Diagnosing COVID-19 in human serum using Raman spectroscopy

This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for COVID-19 by RT-PCR RNA and ELISA tests were analyzed. Raman spectra were obtained with a dispersive Raman spectrometer (830 nm, 350 mW) in tripl...

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Published inLasers in medical science Vol. 37; no. 4; pp. 2217 - 2226
Main Authors Goulart, Ana Cristina Castro, Silveira, Landulfo, Carvalho, Henrique Cunha, Dorta, Cristiane Bissoli, Pacheco, Marcos Tadeu T., Zângaro, Renato Amaro
Format Journal Article
LanguageEnglish
Published London Springer London 01.06.2022
Springer Nature B.V
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Abstract This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for COVID-19 by RT-PCR RNA and ELISA tests were analyzed. Raman spectra were obtained with a dispersive Raman spectrometer (830 nm, 350 mW) in triplicate, being submitted to exploratory analysis with principal component analysis (PCA) to identify the spectral differences and discriminant analysis with PCA (PCA-DA) and partial least squares (PLS-DA) for classification of the blood serum spectra into Control and COVID-19. The spectra of both groups positive and negative for COVID-19 showed peaks referred to the basal constitution of the serum (mainly albumin). The difference spectra showed decrease in the peaks referred to proteins and amino acids for the group positive. PCA variables showed more detailed spectral differences related to the biochemical alterations due to the COVID-19 such as increase in lipids, nitrogen compounds (urea and amines/amides) and nucleic acids, and decrease of proteins and amino acids (tryptophan) in the COVID-19 group. The discriminant analysis applied to the principal component loadings (PC2, PC4, PC5, and PC6) could classify spectra with 87% sensitivity and 100% specificity compared to 95% sensitivity and 100% specificity indicated in the RT-PCR kit leaflet, demonstrating the possibilities of a rapid, label-free, and costless technique for diagnosing COVID-19 infection.
AbstractList This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for COVID-19 by RT-PCR RNA and ELISA tests were analyzed. Raman spectra were obtained with a dispersive Raman spectrometer (830 nm, 350 mW) in triplicate, being submitted to exploratory analysis with principal component analysis (PCA) to identify the spectral differences and discriminant analysis with PCA (PCA-DA) and partial least squares (PLS-DA) for classification of the blood serum spectra into Control and COVID-19. The spectra of both groups positive and negative for COVID-19 showed peaks referred to the basal constitution of the serum (mainly albumin). The difference spectra showed decrease in the peaks referred to proteins and amino acids for the group positive. PCA variables showed more detailed spectral differences related to the biochemical alterations due to the COVID-19 such as increase in lipids, nitrogen compounds (urea and amines/amides) and nucleic acids, and decrease of proteins and amino acids (tryptophan) in the COVID-19 group. The discriminant analysis applied to the principal component loadings (PC2, PC4, PC5, and PC6) could classify spectra with 87% sensitivity and 100% specificity compared to 95% sensitivity and 100% specificity indicated in the RT-PCR kit leaflet, demonstrating the possibilities of a rapid, label-free, and costless technique for diagnosing COVID-19 infection.
This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for COVID-19 by RT-PCR RNA and ELISA tests were analyzed. Raman spectra were obtained with a dispersive Raman spectrometer (830 nm, 350 mW) in triplicate, being submitted to exploratory analysis with principal component analysis (PCA) to identify the spectral differences and discriminant analysis with PCA (PCA-DA) and partial least squares (PLS-DA) for classification of the blood serum spectra into Control and COVID-19. The spectra of both groups positive and negative for COVID-19 showed peaks referred to the basal constitution of the serum (mainly albumin). The difference spectra showed decrease in the peaks referred to proteins and amino acids for the group positive. PCA variables showed more detailed spectral differences related to the biochemical alterations due to the COVID-19 such as increase in lipids, nitrogen compounds (urea and amines/amides) and nucleic acids, and decrease of proteins and amino acids (tryptophan) in the COVID-19 group. The discriminant analysis applied to the principal component loadings (PC2, PC4, PC5, and PC6) could classify spectra with 87% sensitivity and 100% specificity compared to 95% sensitivity and 100% specificity indicated in the RT-PCR kit leaflet, demonstrating the possibilities of a rapid, label-free, and costless technique for diagnosing COVID-19 infection.
