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Designing microarray phantoms for hyperspectral imaging validationMatthew L. Clarke, Ji Youn Lee, Daniel V. Samarov, David W. Allen, Maritoni Litorja, Ralph Nossal, and Jeeseong Hwang »View Author Affiliations
Matthew L. Clarke,1,2
Ji Youn Lee,1
Daniel V. Samarov,3
David W. Allen,4
Maritoni Litorja,4
Ralph Nossal,5
and Jeeseong Hwang1,*
1Radiation and Biomolecular Physics Division, Physical Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, MD 20899, USA 2Currently with the National Gallery of Art, Washington, DC, 20565, USA 3Statistical Engineering Division, Information Technology Laboratory, National Institute of Standards and Technology, Gaithersburg, MD 20899, USA 4Sensor Science Division, Physical Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, MD 20899, USA 5Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD 20892 USA *Corresponding author: jeeseong.hwang@nist.gov |
Biomedical Optics Express, Vol. 3, Issue 6, pp. 1291-1299 (2012)
http://dx.doi.org/10.1364/BOE.3.001291
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Abstract
The design and fabrication of custom-tailored microarrays for use as phantoms in the characterization of hyperspectral imaging systems is described. Corresponding analysis methods for biologically relevant samples are also discussed. An image-based phantom design was used to program a microarrayer robot to print prescribed mixtures of dyes onto microscope slides. The resulting arrays were imaged by a hyperspectral imaging microscope. The shape of the spots results in significant scattering signals, which can be used to test image analysis algorithms. Separation of the scattering signals allowed elucidation of individual dye spectra. In addition, spectral fitting of the absorbance spectra of complex dye mixtures was performed in order to determine local dye concentrations. Such microarray phantoms provide a robust testing platform for comparisons of hyperspectral imaging acquisition and analysis methods.
© 2012 OSA
OCIS Codes
(120.0120) Instrumentation, measurement, and metrology : Instrumentation, measurement, and metrology
(170.0170) Medical optics and biotechnology : Medical optics and biotechnology
(170.0180) Medical optics and biotechnology : Microscopy
(170.3880) Medical optics and biotechnology : Medical and biological imaging
(350.4800) Other areas of optics : Optical standards and testing
(110.4234) Imaging systems : Multispectral and hyperspectral imaging
ToC Category:
Calibration, Validation and Phantom Studies
History
Original Manuscript: March 2, 2012
Revised Manuscript: April 13, 2012
Manuscript Accepted: April 15, 2012
Published: May 9, 2012
Virtual Issues
Phantoms for the Performance Evaluation and Validation of Optical Medical Imaging Devices
(2012) Biomedical Optics Express
Citation
Matthew L. Clarke, Ji Youn Lee, Daniel V. Samarov, David W. Allen, Maritoni Litorja, Ralph Nossal, and Jeeseong Hwang, "Designing microarray phantoms for hyperspectral imaging validation," Biomed. Opt. Express 3, 1291-1299 (2012)
http://www.opticsinfobase.org/boe/abstract.cfm?URI=boe-3-6-1291
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References
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- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
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- W. R. Johnson, D. W. Wilson, W. Fink, M. Humayun, and G. Bearman, “Snapshot hyperspectral imaging in ophthalmology,” J. Biomed. Opt.12(1), 014036 (2007). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
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- B. S. Sorg, B. J. Moeller, O. Donovan, Y. T. Cao, and M. W. Dewhirst, “Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development,” J. Biomed. Opt.10(4), 044004 (2005). [CrossRef] [PubMed]
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- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
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- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
