straße 6, 91052 Erlangen, Germany *Corresponding author: cojoc@iom.cnr.it |
Biomedical Optics Express, Vol. 3, Issue 5, pp. 991-1005 (2012)
http://dx.doi.org/10.1364/BOE.3.000991
View Full Text Article
Enhanced HTML
Acrobat PDF (2200 KB)
Abstract
Diagnosis of malaria must be rapid, accurate, simple to use, portable and low cost, as suggested by the World Health Organization (WHO). Despite recent efforts, the gold standard remains the light microscopy of a stained blood film. This method can detect low parasitemia and identify different species of Plasmodium. However, it is time consuming, it requires well trained microscopist and good instrumentation to minimize misinterpretation, thus the costs are considerable. Moreover, the equipment cannot be easily transported and installed. In this paper we propose a new technique named “secondary speckle sensing microscopy” (S3M) based upon extraction of correlation based statistics of speckle patterns generated while illuminating red blood cells with a laser and inspecting them under a microscope. Then, using fuzzy logic ruling and principle component analysis, good quality of separation between healthy and infected red blood cells was demonstrated in preliminary experiments. The proposed technique can be used for automated high rate detection of malaria infected red blood cells.
© 2012 OSA
OCIS Codes
(120.6160) Instrumentation, measurement, and metrology : Speckle interferometry
(170.0180) Medical optics and biotechnology : Microscopy
(170.1470) Medical optics and biotechnology : Blood or tissue constituent monitoring
(170.1530) Medical optics and biotechnology : Cell analysis
(170.3880) Medical optics and biotechnology : Medical and biological imaging
(170.4580) Medical optics and biotechnology : Optical diagnostics for medicine
(170.6480) Medical optics and biotechnology : Spectroscopy, speckle
ToC Category:
Cell Studies
History
Original Manuscript: February 3, 2012
Revised Manuscript: March 15, 2012
Manuscript Accepted: March 23, 2012
Published: April 18, 2012
Citation
Dan Cojoc, Sara Finaurini, Pavel Livshits, Eran Gur, Alon Shapira, Vicente Mico, and Zeev Zalevsky, "Toward fast malaria detection by secondary speckle sensing microscopy," Biomed. Opt. Express 3, 991-1005 (2012)
http://www.opticsinfobase.org/boe/abstract.cfm?URI=boe-3-5-991
Sort: Author | Year | Journal | Reset
References
- WHO, ed., “World Malaria Report: 2010,” in WHO Library Cataloguing in Publication Data, http://www.who.int/malaria/world_malaria_report_2010/en/index.html .
- WHO, “Microscopy Quality Assurance Manual” (2009), http://www.searo.who.int/LinkFiles/Malaria_MalariaMicroscopyManual .
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- Centers for Disease Control and Prevention, “Malaria,” www.cdc.gov/malaria .
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- C. A. Moxon, G. E. Grau, and A. G. Craig, “Malaria: modification of the red blood cell and consequences in the human host,” Br. J. Haematol.154(6), 670–679 (2011). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- L. Gervais, N. de Rooij, and E. Delamarche, “Microfluidic chips for point-of-care immunodiagnostics,” Adv. Mater. (Deerfield Beach Fla.)23(24), H151–H176 (2011). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- G. Popescu, T. Ikeda, R. R. Dasari, and M. S. Feld, “Diffraction phase microscopy for quantifying cell structure and dynamics,” Opt. Lett.31(6), 775–777 (2006). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. K. Park, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Diffraction phase and fluorescence microscopy,” Opt. Express14(18), 8263–8268 (2006). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- C. S. Yelleswarapu, M. Tipping, S. R. Kothapalli, A. Veraksa, and D. V. Rao, “Common-path multimodal optical microscopy,” Opt. Lett.34(8), 1243–1245 (2009). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- Z. Zalevsky and J. Garcia, “Motion detection system and method,” Israeli Patent Application No. 184868 (July 2007); WO/2009/013738 International Application No. PCT/IL2008/001008 (July 2008).
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
- W. Trager and J. B. Jensen, “Human malaria parasites in continuous culture,” Science193(4254), 673–675 (1976). [CrossRef] [PubMed]
- L. A. Zadeh, “Fuzzy sets,” Inf. Control8(3), 338–353 (1965). [CrossRef]
- M. Schneider, A. Kandel, G. Langholz, and G. Chew, Fuzzy Expert System Tools (Wiley, 1996).
- E. Gur, D. Mendlovic, and Z. Zalevsky, “Optical implementation of fuzzy-logic controllers. Part I,” Appl. Opt.37(29), 6937–6945 (1998). [CrossRef] [PubMed]
- K. Pearson, “On lines and planes of closest fit to systems of points in space,” Philos. Mag.2, 559–572 (1901).
