Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study
Methods applied for early diagnosis of osteoarthritis (OA) are limited. Early prevention and treatment can effectively reduce the pain of OA patients and save costs. The present study aimed to develop a rapid non-destructive detection method for early diagnosis of OA by evaluating infrared (IR) spe...
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my.iium.irep.1034632023-06-28T04:13:48Z http://irep.iium.edu.my/103463/ Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study Ab Aziz, Atiqah Selvaratnam, Veenesh Ahmad Fikri, Yasmin Fadzlin Abdullah Sani, Muhamad Shirwan Tunku Kamarul, Tunku Kamarul QD Chemistry Methods applied for early diagnosis of osteoarthritis (OA) are limited. Early prevention and treatment can effectively reduce the pain of OA patients and save costs. The present study aimed to develop a rapid non-destructive detection method for early diagnosis of OA by evaluating infrared (IR) spectroscopy combined chemometrics. Our cohort consisted of (a) 15 patients with osteoarthritis (OA) and (b) 10 without clinical signs of the disease and they were used as controls. Attenuated total reflection Fourier-transform infrared (ATR-FTIR) spectroscopy was used to inves- tigate serum samples (50 μL) collected from these patients. A supervised classification algorithm namely discriminant analysis (DA) was applied to evaluate the diagnostic accuracy spectral pro-cessing and chemometrics analysis allowed for detecting spectral biomarkers that discriminated the two cohorts. About 250 infrared spectra were statistically important for separating the groups. Peaks at 1000 cm−1 in OA serum were associated mainly with C–O stretching vibration associated with the changes in the proteoglycan contents previously reported in OA. A good overall classifi- cation accuracy of 74.47% was obtained from the DA model. Our findings indicated that this dis-criminating model, which incorporated the ATR-FTIR spectrum, could provide a rapid and cost-effective blood test, thus facilitating the early diagnosis of human OA Multidisciplinary Digital Publishing Institute (MDPI) 2023-01-29 Article PeerReviewed application/pdf en http://irep.iium.edu.my/103463/3/103463_Diagnosis%20of%20osteoarthritis%20at%20an%20early%20stage%20via%20infrared%20spectroscopy%20combined%20chemometrics%20in%20human%20serum.pdf application/pdf en http://irep.iium.edu.my/103463/9/103463_Diagnosis%20of%20osteoarthritis%20at%20an%20early%20stage_Scopus.pdf application/pdf en http://irep.iium.edu.my/103463/10/103463_Diagnosis%20of%20Osteoarthritis%20at%20an%20Early_WOS.pdf Ab Aziz, Atiqah and Selvaratnam, Veenesh and Ahmad Fikri, Yasmin Fadzlin and Abdullah Sani, Muhamad Shirwan and Tunku Kamarul, Tunku Kamarul (2023) Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study. Processes, 11 (2). pp. 1-14. E-ISSN 2227-9717 https://www.mdpi.com/2227-9717/11/2/404 10.3390/pr11020404 |
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QD Chemistry Ab Aziz, Atiqah Selvaratnam, Veenesh Ahmad Fikri, Yasmin Fadzlin Abdullah Sani, Muhamad Shirwan Tunku Kamarul, Tunku Kamarul Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
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Methods applied for early diagnosis of osteoarthritis (OA) are limited. Early prevention and treatment can effectively reduce the pain of OA patients and save costs. The present study aimed to develop a rapid non-destructive detection method for early diagnosis of OA by evaluating
infrared (IR) spectroscopy combined chemometrics. Our cohort consisted of (a) 15 patients with osteoarthritis (OA) and (b) 10 without clinical signs of the disease and they were used as controls. Attenuated total reflection Fourier-transform infrared (ATR-FTIR) spectroscopy was used to inves-
tigate serum samples (50 μL) collected from these patients. A supervised classification algorithm namely discriminant analysis (DA) was applied to evaluate the diagnostic accuracy spectral pro-cessing and chemometrics analysis allowed for detecting spectral biomarkers that discriminated the
two cohorts. About 250 infrared spectra were statistically important for separating the groups. Peaks at 1000 cm−1 in OA serum were associated mainly with C–O stretching vibration associated with the changes in the proteoglycan contents previously reported in OA. A good overall classifi-
cation accuracy of 74.47% was obtained from the DA model. Our findings indicated that this dis-criminating model, which incorporated the ATR-FTIR spectrum, could provide a rapid and cost-effective blood test, thus facilitating the early diagnosis of human OA |
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Article |
author |
Ab Aziz, Atiqah Selvaratnam, Veenesh Ahmad Fikri, Yasmin Fadzlin Abdullah Sani, Muhamad Shirwan Tunku Kamarul, Tunku Kamarul |
author_facet |
Ab Aziz, Atiqah Selvaratnam, Veenesh Ahmad Fikri, Yasmin Fadzlin Abdullah Sani, Muhamad Shirwan Tunku Kamarul, Tunku Kamarul |
author_sort |
Ab Aziz, Atiqah |
title |
Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
title_short |
Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
title_full |
Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
title_fullStr |
Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
title_full_unstemmed |
Diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
title_sort |
diagnosis of osteoarthritis at an early stage via infrared spectroscopy combined chemometrics in human serum: a pilot study |
publisher |
Multidisciplinary Digital Publishing Institute (MDPI) |
publishDate |
2023 |
url |
http://irep.iium.edu.my/103463/3/103463_Diagnosis%20of%20osteoarthritis%20at%20an%20early%20stage%20via%20infrared%20spectroscopy%20combined%20chemometrics%20in%20human%20serum.pdf http://irep.iium.edu.my/103463/9/103463_Diagnosis%20of%20osteoarthritis%20at%20an%20early%20stage_Scopus.pdf http://irep.iium.edu.my/103463/10/103463_Diagnosis%20of%20Osteoarthritis%20at%20an%20Early_WOS.pdf http://irep.iium.edu.my/103463/ https://www.mdpi.com/2227-9717/11/2/404 |
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