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...

Full description

Saved in:
Bibliographic Details
Main Authors: Ab Aziz, Atiqah, Selvaratnam, Veenesh, Ahmad Fikri, Yasmin Fadzlin, Abdullah Sani, Muhamad Shirwan, Tunku Kamarul, Tunku Kamarul
Format: Article
Language:English
English
English
Published: Multidisciplinary Digital Publishing Institute (MDPI) 2023
Subjects:
Online Access: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
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Universiti Islam Antarabangsa Malaysia
Language: English
English
English
id my.iium.irep.103463
record_format dspace
spelling 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
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
English
topic QD Chemistry
spellingShingle 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
description 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
format 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
_version_ 1770550863733981184