- M. L. Clarke, M. Litorja, D. W. Allen, D. V. Samarov, and J. Hwang, “Characterization of hyperspectral imaging and analysis via microarray printing of dyes,” Proc. SPIE7891, 78910W (2011). [CrossRef]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- B. S. Sorg, B. J. Moeller, O. Donovan, Y. T. Cao, and M. W. Dewhirst, “Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development,” J. Biomed. Opt.10(4), 044004 (2005). [CrossRef] [PubMed]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- B. S. Sorg, B. J. Moeller, O. Donovan, Y. T. Cao, and M. W. Dewhirst, “Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development,” J. Biomed. Opt.10(4), 044004 (2005). [CrossRef] [PubMed]
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- W. R. Johnson, D. W. Wilson, W. Fink, M. Humayun, and G. Bearman, “Snapshot hyperspectral imaging in ophthalmology,” J. Biomed. Opt.12(1), 014036 (2007). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
- M. L. Huebschman, R. A. Schultz, and H. R. Garner, “Characteristics and capabilities of the hyperspectral imaging microscope,” IEEE Eng. Med. Biol. Mag.21(4), 104–117 (2002). [CrossRef] [PubMed]
- P. Geladi, J. Burger, and T. Lestander, “Hyperspectral imaging: calibration problems and solutions,” Chemom. Intell. Lab. Syst.72(2), 209–217 (2004). [CrossRef]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- K. J. Zuzak, M. T. Gladwin, R. O. Cannon, and I. W. Levin, “Imaging hemoglobin oxygen saturation in sickle cell disease patients using noninvasive visible reflectance hyperspectral techniques: effects of nitric oxide,” Am. J. Physiol. Heart Circ. Physiol.285(3), H1183–H1189 (2003). [PubMed]
- C. Glasenapp, W. Mönch, H. Krause, and H. Zappe, “Biochip reader with dynamic holographic excitation and hyperspectral fluorescence detection,” J. Biomed. Opt.12(1), 014038 (2007). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- M. L. Huebschman, R. A. Schultz, and H. R. Garner, “Characteristics and capabilities of the hyperspectral imaging microscope,” IEEE Eng. Med. Biol. Mag.21(4), 104–117 (2002). [CrossRef] [PubMed]
- W. R. Johnson, D. W. Wilson, W. Fink, M. Humayun, and G. Bearman, “Snapshot hyperspectral imaging in ophthalmology,” J. Biomed. Opt.12(1), 014036 (2007). [CrossRef] [PubMed]
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
- M. L. Clarke, M. Litorja, D. W. Allen, D. V. Samarov, and J. Hwang, “Characterization of hyperspectral imaging and analysis via microarray printing of dyes,” Proc. SPIE7891, 78910W (2011). [CrossRef]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- W. R. Johnson, D. W. Wilson, W. Fink, M. Humayun, and G. Bearman, “Snapshot hyperspectral imaging in ophthalmology,” J. Biomed. Opt.12(1), 014036 (2007). [CrossRef] [PubMed]
- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- C. Glasenapp, W. Mönch, H. Krause, and H. Zappe, “Biochip reader with dynamic holographic excitation and hyperspectral fluorescence detection,” J. Biomed. Opt.12(1), 014038 (2007). [CrossRef] [PubMed]
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- P. Geladi, J. Burger, and T. Lestander, “Hyperspectral imaging: calibration problems and solutions,” Chemom. Intell. Lab. Syst.72(2), 209–217 (2004). [CrossRef]
- K. J. Zuzak, M. T. Gladwin, R. O. Cannon, and I. W. Levin, “Imaging hemoglobin oxygen saturation in sickle cell disease patients using noninvasive visible reflectance hyperspectral techniques: effects of nitric oxide,” Am. J. Physiol. Heart Circ. Physiol.285(3), H1183–H1189 (2003). [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
- M. L. Clarke, M. Litorja, D. W. Allen, D. V. Samarov, and J. Hwang, “Characterization of hyperspectral imaging and analysis via microarray printing of dyes,” Proc. SPIE7891, 78910W (2011). [CrossRef]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- J. W. Qin and R. F. Lu, “Measurement of the optical properties of fruits and vegetables using spatially resolved hyperspectral diffuse reflectance imaging technique,” Postharvest Biol. Technol.49(3), 355–365 (2008). [CrossRef]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- B. S. Sorg, B. J. Moeller, O. Donovan, Y. T. Cao, and M. W. Dewhirst, “Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development,” J. Biomed. Opt.10(4), 044004 (2005). [CrossRef] [PubMed]
- C. Glasenapp, W. Mönch, H. Krause, and H. Zappe, “Biochip reader with dynamic holographic excitation and hyperspectral fluorescence detection,” J. Biomed. Opt.12(1), 014038 (2007). [CrossRef] [PubMed]
