Abstract

For appropriate treatment, accurate discrimination between seborrheic dermatitis and psoriasis in a timely manner is crucial to avoid complications. However, when they occur on the scalp, differential diagnosis can be challenging using conventional dermascopes. Thus, we employed smartphone-based multispectral imaging and analysis to discriminate between them with high accuracy. A smartphone-based multispectral imaging system, suited for scalp disease diagnosis, was redesigned. We compared the outcomes obtained using machine learning-based and conventional spectral classification methods to achieve better discrimination. The results demonstrated that smartphone-based multispectral imaging and analysis has great potential for discriminating between these diseases.

© 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement

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2017 (1)

2016 (3)

S. Kim, D. Cho, J. Kim, M. Kim, S. Youn, J. E. Jang, M. Je, D. H. Lee, B. Lee, D. L. Farkas, and J. Y. Hwang, “Smartphone-based multispectral imaging: system development and potential for mobile skin diagnosis,” Biomed. Opt. Express 7(12), 5294–5307 (2016).
[Crossref] [PubMed]

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

2015 (3)

M. Kibar, Ş. Aktan, and M. Bilgin, “Dermoscopic findings in scalp psoriasis and seborrheic dermatitis; two new signs; signet ring vessel and hidden hair,” Indian J. Dermatol. 60(1), 41–45 (2015).
[Crossref] [PubMed]

W.-H. Boehncke and M. P. Schön, “Psoriasis,” Lancet 386(9997), 983–994 (2015).
[Crossref] [PubMed]

Y. Jung, J. Kim, O. Awofeso, H. Kim, F. Regnier, and E. Bae, “Smartphone-based colorimetric analysis for detection of saliva alcohol concentration,” Appl. Opt. 54(31), 9183–9189 (2015).
[Crossref] [PubMed]

2013 (1)

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

2012 (1)

G. Kaminska-Winciorek and R. Spiewak, “Tips and tricks in the dermoscopy of pigmented lesions,” BMC Dermatol. 12(1), 14 (2012).
[Crossref] [PubMed]

2011 (3)

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

H. M. Subhash, “Biophotonics Modalities for High-Resolution Imaging of Microcirculatory Tissue Beds Using Endogenous Contrast: A Review on Present Scenario and Prospects,” Int. J. Opt. 2011, 20 (2011).
[Crossref]

2010 (1)

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

2007 (1)

P. Rosina, M. R. Zamperetti, A. Giovannini, and G. Girolomoni, “Videocapillaroscopy in the differential diagnosis between psoriasis and seborrheic dermatitis of the scalp,” Dermatology (Basel) 214(1), 21–24 (2007).
[Crossref] [PubMed]

2003 (2)

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

T. Vo-Dinh, B. Cullum, and P. Kasili, “Development of a multi-spectral imaging system for medical applications,” J. Phys. D Appl. Phys. 36(14), 1663–1668 (2003).
[Crossref]

2001 (1)

P. C. van de Kerkhof and M. E. Franssen, “Psoriasis of the scalp. Diagnosis and management,” Am. J. Clin. Dermatol. 2(3), 159–165 (2001).
[Crossref] [PubMed]

1999 (1)

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

1993 (1)

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

1985 (1)

T. Henseler and E. Christophers, “Psoriasis of early and late onset: characterization of two types of psoriasis vulgaris,” J. Am. Acad. Dermatol. 13(3), 450–456 (1985).
[Crossref] [PubMed]

Aktan, S.

M. Kibar, Ş. Aktan, and M. Bilgin, “Dermoscopic findings in scalp psoriasis and seborrheic dermatitis; two new signs; signet ring vessel and hidden hair,” Indian J. Dermatol. 60(1), 41–45 (2015).
[Crossref] [PubMed]

Artan, Y.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Awofeso, O.

Bae, E.

Baggett, B.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Barton, J. K.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Batra, R.

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

Baxter, G.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Bilgin, M.

M. Kibar, Ş. Aktan, and M. Bilgin, “Dermoscopic findings in scalp psoriasis and seborrheic dermatitis; two new signs; signet ring vessel and hidden hair,” Indian J. Dermatol. 60(1), 41–45 (2015).
[Crossref] [PubMed]

Blondel, M.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Bluhm, R.

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

Boehncke, W.-H.

W.-H. Boehncke and M. P. Schön, “Psoriasis,” Lancet 386(9997), 983–994 (2015).
[Crossref] [PubMed]

Bouma, G. J.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Chambers, S. K.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Cho, D.

Choi, J. H.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Choi, S.

Christophers, E.

T. Henseler and E. Christophers, “Psoriasis of early and late onset: characterization of two types of psoriasis vulgaris,” J. Am. Acad. Dermatol. 13(3), 450–456 (1985).
[Crossref] [PubMed]

Cooper, E. A.