This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for COVID-19 by RT-PCR RNA and ELISA tests were analyzed. Raman spectra were obtained with a dispersive Raman spectrometer (830 nm, 350 mW) in triplicate, being submitted to exploratory analysis with principal component analysis (PCA) to identify the spectral differences and discriminant analysis with PCA (PCA-DA) and partial least squares (PLS-DA) for classification of the blood serum spectra into Control and COVID-19. The spectra of both groups positive and negative for COVID-19 showed peaks referred to the basal constitution of the serum (mainly albumin). The difference spectra showed decrease in the peaks referred to proteins and amino acids for the group positive. PCA variables showed more detailed spectral differences related to the biochemical alterations due to the COVID-19 such as increase in lipids, nitrogen compounds (urea and amines/amides) and nucleic acids, and decrease of proteins and amino acids (tryptophan) in the COVID-19 group. The discriminant analysis applied to the principal component loadings (PC2, PC4, PC5, and PC6) could classify spectra with 87% sensitivity and 100% specificity compared to 95% sensitivity and 100% specificity indicated in the RT-PCR kit leaflet, demonstrating the possibilities of a rapid, label-free, and costless technique for diagnosing COVID-19 infection.This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for COVID-19 by RT-PCR RNA and ELISA tests were analyzed. Raman spectra were obtained with a dispersive Raman spectrometer (830 nm, 350 mW) in triplicate, being submitted to exploratory analysis with principal component analysis (PCA) to identify the spectral differences and discriminant analysis with PCA (PCA-DA) and partial least squares (PLS-DA) for classification of the blood serum spectra into Control and COVID-19. The spectra of both groups positive and negative for COVID-19 showed peaks referred to the basal constitution of the serum (mainly albumin). The difference spectra showed decrease in the peaks referred to proteins and amino acids for the group positive. PCA variables showed more detailed spectral differences related to the biochemical alterations due to the COVID-19 such as increase in lipids, nitrogen compounds (urea and amines/amides) and nucleic acids, and decrease of proteins and amino acids (tryptophan) in the COVID-19 group. The discriminant analysis applied to the principal component loadings (PC2, PC4, PC5, and PC6) could classify spectra with 87% sensitivity and 100% specificity compared to 95% sensitivity and 100% specificity indicated in the RT-PCR kit leaflet, demonstrating the possibilities of a rapid, label-free, and costless technique for diagnosing COVID-19 infection.
Author Goulart, Ana Cristina Castro
Carvalho, Henrique Cunha
Pacheco, Marcos Tadeu T.
Zângaro, Renato Amaro
Silveira, Landulfo
Dorta, Cristiane Bissoli
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  surname: Zângaro
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/35028768$$D View this record in MEDLINE/PubMed
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Issue 4
Keywords COVID-19
Serum
SARS-CoV-2
Diagnosis
Raman spectroscopy
Principal component analysis
Language English
License 2021. The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature.