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- J. W. Qin and R. F. Lu, “Measurement of the optical properties of fruits and vegetables using spatially resolved hyperspectral diffuse reflectance imaging technique,” Postharvest Biol. Technol.49(3), 355–365 (2008). [CrossRef]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- R. Richards-Kortum and E. Sevick-Muraca, “Quantitative optical spectroscopy for tissue diagnosis,” Annu. Rev. Phys. Chem.47(1), 555–606 (1996). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
- M. L. Clarke, M. Litorja, D. W. Allen, D. V. Samarov, and J. Hwang, “Characterization of hyperspectral imaging and analysis via microarray printing of dyes,” Proc. SPIE7891, 78910W (2011). [CrossRef]
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- M. L. Huebschman, R. A. Schultz, and H. R. Garner, “Characteristics and capabilities of the hyperspectral imaging microscope,” IEEE Eng. Med. Biol. Mag.21(4), 104–117 (2002). [CrossRef] [PubMed]
- R. Richards-Kortum and E. Sevick-Muraca, “Quantitative optical spectroscopy for tissue diagnosis,” Annu. Rev. Phys. Chem.47(1), 555–606 (1996). [CrossRef] [PubMed]
- B. S. Sorg, B. J. Moeller, O. Donovan, Y. T. Cao, and M. W. Dewhirst, “Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development,” J. Biomed. Opt.10(4), 044004 (2005). [CrossRef] [PubMed]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
- W. R. Johnson, D. W. Wilson, W. Fink, M. Humayun, and G. Bearman, “Snapshot hyperspectral imaging in ophthalmology,” J. Biomed. Opt.12(1), 014036 (2007). [CrossRef] [PubMed]
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
- C. Glasenapp, W. Mönch, H. Krause, and H. Zappe, “Biochip reader with dynamic holographic excitation and hyperspectral fluorescence detection,” J. Biomed. Opt.12(1), 014038 (2007). [CrossRef] [PubMed]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
- K. J. Zuzak, M. T. Gladwin, R. O. Cannon, and I. W. Levin, “Imaging hemoglobin oxygen saturation in sickle cell disease patients using noninvasive visible reflectance hyperspectral techniques: effects of nitric oxide,” Am. J. Physiol. Heart Circ. Physiol.285(3), H1183–H1189 (2003). [PubMed]
Am. J. Physiol. Heart Circ. Physiol.
- K. J. Zuzak, M. T. Gladwin, R. O. Cannon, and I. W. Levin, “Imaging hemoglobin oxygen saturation in sickle cell disease patients using noninvasive visible reflectance hyperspectral techniques: effects of nitric oxide,” Am. J. Physiol. Heart Circ. Physiol.285(3), H1183–H1189 (2003). [PubMed]
Anal. Chem.
- F. Erfurth, A. Tretyakov, B. Nyuyki, G. Mrotzek, W. D. Schmidt, D. Fassler, and H. P. Saluz, “Two-laser, large-field hyperspectral microarray scanner for the analysis of multicolor microarrays,” Anal. Chem.80(20), 7706–7713 (2008). [CrossRef] [PubMed]
Ann. Biomed. Eng.
- M. E. Martin, M. B. Wabuyele, K. Chen, P. Kasili, M. Panjehpour, M. Phan, B. Overholt, G. Cunningham, D. Wilson, R. C. Denovo, and T. Vo-Dinh, “Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection,” Ann. Biomed. Eng.34(6), 1061–1068 (2006). [CrossRef] [PubMed]
Annu. Rev. Phys. Chem.
- R. Richards-Kortum and E. Sevick-Muraca, “Quantitative optical spectroscopy for tissue diagnosis,” Annu. Rev. Phys. Chem.47(1), 555–606 (1996). [CrossRef] [PubMed]
Appl. Opt.
- M. B. Sinclair, J. A. Timlin, D. M. Haaland, and M. Werner-Washburne, “Design, construction, characterization, and application of a hyperspectral microarray scanner,” Appl. Opt.43(10), 2079–2088 (2004). [CrossRef] [PubMed]
- A. Bricaud, C. Mejia, D. Blondeau-Patissier, H. Claustre, M. Crepon, and S. Thiria, “Retrieval of pigment concentrations and size structure of algal populations from their absorption spectra using multilayered perceptrons,” Appl. Opt.46(8), 1251–1260 (2007). [CrossRef] [PubMed]
Chemom. Intell. Lab. Syst.
- P. Geladi, J. Burger, and T. Lestander, “Hyperspectral imaging: calibration problems and solutions,” Chemom. Intell. Lab. Syst.72(2), 209–217 (2004). [CrossRef]
IEEE Eng. Med. Biol. Mag.
- M. L. Huebschman, R. A. Schultz, and H. R. Garner, “Characteristics and capabilities of the hyperspectral imaging microscope,” IEEE Eng. Med. Biol. Mag.21(4), 104–117 (2002). [CrossRef] [PubMed]
IEEE J. Sel. Topics Quantum Electron.