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

Cullum, B.

T. Vo-Dinh, B. Cullum, and P. Kasili, “Development of a multi-spectral imaging system for medical applications,” J. Phys. D Appl. Phys. 36(14), 1663–1668 (2003).
[Crossref]

DeBiasio, R. L.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Dubourg, V.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Evans, A. J.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Farkas, D. L.

S. Kim, D. Cho, J. Kim, M. Kim, S. Youn, J. E. Jang, M. Je, D. H. Lee, B. Lee, D. L. Farkas, and J. Y. Hwang, “Smartphone-based multispectral imaging: system development and potential for mobile skin diagnosis,” Biomed. Opt. Express 7(12), 5294–5307 (2016).
[Crossref] [PubMed]

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Franssen, M. E.

P. C. van de Kerkhof and M. E. Franssen, “Psoriasis of the scalp. Diagnosis and management,” Am. J. Clin. Dermatol. 2(3), 159–165 (2001).
[Crossref] [PubMed]

Giovannini, A.

P. Rosina, M. R. Zamperetti, A. Giovannini, and G. Girolomoni, “Videocapillaroscopy in the differential diagnosis between psoriasis and seborrheic dermatitis of the scalp,” Dermatology (Basel) 214(1), 21–24 (2007).
[Crossref] [PubMed]

Girolomoni, G.

P. Rosina, M. R. Zamperetti, A. Giovannini, and G. Girolomoni, “Videocapillaroscopy in the differential diagnosis between psoriasis and seborrheic dermatitis of the scalp,” Dermatology (Basel) 214(1), 21–24 (2007).
[Crossref] [PubMed]

Gough, A.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Gramfort, A.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Grisel, O.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Groner, W.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Guo, F.

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

Gupta, A. K.

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

Haider, M. A.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Harris, A. G.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Hatch, K. D.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

He, X.

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

Henseler, T.

T. Henseler and E. Christophers, “Psoriasis of early and late onset: characterization of two types of psoriasis vulgaris,” J. Am. Acad. Dermatol. 13(3), 450–456 (1985).
[Crossref] [PubMed]

Hwang, J. Y.

Ince, C.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Jaliman, D.

D. Jaliman, “Understanding Psoriasis–the Basics” (2015), retrieved 2015.

Jang, J. E.

Je, M.

Jung, H. J.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Jung, Y.

Kaminska-Winciorek, G.

G. Kaminska-Winciorek and R. Spiewak, “Tips and tricks in the dermoscopy of pigmented lesions,” BMC Dermatol. 12(1), 14 (2012).
[Crossref] [PubMed]

Kang, H. Y.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Kasili, P.

T. Vo-Dinh, B. Cullum, and P. Kasili, “Development of a multi-spectral imaging system for medical applications,” J. Phys. D Appl. Phys. 36(14), 1663–1668 (2003).
[Crossref]

Kibar, M.

M. Kibar, Ş. Aktan, and M. Bilgin, “Dermoscopic findings in scalp psoriasis and seborrheic dermatitis; two new signs; signet ring vessel and hidden hair,” Indian J. Dermatol. 60(1), 41–45 (2015).
[Crossref] [PubMed]

Kim, B. S. J. B. J. D.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Kim, D. W.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Kim, G. W.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Kim, H.

Kim, J.

Kim, M.

Kim, M. B.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Kim, S.

Kim, S. K.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Kim, Y. C.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Ko, H. C.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Koevary, J. W.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Kwon, J. E.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Langer, D. L.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Lee, B.

Lee, D. H.

Lee, E.-S.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Lee, S. J.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Lee, W. J.

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Li, Q.

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

Liu, H.

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

Messmer, K.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Michel, V.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Nadeau, R. G.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Nederlof, M. A.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Nymeyer, A. C.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Orsinger, G. V.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Pane, D.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Pane, J.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Park, J.-H.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Park, Y. J.

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Patek, D. R.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Pedregosa, F.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Prettenhofer, P.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Regnier, F.

Rice, P. F.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Roe, D. J.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Rosina, P.

P. Rosina, M. R. Zamperetti, A. Giovannini, and G. Girolomoni, “Videocapillaroscopy in the differential diagnosis between psoriasis and seborrheic dermatitis of the scalp,” Dermatology (Basel) 214(1), 21–24 (2007).
[Crossref] [PubMed]

Ryan, K. W.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Saboda, K.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Schön, M. P.

W.-H. Boehncke and M. P. Schön, “Psoriasis,” Lancet 386(9997), 983–994 (2015).
[Crossref] [PubMed]

Spiewak, R.

G. Kaminska-Winciorek and R. Spiewak, “Tips and tricks in the dermoscopy of pigmented lesions,” BMC Dermatol. 12(1), 14 (2012).
[Crossref] [PubMed]

Subhash, H. M.