This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
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AAYXX
PublicationCentury 2000
PublicationDate 2022-06-01
PublicationDateYYYYMMDD 2022-06-01
PublicationDate_xml – month: 06
  year: 2022
  text: 2022-06-01
  day: 01
PublicationDecade 2020
PublicationPlace London
PublicationPlace_xml – name: London
– name: England
– name: Heidelberg
PublicationTitle Lasers in medical science
PublicationTitleAbbrev Lasers Med Sci
PublicationTitleAlternate Lasers Med Sci
PublicationYear 2022
Publisher Springer London
Springer Nature B.V
Publisher_xml – name: Springer London
– name: Springer Nature B.V
References Ferguson NM, Laydon D, Nedjati-Gilani G et al (2020) Impact of non-pharmaceutical interventions (NPIs) to reduce COVID-19 mortality and healthcare demand. Imperial College London. https://doi.org/10.25561/77482
AlmeidaMLSaatkampCJFernandesABEstimating the concentration of urea and creatinine in the human serum of normal and dialysis patients through Raman spectroscopyLasers Med Sci20163171415142310.1007/s10103-016-2003-y27393683
BilalMSaleemMBilalMRaman spectroscopy-based screening of IgM positive and negative sera for dengue virus infectionLaser Phys Lett2016261110.1088/1054-660X/26/11/115602
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AloisioEChibirevaMSerafiniLA comprehensive appraisal of laboratory biochemistry tests as major predictors of COVID-19 severityArch Pathol Lab Med202014412145714641:CAS:528:DC%2BB3MXhsFWhsbrE10.5858/arpa.2020-0389-SA32649222
DuarteJPachecoMTVillaverdeABNear-infrared Raman spectroscopy to detect anti-Toxoplasma gondii antibody in blood sera of domestic cats: quantitative analysis based on partial least-squares multivariate statisticsJ Biomed Opt20101541:CAS:528:DC%2BC3cXhtV2jtLzJ10.1117/1.346300620799833
ShenBYiXSunYProteomic and metabolomic characterization of COVID-19 patient seraCell2020182159721:CAS:528:DC%2BB3cXhtVyit7rL10.1016/j.cell.2020.05.032324924067254001
ChacolliMLAProtein C reactive as inflammation markerRev Méd (Tacna)20181114244
WangDLiRWangJCorrelation analysis between disease severity and clinical and biochemical characteristics of 143 cases of COVID-19 in Wuhan, China: a descriptive studyBMC Infect Dis2020205191:CAS:528:DC%2BB3cXhsVWhtbvE10.1186/s12879-020-05242-w326779187364396
CorreiaNABatistaLTANascimentoRJMDetection of prostate cancer by Raman spectroscopy: a multivariate study on patients with normal and altered PSA valuesJ Photochem Photobiol B Biol20202041:CAS:528:DC%2BB3cXhslSgsro%3D10.1016/j.jphotobiol.2020.111801
CiaccioMAgnelloLBiochemical biomarkers alterations in Coronavirus Disease 2019 (COVID-19)Diagnosis2020743653721:CAS:528:DC%2BB38XlsFalsbo%3D10.1515/dx-2020-005732589600
Word Health Organization (2020) WHO Coronavirus disease (COVID-19) dashboard. Word Health Organization – WHO. https://COVID19.who.int. Acessed 15 August 2021.
KandelNChungongSOmaarAHealth security capacities in the context of COVID-19 outbreak: an analysis of International Health Regulations annual report data from 182 countriesLancet202039510229P1047105310.1016/S0140-6736(20)30553-5
Garcia FilhoCVieiraLJESSilvaRMInternet searches for measures to address COVID-19 in Brazil: a description of searches in the first 100 days of 2020Epidemiol Serv Saúde202029310.5123/s1679-4974202000030001132520122
ACC Goulart RA Zângaro HC Carvalho et al (2021) Diagnosing COVID-19 in human sera with detected immunoglobulinsIgM and IgG by means of Raman spectroscopy. J Raman Spectrosc. https://doi.org/10.1002/jrs.6235
KhanRSRehmanIUSpectroscopy as a tool for detection and monitoring of Coronavirus (COVID-19)Expert Rev Mol Diagn20202076476491:CAS:528:DC%2BB3cXhtVClsrjJ10.1080/14737159.2020.176696832378969
ChengHXuCZhangDMulticlass identification of hepatitis C based on serum Raman spectroscopyPhotodiagnosis Photodyn Ther2020301:CAS:528:DC%2BB3cXhtVKmsLvJ10.1016/j.pdpdt.2020.10173532171878
ThomsMBuschauerRAmeismeierMStructural basis for translational shutdown and immune evasion by the Nsp1 protein of SARS-CoV-2Science20203696508124912551:CAS:528:DC%2BB3cXhslCltrnO10.1126/science.abc8665326808827402621
ThomasTStefanoniDReiszJACOVID-19 infection alters kynurenine and fatty acid metabolism, correlating with IL-6 levels and renal statusJCI Insight202051410.1172/jci.insight.1403277453907
Word Health Organization (2020) Laboratory testing strategy recommendations for COVID-19. World Health Organization – WHO. https://apps.who.int/iris/bitstream/handle/10665/331509/WHO-COVID-19-lab_testing-2020.1-eng.pdf. Acessed 15 August 2021.