- S. Wold, K. Esbensen, and P. Geladi, “Principal component analysis,” Chemom. Intell. Lab. Syst.2(1-3), 37–52 (1987). [CrossRef]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. K. Park, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Diffraction phase and fluorescence microscopy,” Opt. Express14(18), 8263–8268 (2006). [CrossRef] [PubMed]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
- C. A. Moxon, G. E. Grau, and A. G. Craig, “Malaria: modification of the red blood cell and consequences in the human host,” Br. J. Haematol.154(6), 670–679 (2011). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- G. Popescu, T. Ikeda, R. R. Dasari, and M. S. Feld, “Diffraction phase microscopy for quantifying cell structure and dynamics,” Opt. Lett.31(6), 775–777 (2006). [CrossRef] [PubMed]
- G. Popescu, Y. K. Park, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Diffraction phase and fluorescence microscopy,” Opt. Express14(18), 8263–8268 (2006). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- L. Gervais, N. de Rooij, and E. Delamarche, “Microfluidic chips for point-of-care immunodiagnostics,” Adv. Mater. (Deerfield Beach Fla.)23(24), H151–H176 (2011). [CrossRef] [PubMed]
- L. Gervais, N. de Rooij, and E. Delamarche, “Microfluidic chips for point-of-care immunodiagnostics,” Adv. Mater. (Deerfield Beach Fla.)23(24), H151–H176 (2011). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- S. Wold, K. Esbensen, and P. Geladi, “Principal component analysis,” Chemom. Intell. Lab. Syst.2(1-3), 37–52 (1987). [CrossRef]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- G. Popescu, T. Ikeda, R. R. Dasari, and M. S. Feld, “Diffraction phase microscopy for quantifying cell structure and dynamics,” Opt. Lett.31(6), 775–777 (2006). [CrossRef] [PubMed]
- G. Popescu, Y. K. Park, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Diffraction phase and fluorescence microscopy,” Opt. Express14(18), 8263–8268 (2006). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
- S. Wold, K. Esbensen, and P. Geladi, “Principal component analysis,” Chemom. Intell. Lab. Syst.2(1-3), 37–52 (1987). [CrossRef]
- L. Gervais, N. de Rooij, and E. Delamarche, “Microfluidic chips for point-of-care immunodiagnostics,” Adv. Mater. (Deerfield Beach Fla.)23(24), H151–H176 (2011). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- C. A. Moxon, G. E. Grau, and A. G. Craig, “Malaria: modification of the red blood cell and consequences in the human host,” Br. J. Haematol.154(6), 670–679 (2011). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- W. Trager and J. B. Jensen, “Human malaria parasites in continuous culture,” Science193(4254), 673–675 (1976). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- C. A. Moxon, G. E. Grau, and A. G. Craig, “Malaria: modification of the red blood cell and consequences in the human host,” Br. J. Haematol.154(6), 670–679 (2011). [CrossRef] [PubMed]
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- K. Pearson, “On lines and planes of closest fit to systems of points in space,” Philos. Mag.2, 559–572 (1901).
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. K. Park, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Diffraction phase and fluorescence microscopy,” Opt. Express14(18), 8263–8268 (2006). [CrossRef] [PubMed]
- G. Popescu, T. Ikeda, R. R. Dasari, and M. S. Feld, “Diffraction phase microscopy for quantifying cell structure and dynamics,” Opt. Lett.31(6), 775–777 (2006). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- W. Trager and J. B. Jensen, “Human malaria parasites in continuous culture,” Science193(4254), 673–675 (1976). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- S. Wold, K. Esbensen, and P. Geladi, “Principal component analysis,” Chemom. Intell. Lab. Syst.2(1-3), 37–52 (1987). [CrossRef]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- L. A. Zadeh, “Fuzzy sets,” Inf. Control8(3), 338–353 (1965). [CrossRef]
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- E. Gur, D. Mendlovic, and Z. Zalevsky, “Optical implementation of fuzzy-logic controllers. Part I,” Appl. Opt.37(29), 6937–6945 (1998). [CrossRef] [PubMed]
Acta Biomater.
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
Adv. Mater. (Deerfield Beach Fla.)
- L. Gervais, N. de Rooij, and E. Delamarche, “Microfluidic chips for point-of-care immunodiagnostics,” Adv. Mater. (Deerfield Beach Fla.)23(24), H151–H176 (2011). [CrossRef] [PubMed]
Am. J. Trop. Med. Hyg.