H. M. Subhash, “Biophotonics Modalities for High-Resolution Imaging of Microcirculatory Tissue Beds Using Endogenous Contrast: A Review on Present Scenario and Prospects,” Int. J. Opt. 2011, 20 (2011).
[Crossref]

Summerbell, R. C.

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

Tate, T. H.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Taylor, D. L.

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Thirion, B.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Trachtenberg, J.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Utzinger, U.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

van de Kerkhof, P. C.

P. C. van de Kerkhof and M. E. Franssen, “Psoriasis of the scalp. Diagnosis and management,” Am. J. Clin. Dermatol. 2(3), 159–165 (2001).
[Crossref] [PubMed]

van der Kwast, T. H.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Varoquaux, G.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Vo-Dinh, T.

T. Vo-Dinh, B. Cullum, and P. Kasili, “Development of a multi-spectral imaging system for medical applications,” J. Phys. D Appl. Phys. 36(14), 1663–1668 (2003).
[Crossref]

Wang, Y.

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

Weiss, R.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

Welge, W. A.

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

Wernick, M. N.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Winkelman, J. W.

W. Groner, J. W. Winkelman, A. G. Harris, C. Ince, G. J. Bouma, K. Messmer, and R. G. Nadeau, “Orthogonal polarization spectral imaging: a new method for study of the microcirculation,” Nat. Med. 5(10), 1209–1212 (1999).
[Crossref] [PubMed]

Xu, D.

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

Yang, Y.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Yetik, I. S.

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Youn, S.

Zamperetti, M. R.

P. Rosina, M. R. Zamperetti, A. Giovannini, and G. Girolomoni, “Videocapillaroscopy in the differential diagnosis between psoriasis and seborrheic dermatitis of the scalp,” Dermatology (Basel) 214(1), 21–24 (2007).
[Crossref] [PubMed]

Am. J. Clin. Dermatol. (1)

P. C. van de Kerkhof and M. E. Franssen, “Psoriasis of the scalp. Diagnosis and management,” Am. J. Clin. Dermatol. 2(3), 159–165 (2001).
[Crossref] [PubMed]

Ann. Dermatol. (1)

J.-H. Park, Y. J. Park, S. K. Kim, J. E. Kwon, H. Y. Kang, E.-S. Lee, J. H. Choi, and Y. C. Kim, “Histopathological differential diagnosis of psoriasis and seborrheic dermatitis of the scalp,” Ann. Dermatol. 28(4), 427–432 (2016).
[Crossref] [PubMed]

Annu. Rev. Physiol. (1)

D. L. Farkas, G. Baxter, R. L. DeBiasio, A. Gough, M. A. Nederlof, D. Pane, J. Pane, D. R. Patek, K. W. Ryan, and D. L. Taylor, “Multimode light microscopy and the dynamics of molecules, cells, and tissues,” Annu. Rev. Physiol. 55(1), 785–817 (1993).
[Crossref] [PubMed]

Appl. Opt. (2)

Biomed. Opt. Express (1)

BMC Dermatol. (1)

G. Kaminska-Winciorek and R. Spiewak, “Tips and tricks in the dermoscopy of pigmented lesions,” BMC Dermatol. 12(1), 14 (2012).
[Crossref] [PubMed]

Br. J. Dermatol. (1)

G. W. Kim, H. J. Jung, H. C. Ko, M. B. Kim, W. J. Lee, S. J. Lee, D. W. Kim, and B. S. J. B. J. D. Kim, “Dermoscopy can be useful in differentiating scalp psoriasis from seborrhoeic dermatitis,” Br. J. Dermatol. 164(3), 652–656 (2011).
[Crossref] [PubMed]

Dermatol. Clin. (1)

A. K. Gupta, R. Bluhm, E. A. Cooper, R. C. Summerbell, and R. Batra, “Seborrheic dermatitis,” Dermatol. Clin. 21(3), 401–412 (2003).
[Crossref] [PubMed]

Dermatology (Basel) (1)

P. Rosina, M. R. Zamperetti, A. Giovannini, and G. Girolomoni, “Videocapillaroscopy in the differential diagnosis between psoriasis and seborrheic dermatitis of the scalp,” Dermatology (Basel) 214(1), 21–24 (2007).
[Crossref] [PubMed]

IEEE Trans. Image Process. (1)

Y. Artan, M. A. Haider, D. L. Langer, T. H. van der Kwast, A. J. Evans, Y. Yang, M. N. Wernick, J. Trachtenberg, and I. S. Yetik, “Prostate cancer localization with multispectral MRI using cost-sensitive support vector machines and conditional random fields,” IEEE Trans. Image Process. 19(9), 2444–2455 (2010).
[Crossref] [PubMed]

Indian J. Dermatol. (1)