Abbott Molecular Inc (2020) Abbott RealTime SARS-CoV-2. Abbot. https://www.molecular.abbott/sal/Abbott%20RealTime%20SARS-CoV-2%20amp%20kit%20IFU%2051-608442%20R2.pdf. Acessed 15 August 2021.
Lykina A, Artemyev D (2017) Analysis of albumin Raman scattering in visible and near-infrared ranges. In: Proceedings of the Saratov Fall Meeting 2017: Optical Technologies in Biophysics and Medicine XIX; Saratov, Russian Federation. 26–30 September 2017; p. 107160E. https://doi.org/10.1117/122317535
LinVJKoenigJLRaman studies of bovine serum albuminBiopolymers19761512032181:CAS:528:DyaE28XosFynug%3D%3D10.1002/bip.1976.3601501141119
XavierARSilvaJSAlmeidaJPCLCOVID-19: clinical and laboratory manifestations in novel coronavirus infectionJ Bras Patol Med Lab2020561:CAS:528:DC%2BB3cXisFeiurjJ10.5935/1676-2444.20200049
TrombergBJSchwetzTAPérez-StableEJRapid scaling up of Covid-19 diagnostic testing in the United States – The NIH RADx initiativeN Engl J Med202038311107110771:CAS:528:DC%2BB3cXhvVeju7vJ10.1056/NEJMsr2022263327069587493127
MarsonFALOrtegaMMCOVID-19 in BrazilPulmonology20202642412441:STN:280:DC%2BB38vjt1GjsQ%3D%3D10.1016/j.pulmoe.2020.04.008323710547183991
MovasaghiZRehmanSRehmanIURaman spectroscopy of biological tissuesAppl Spectrosc Rev20074254935411:CAS:528:DC%2BD2sXhtVWkur3J10.1080/05704920701551530
SilveiraLBorgesRCFNavarroRSQuantifying glucose and lipid components in human serum by Raman spectroscopy and multivariate statisticsLasers Med Sci201732478779510.1007/s10103-017-2173-228271376
ChanJFYipCCToKKImproved molecular diagnosis of COVID-19 by the novel, highly sensitive and specific COVID-19-RdRp/Hel Real Time Reverse Transcription PCR assay validated in vitro and with clinical specimensJ Clin Microbiol2020585e00310e3201:CAS:528:DC%2BB3cXhvVOgtrnN10.1128/JCM.00310-20321321967180250
KhanSUllahRSaleemMRaman spectroscopic analysis of dengue virus infection in human blood seraOptik20161274208620881:CAS:528:DC%2BC2MXhvVyhu7%2FE10.1016/j.ijleo.2015.11.060
El Khatib AS (2020) Economy versus epidemiology: an analysis of trade-off between markets and lives in COVID 19 times. Contab Neg (En línea) 15 30 62 80 https://doi.org/10.18800/contabilidad.202002.004
HoriueHSasakiMYoshikawaYRaman spectroscopic signatures of carotenoids and polyenes enable label-free visualization of microbial distributions within pink biofilmsSci Rep202010177041:CAS:528:DC%2BB3cXptFGitL4%3D10.1038/s41598-020-64737-3323820427206103
TongDChenCZhangJApplication of Raman spectroscopy in the detection of hepatitis B virus infectionPhotodiagnosis Photodyn Ther2019282482521:CAS:528:DC%2BC1MXhvFKhurbO10.1016/j.pdpdt.2019.08.00631425766
MastersonANLiyanageTBermanCA novel liquid biopsy-based approach for highly specific cancer diagnostics: mitigating false responses in assaying patient plasma-derived circulating microRNAs through combined SERS and plasmon-enhanced fluorescence analysesAnalyst202014512417341801:CAS:528:DC%2BB3cXpvFehsL8%3D10.1039/d0an00538j32490854