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
Appl. Opt.
- E. Gur, D. Mendlovic, and Z. Zalevsky, “Optical implementation of fuzzy-logic controllers. Part I,” Appl. Opt.37(29), 6937–6945 (1998). [CrossRef] [PubMed]
Biomed. Opt. Express
- Y. Beiderman, R. Blumenberg, N. Rabani, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Demonstration of remote optical measurement configuration that correlates to glucose concentration in blood,” Biomed. Opt. Express2(4), 858–870 (2011). [CrossRef] [PubMed]
Blood
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
Blood Cells Mol. Dis.
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
Br. J. Haematol.
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- C. A. Moxon, G. E. Grau, and A. G. Craig, “Malaria: modification of the red blood cell and consequences in the human host,” Br. J. Haematol.154(6), 670–679 (2011). [CrossRef] [PubMed]
Chemom. Intell. Lab. Syst.
- S. Wold, K. Esbensen, and P. Geladi, “Principal component analysis,” Chemom. Intell. Lab. Syst.2(1-3), 37–52 (1987). [CrossRef]
Clin. Microbiol. Rev.
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
Eur. J. Haematol.
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
Inf. Control
- L. A. Zadeh, “Fuzzy sets,” Inf. Control8(3), 338–353 (1965). [CrossRef]
J Biophotonics
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
J. Biomech.
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
J. Biomed. Opt.
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
J. Phys. Chem. A
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
Lab Chip
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
Micron
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
Mol. Cell. Proteomics
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
Nat. Biotechnol.
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
Nat. Rev. Microbiol.
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
Opt. Express
- G. Popescu, Y. K. Park, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Diffraction phase and fluorescence microscopy,” Opt. Express14(18), 8263–8268 (2006). [CrossRef] [PubMed]
Opt. Lett.
- C. S. Yelleswarapu, M. Tipping, S. R. Kothapalli, A. Veraksa, and D. V. Rao, “Common-path multimodal optical microscopy,” Opt. Lett.34(8), 1243–1245 (2009). [CrossRef] [PubMed]
- G. Popescu, T. Ikeda, R. R. Dasari, and M. S. Feld, “Diffraction phase microscopy for quantifying cell structure and dynamics,” Opt. Lett.31(6), 775–777 (2006). [CrossRef] [PubMed]
Parasitol. Res.
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
Parasitol. Today (Regul. Ed.)
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
Philos. Mag.
- K. Pearson, “On lines and planes of closest fit to systems of points in space,” Philos. Mag.2, 559–572 (1901).
Proc. Natl. Acad. Sci. U.S.A.
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
Science
- W. Trager and J. B. Jensen, “Human malaria parasites in continuous culture,” Science193(4254), 673–675 (1976). [CrossRef] [PubMed]
Other
- M. Schneider, A. Kandel, G. Langholz, and G. Chew, Fuzzy Expert System Tools (Wiley, 1996).
- Z. Zalevsky and J. Garcia, “Motion detection system and method,” Israeli Patent Application No. 184868 (July 2007); WO/2009/013738 International Application No. PCT/IL2008/001008 (July 2008).
- Centers for Disease Control and Prevention, “Malaria,” www.cdc.gov/malaria .
- WHO, ed., “World Malaria Report: 2010,” in WHO Library Cataloguing in Publication Data, http://www.who.int/malaria/world_malaria_report_2010/en/index.html .
- WHO, “Microscopy Quality Assurance Manual” (2009), http://www.searo.who.int/LinkFiles/Malaria_MalariaMicroscopyManual .
2012, Fontaine, Parasitol. Res.