M. Kibar, Ş. Aktan, and M. Bilgin, “Dermoscopic findings in scalp psoriasis and seborrheic dermatitis; two new signs; signet ring vessel and hidden hair,” Indian J. Dermatol. 60(1), 41–45 (2015).
[Crossref] [PubMed]

Int. J. Opt. (1)

H. M. Subhash, “Biophotonics Modalities for High-Resolution Imaging of Microcirculatory Tissue Beds Using Endogenous Contrast: A Review on Present Scenario and Prospects,” Int. J. Opt. 2011, 20 (2011).
[Crossref]

J. Am. Acad. Dermatol. (1)

T. Henseler and E. Christophers, “Psoriasis of early and late onset: characterization of two types of psoriasis vulgaris,” J. Am. Acad. Dermatol. 13(3), 450–456 (1985).
[Crossref] [PubMed]

J. Biomed. Opt. (2)

Q. Li, X. He, Y. Wang, H. Liu, D. Xu, and F. Guo, “Review of spectral imaging technology in biomedical engineering: achievements and challenges,” J. Biomed. Opt. 18(10), 100901 (2013).
[Crossref] [PubMed]

T. H. Tate, B. Baggett, P. F. Rice, J. W. Koevary, G. V. Orsinger, A. C. Nymeyer, W. A. Welge, K. Saboda, D. J. Roe, K. D. Hatch, S. K. Chambers, U. Utzinger, and J. K. Barton, “Multispectral fluorescence imaging of human ovarian and fallopian tube tissue for early-stage cancer detection,” J. Biomed. Opt. 21(5), 056005 (2016).
[Crossref] [PubMed]

J. Mach. Learn. Res. (1)

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, and V. Dubourg, “Scikit-learn: Machine learning in Python,” J. Mach. Learn. Res. 12, 2825–2830 (2011).

J. Phys. D Appl. Phys. (1)

T. Vo-Dinh, B. Cullum, and P. Kasili, “Development of a multi-spectral imaging system for medical applications,” J. Phys. D Appl. Phys. 36(14), 1663–1668 (2003).
[Crossref]

Lancet (1)

W.-H. Boehncke and M. P. Schön, “Psoriasis,” Lancet 386(9997), 983–994 (2015).
[Crossref] [PubMed]

Nat. Med. (1)

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Figures (6)

Fig. 1
Fig. 1 Smartphone-based multispectral imaging system for the diagnosis of seborrheic dermatitis and psoriasis on the scalp: (a) diagram of the smartphone-based multispectral imaging system, (b) transmission spectra of diced variable tunable filters (size of the filters: 3.8 mm × 3.3 mm × 2.5 mm), (c) schematics of an interface circuit, and (d) image of the smartphone-based multispectral imaging system.
Fig. 2
Fig. 2 Implemented spectral classification models: (a) Euclidean distance, (b) spectral angle mapper, (c) logistic regression, (d) support vector machine, and (e) multilayer perceptron.
Fig. 3
Fig. 3 Analysis of a high-frequency line set in a resolution target: (a) image of the resolution target and (b) intensity profile along the dotted line A’ (left) and the dotted line B’ (right).
Fig. 4
Fig. 4 Comparisons between the spectral classified images obtained using the (a) liquid-crystal tunable filter-based (field of view: 3.31 mm x 1.27 mm, pixel size: 1974 x 762, and magnification: 4x) and (b) smartphone-based multispectral imaging systems (field of view: 3.3 mm x 1.3 mm and pixel size: 760 x 276, and magnification: 4x).
Fig. 5
Fig. 5 Spectral classification using the traditional spectral classification methods (Euclidean distance and spectral angle mapper) and constructed models based on logistic regression, support vector machine, and multilayer perceptron: (a) photographic and classified images of psoriasis (top) and seborrheic dermatitis regions (bottom) on the scalp obtained via analysis of multispectral imaging (field of view: 3.3 mm x 2.99 mm, pixel size: 760 x 651, and magnification: 4x) and (b) reference spectral signatures of seborrheic dermatitis and psoriasis.
Fig. 6
Fig. 6 Spectral classification using the constructed models: (a) photographic and classified images of psoriasis (top) and normal skin regions (bottom) and (b) photographic and classified images of seborrheic dermatitis (SD)(top) and normal skin regions (bottom) on the scalp (field of view: 3.3 mm x 2.99 mm, pixel size: 760 x 651, and magnification: 4x).

Tables (3)

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Table 1 Quantitative analysis of the constructed modelsa

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Table 2 Quantitative analysis of the constructed model for psoriasis versus normal skina

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Table 3 Quantitative analysis of the constructed model for seborrheic dermatitis versus normal skinc

Equations (1)

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P (PS) = numberofpixel s (PS) numberofpixel s image numberofpixel s hair P (PS) >ThPS, P (PS) ThSD argmax Th f(Th):={th|y:f(y)f(th)}

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