Schuchmann AZ, Schnorrenberger BL, Chiquetti ME et al (2020) Vertical social isolation X horizontal social isolation: health and social dilemas in copping with the COVID-19 pandemic. Braz J Health Rev 3 2 3556 3576 https://doi.org/10.34119/bjhrv3n2-185
SilvaAMOliveiraFSSde BritoPLSpectral model for diagnosis of acute leukemias in whole blood and plasma through Raman spectroscopyJ Biomed Opt2018231010.1117/1.JBO.23.10.107002
CarvalhoLFDCESNogueiraMSOptical techniques for fast screening — towards prevention of the coronavirus COVID-19 outbreakPhotodiagnosis Photodyn Ther2020301:CAS:528:DC%2BB3cXotFCgsrY%3D10.1016/j.pdpdt.2020.101765323049127158832
DesaiSMishraSVJoshiARaman spectroscopy based detection of RNA viruses in saliva: a preliminary reportJ Biophotonics202013101:CAS:528:DC%2BB3cXhvFOisbzO10.1002/jbio.20200018932609429
BispoJAVieiraEESSilveiraLCorrelating the amount of urea, creatinine, and glucose in urine from patients with diabetes mellitus and hypertension with the risk of developing renal lesions by means of Raman spectroscopy and principal component analysisJ Biomed Opt2013188870041:CAS:528:DC%2BC3sXhs1eis73E10.1117/1.JBO.18.8.08700423929457
Lin-Vien D, Colthup N, Fateley W et al (1991) Appendix 3 — A summary of characteristic Raman and infrared frequencies. In: The handbook of infrared and Raman characteristic frequencies of organic molecules, 1st edn. Academic Press, San Diego, pp. 477 490 https://doi.org/10.1016/B978-0-08-057116-4.50027-4
NogamiNSugtaHMiyazawaTC-S stretching vibrations and molecular conformations of isobutyl methyl sulfide and related alkyl sulfidesBull Chem Soc Japan1975489241724201:CAS:528:DyaE28Xktlek10.1246/bcsj.48.2417
Ivanciuc T, Sbrana E, Ansar M et al (2016) Hydrogen sulfide is an antiviral and antiinflammatory endogenous gasotransmitter in the airways. Role in respiratory syncytial virus infection. Am J Resp Cell Mol Biol 55 5 684 696 https://doi.org/10.1165/rcmb.2015-0385OC
NguyenTBangDDWolffA2019 Novel Coronavirus Disease (COVID-19): paving the road for rapid detection and point-of-care diagnosticsMicromachines (Basel)202011330610.3390/mi11030306
JolliffeITCadimaJPrincipal component analysis: a review and recent developmentsPhil Trans R Soc A201637420652015020210.1098/rsta.2015.0202269531784792409
KuharNSilSVermaTChallenges in application of Raman spectroscopy to biology and materialsRSC Adv2018825888259081:CAS:528:DC%2BC1cXhtlGht7%2FK10.1039/C8RA04491K355419739083091
LongCXuHShenQDiagnosis of the Coronavirus disease (COVID-19): rRT-PCR or CT?Eur J Radiol202012610.1016/j.ejrad.2020.108961322293227102545
TangYWSchmitzJEPersingDHLaboratory diagnosis of COVID 19: current issues and challengesJ Clin Microbiol2020586e00512e52010.1128/JCM.00512-20322458357269383
Auwaerter PG (2020) Coronavirus COVID-19 (SARS-COV-2). Johns Hopkins ABX Guide, Unbound Medicine. http://www.hopkinsguides.com/hopkins/view/Johns_Hopkins_ABX_Guide/540747/all/Coronavirus_COVID_19__SARS_CoV_2_. Acessed 05 August 2021.