- A. Fontaine, S. Bourdon, M. Belghazi, M. Pophillat, P. Fourquet, S. Granjeaud, M. Torrentino-Madamet, C. Rogier, T. Fusai, and L. Almeras, “Plasmodium falciparum infection-induced changes in erythrocyte membrane proteins,” Parasitol. Res.110(2), 545–556 (2012). [CrossRef] [PubMed]
- C. A. Moxon, G. E. Grau, and A. G. Craig, “Malaria: modification of the red blood cell and consequences in the human host,” Br. J. Haematol.154(6), 670–679 (2011). [CrossRef] [PubMed]
- M. G. Millholland, R. Chandramohanadas, A. Pizzarro, A. Wehr, H. Shi, C. Darling, C. T. Lim, and D. C. Greenbaum, “The malaria parasite progressively dismantles the host erythrocyte cytoskeleton for efficient egress,” Mol. Cell. Proteomics10(12), M111.010678 (2011). [CrossRef] [PubMed]
- L. Gervais, N. de Rooij, and E. Delamarche, “Microfluidic chips for point-of-care immunodiagnostics,” Adv. Mater. (Deerfield Beach Fla.)23(24), H151–H176 (2011). [CrossRef] [PubMed]
- H. Bow, I. V. Pivkin, M. Diez-Silva, S. J. Goldfless, M. Dao, J. C. Niles, S. Suresh, and J. Han, “A microfabricated deformability-based flow cytometer with application to malaria,” Lab Chip11(6), 1065–1073 (2011). [CrossRef] [PubMed]
- Y. Beiderman, A. D. Amsel, Y. Tzadka, D. Fixler, V. Mico, J. Garcia, M. Teicher, and Z. Zalevsky, “A microscope configuration for nanometer 3-D movement monitoring accuracy,” Micron42(4), 366–375 (2011). [CrossRef] [PubMed]
- Y. Beiderman, I. Horovitz, N. Burshtein, M. Teicher, J. Garcia, V. Mico, and Z. Zalevsky, “Remote estimation of blood pulse pressure via temporal tracking of reflected secondary speckles pattern,” J. Biomed. Opt.15(6), 061707 (2010). [CrossRef] [PubMed]
- N. Pavillon, A. Benke, D. Boss, C. Moratal, J. Kühn, P. Jourdain, C. Depeursinge, P. J. Magistretti, and P. Marquet, “Cell morphology and intracellular ionic homeostasis explored with a multimodal approach combining epifluorescence and digital holographic microscopy,” J Biophotonics3(7), 432–436 (2010). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, D. Fu, G. Popescu, W. Choi, I. Barman, S. Suresh, and M. S. Feld, “Static and dynamic light scattering of healthy and malaria-parasite invaded red blood cells,” J. Biomed. Opt.15(2), 020506 (2010). [CrossRef] [PubMed]
- H. W. Hou, A. A. S. Bhagat, A. G. L. Chong, P. Mao, K. S. W. Tan, J. Han, and C. T. Lim, “Deformability based cell margination--a simple microfluidic design for malaria-infected erythrocyte separation,” Lab Chip10(19), 2605–2613 (2010). [CrossRef] [PubMed]
- A. G. Maier, B. M. Cooke, A. F. Cowman, and L. Tilley, “Malaria parasite proteins that remodel the host erythrocyte,” Nat. Rev. Microbiol.7(5), 341–354 (2009). [CrossRef] [PubMed]
- N. Lue, W. Choi, G. Popescu, Z. Yaqoob, K. Badizadegan, R. R. Dasari, and M. S. Feld, “Live cell refractometry using Hilbert phase microscopy and confocal reflectance microscopy,” J. Phys. Chem. A113(47), 13327–13330 (2009). [CrossRef] [PubMed]
- C. K. Murray, R. A. Gasser, A. J. Magill, and R. S. Miller, “Update on rapid diagnostic testing for malaria,” Clin. Microbiol. Rev.21(1), 97–110 (2008). [CrossRef] [PubMed]
- G. Popescu, Y. Park, W. Choi, R. R. Dasari, M. S. Feld, and K. Badizadegan, “Imaging red blood cell dynamics by quantitative phase microscopy,” Blood Cells Mol. Dis.41(1), 10–16 (2008). [CrossRef] [PubMed]
- Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, “Refractive index maps and membrane dynamics of human red blood cells parasitized by Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.105(37), 13730–13735 (2008). [CrossRef] [PubMed]
- R. Fan, O. Vermesh, A. Srivastava, B. K. H. Yen, L. Qin, H. Ahmad, G. A. Kwong, C.-C. Liu, J. Gould, L. Hood, and J. R. Heath, “Integrated barcode chips for rapid, multiplexed analysis of proteins in microliter quantities of blood,” Nat. Biotechnol.26(12), 1373–1378 (2008). [CrossRef] [PubMed]
- R. Lima, T. Ishikawa, Y. Imai, M. Takeda, S. Wada, and T. Yamaguchi, “Radial dispersion of red blood cells in blood flowing through glass capillaries: the role of hematocrit and geometry,” J. Biomech.41(10), 2188–2196 (2008). [CrossRef] [PubMed]