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
J. Biomed. Opt.
- C. Glasenapp, W. Mönch, H. Krause, and H. Zappe, “Biochip reader with dynamic holographic excitation and hyperspectral fluorescence detection,” J. Biomed. Opt.12(1), 014038 (2007). [CrossRef] [PubMed]
- B. S. Sorg, B. J. Moeller, O. Donovan, Y. T. Cao, and M. W. Dewhirst, “Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development,” J. Biomed. Opt.10(4), 044004 (2005). [CrossRef] [PubMed]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
- W. R. Johnson, D. W. Wilson, W. Fink, M. Humayun, and G. Bearman, “Snapshot hyperspectral imaging in ophthalmology,” J. Biomed. Opt.12(1), 014036 (2007). [CrossRef] [PubMed]
Lancet
- R. L. Greenman, S. Panasyuk, X. Wang, T. E. Lyons, T. Dinh, L. Longoria, J. M. Giurini, J. Freeman, L. Khaodhiar, and A. Veves, “Early changes in the skin microcirculation and muscle metabolism of the diabetic foot,” Lancet366(9498), 1711–1717 (2005). [CrossRef] [PubMed]
Opt. Rev.
- Y. Hirohara, Y. Okawa, T. Mihashi, T. Yamaguchi, N. Nakazawa, Y. Tsuruga, H. Aoki, N. Maeda, I. Uchida, and T. Fujikado, “Validity of retinal oxygen saturation analysis: Hyperspectral imaging in visible wavelength with fundus camera and liquid crystal wavelength tunable filter,” Opt. Rev.14(3), 151–158 (2007). [CrossRef]
Postharvest Biol. Technol.
- J. W. Qin and R. F. Lu, “Measurement of the optical properties of fruits and vegetables using spatially resolved hyperspectral diffuse reflectance imaging technique,” Postharvest Biol. Technol.49(3), 355–365 (2008). [CrossRef]
Proc. Natl. Acad. Sci. U.S.A.
- I. Itzkan, L. Qiu, H. Fang, M. M. Zaman, E. Vitkin, I. C. Ghiran, S. Salahuddin, M. Modell, C. Andersson, L. M. Kimerer, P. B. Cipolloni, K. H. Lim, S. D. Freedman, I. Bigio, B. P. Sachs, E. B. Hanlon, and L. T. Perelman, “Confocal light absorption and scattering spectroscopic microscopy monitors organelles in live cells with no exogenous labels,” Proc. Natl. Acad. Sci. U.S.A.104(44), 17255–17260 (2007). [CrossRef] [PubMed]
Proc. SPIE
- M. L. Clarke, M. Litorja, D. W. Allen, D. V. Samarov, and J. Hwang, “Characterization of hyperspectral imaging and analysis via microarray printing of dyes,” Proc. SPIE7891, 78910W (2011). [CrossRef]
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
Sens. Instrum. Food Qual. Saf.
- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
2012, Samarov, Proc. SPIE
- D. V. Samarov, M. L. Clarke, J. Y. Lee, D. W. Allen, M. Litorja, and J. Hwang, “Validating the LASSO algorithm by unmixing spectral signatures in multicolor phantoms,” Proc. SPIE8229, 82290Z (2012). [CrossRef]
- M. L. Clarke, M. Litorja, D. W. Allen, D. V. Samarov, and J. Hwang, “Characterization of hyperspectral imaging and analysis via microarray printing of dyes,” Proc. SPIE7891, 78910W (2011). [CrossRef]
- J. Y. Lee, M. L. Clarke, F. Tokumasu, J. F. Lesoine, D. W. Allen, R. Chang, M. Litorja, and J. Hwang, “Absorption-based hyperspectral imaging and analysis of single erythrocytes,” IEEE J. Sel. Topics Quantum Electron.17(6) 1801–1840 (2011).
- W. Jun, M. Kim, K. Lee, P. Millner, and K. Chao, “Assessment of bacterial biofilm on stainless steel by hyperspectral fluorescence imaging,” Sens. Instrum. Food Qual. Saf.3(1), 41–48 (2009). [CrossRef]
- G. Zonios, A. Dimou, I. Bassukas, D. Galaris, A. Tsolakidis, and E. Kaxiras, “Melanin absorption spectroscopy: new method for noninvasive skin investigation and melanoma detection,” J. Biomed. Opt.13(1), 014017 (2008). [CrossRef] [PubMed]
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