- C. Wongsrichanalai, M. J. Barcus, S. Muth, A. Sutamihardja, and W. H. Wernsdorfer, “A review of malaria diagnostic tools: microscopy and rapid diagnostic test (RDT),” Am. J. Trop. Med. Hyg.77(6Suppl), 119–127 (2007). [PubMed]
- J. P. Mills, M. Diez-Silva, D. J. Quinn, M. Dao, M. J. Lang, K. S. W. Tan, C. T. Lim, G. Milon, P. H. David, O. Mercereau-Puijalon, S. Bonnefoy, and S. Suresh, “Effect of plasmodial RESA protein on deformability of human red blood cells harboring Plasmodium falciparum,” Proc. Natl. Acad. Sci. U.S.A.104(22), 9213–9217 (2007). [CrossRef] [PubMed]
- S. Suresh, J. Spatz, J. P. Mills, A. Micoulet, M. Dao, C. T. Lim, M. Beil, and T. Seufferlein, “Connections between single-cell biomechanics and human disease states: gastrointestinal cancer and malaria,” Acta Biomater.1(1), 15–30 (2005). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, A. Dondorp, N. J. White, and D. Taramelli, “Destabilisation and subsequent lysis of human erythrocytes induced by Plasmodium falciparum haem products,” Eur. J. Haematol.74(4), 324–332 (2005). [CrossRef] [PubMed]
- F. Omodeo-Salè, A. Motti, N. Basilico, S. Parapini, P. Olliaro, and D. Taramelli, “Accelerated senescence of human erythrocytes cultured with Plasmodium falciparum,” Blood102(2), 705–711 (2003). [CrossRef] [PubMed]
- J. P. Shelby, J. White, K. Ganesan, P. K. Rathod, and D. T. Chiu, “A microfluidic model for single-cell capillary obstruction by Plasmodium falciparum-infected erythrocytes,” Proc. Natl. Acad. Sci. U.S.A.100(25), 14618–14622 (2003). [CrossRef] [PubMed]
- A. M. Dondorp, P. A. Kager, J. Vreeken, and N. J. White, “Abnormal blood flow and red blood cell deformability in severe malaria,” Parasitol. Today (Regul. Ed.)16(6), 228–232 (2000). [CrossRef] [PubMed]
- A. M. Dondorp, K. T. Chotivanich, S. Fucharoen, K. Silamut, J. Vreeken, P. A. Kager, and N. J. White, “Red cell deformability, splenic function and anaemia in thalassaemia,” Br. J. Haematol.105(2), 505–508 (1999). [CrossRef] [PubMed]
- S. Wold, K. Esbensen, and P. Geladi, “Principal component analysis,” Chemom. Intell. Lab. Syst.2(1-3), 37–52 (1987). [CrossRef]
- W. Trager and J. B. Jensen, “Human malaria parasites in continuous culture,” Science193(4254), 673–675 (1976). [CrossRef] [PubMed]
- L. A. Zadeh, “Fuzzy sets,” Inf. Control8(3), 338–353 (1965). [CrossRef]
- K. Pearson, “On lines and planes of closest fit to systems of points in space,” Philos. Mag.2, 559–572 (1901).
Cited By |
OSA is able to provide readers links to articles that cite this paper by participating in CrossRef's Cited-By Linking service. CrossRef includes content from more than 3000 publishers and societies. In addition to listing OSA journal articles that cite this paper, citing articles from other participating publishers will also be listed.
Figures
|
|
|
|
| Fig. 1 | Fig. 2 | Fig. 3 |
|
|
|
|
| Fig. 4 | Fig. 5 | Fig. 6 |
|
|
|
|
| Fig. 7 | Fig. 8 | Fig. 9 |
|
|
|
|
| Fig. 10 | Fig. 11 | Fig. 12 |
|
|
|
|
| Fig. 13 | Fig. 14 | Fig. 15 |
Related Journal Articles 
- Adaptive Scanning Optical Microscope (ASOM): A multidisciplinary optical microscope design for large field of view and high resolution imaging (OE)
- Increased optical contrast in imaging of epidermal growth factor receptor using magnetically actuated hybrid gold/iron oxide nanoparticles (OE)
- Monitoring thermal-induced changes in tumor blood flow and microvessels with laser speckle contrast imaging (AO)
- Molecular specific optoacoustic imaging with plasmonic nanoparticles (OE)
- Diffraction Phase Cytometry: blood on a CD-ROM (OE)
Related Conference Papers 
- Optical coherence tomographic imaging of in vivo cellular dynamics
- Statistical Analysis of Biotissues Mueller Matrix Images in Cancer Diagnostics
- Statistical Analysis of Biotissues Mueller Matrix Images in Cancer Diagnostics
- Statistical Analysis of Biotissues Mueller Matrix Images in Cancer Diagnostics
- Statistical Analysis of Biotissues Mueller Matrix Images in Cancer Diagnostics
- Firefox 11+
- Google Chrome 17+
- Internet Explorer 9+
- Safari 5+




OSA is a member of 