KellamPBarclayWThe dynamics of humoral
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References_xml – reference: WangDLiRWangJCorrelation analysis between disease severity and clinical and biochemical characteristics of 143 cases of COVID-19 in Wuhan, China: a descriptive studyBMC Infect Dis2020205191:CAS:528:DC%2BB3cXhsVWhtbvE10.1186/s12879-020-05242-w326779187364396
– reference: Ivanciuc T, Sbrana E, Ansar M et al (2016) Hydrogen sulfide is an antiviral and antiinflammatory endogenous gasotransmitter in the airways. Role in respiratory syncytial virus infection. Am J Resp Cell Mol Biol 55 5 684 696 https://doi.org/10.1165/rcmb.2015-0385OC
– reference: El Khatib AS (2020) Economy versus epidemiology: an analysis of trade-off between markets and lives in COVID 19 times. Contab Neg (En línea) 15 30 62 80 https://doi.org/10.18800/contabilidad.202002.004
– reference: ShenBYiXSunYProteomic and metabolomic characterization of COVID-19 patient seraCell2020182159721:CAS:528:DC%2BB3cXhtVyit7rL10.1016/j.cell.2020.05.032324924067254001
– reference: DuarteJPachecoMTVillaverdeABNear-infrared Raman spectroscopy to detect anti-Toxoplasma gondii antibody in blood sera of domestic cats: quantitative analysis based on partial least-squares multivariate statisticsJ Biomed Opt20101541:CAS:528:DC%2BC3cXhtV2jtLzJ10.1117/1.346300620799833
– reference: Auwaerter PG (2020) Coronavirus COVID-19 (SARS-COV-2). Johns Hopkins ABX Guide, Unbound Medicine. http://www.hopkinsguides.com/hopkins/view/Johns_Hopkins_ABX_Guide/540747/all/Coronavirus_COVID_19__SARS_CoV_2_. Acessed 05 August 2021.
– reference: SilvaAMOliveiraFSSde BritoPLSpectral model for diagnosis of acute leukemias in whole blood and plasma through Raman spectroscopyJ Biomed Opt2018231010.1117/1.JBO.23.10.107002
– reference: KandelNChungongSOmaarAHealth security capacities in the context of COVID-19 outbreak: an analysis of International Health Regulations annual report data from 182 countriesLancet202039510229P1047105310.1016/S0140-6736(20)30553-5
– reference: AloisioEChibirevaMSerafiniLA comprehensive appraisal of laboratory biochemistry tests as major predictors of COVID-19 severityArch Pathol Lab Med202014412145714641:CAS:528:DC%2BB3MXhsFWhsbrE10.5858/arpa.2020-0389-SA32649222
– reference: TangYWSchmitzJEPersingDHLaboratory diagnosis of COVID 19: current issues and challengesJ Clin Microbiol2020586e00512e52010.1128/JCM.00512-20322458357269383
– reference: BispoJAVieiraEESSilveiraLCorrelating the amount of urea, creatinine, and glucose in urine from patients with diabetes mellitus and hypertension with the risk of developing renal lesions by means of Raman spectroscopy and principal component analysisJ Biomed Opt2013188870041:CAS:528:DC%2BC3sXhs1eis73E10.1117/1.JBO.18.8.08700423929457
– reference: TongDChenCZhangJApplication of Raman spectroscopy in the detection of hepatitis B virus infectionPhotodiagnosis Photodyn Ther2019282482521:CAS:528:DC%2BC1MXhvFKhurbO10.1016/j.pdpdt.2019.08.00631425766
– reference: Lin-Vien D, Colthup N, Fateley W et al (1991) Appendix 3 — A summary of characteristic Raman and infrared frequencies. In: The handbook of infrared and Raman characteristic frequencies of organic molecules, 1st edn. Academic Press, San Diego, pp. 477 490 https://doi.org/10.1016/B978-0-08-057116-4.50027-4
– reference: S Giansante HE Giana AB Fernandes et al 2021 Analytical performance of Raman spectroscopy in assaying biochemical components in human serum Lasers Med Scihttps://doi.org/10.1007/s10103-021-03247-8
– reference: KuharNSilSVermaTChallenges in application of Raman spectroscopy to biology and materialsRSC Adv2018825888259081:CAS:528:DC%2BC1cXhtlGht7%2FK10.1039/C8RA04491K355419739083091
– reference: ChengHXuCZhangDMulticlass identification of hepatitis C based on serum Raman spectroscopyPhotodiagnosis Photodyn Ther2020301:CAS:528:DC%2BB3cXhtVKmsLvJ10.1016/j.pdpdt.2020.10173532171878
– reference: Garcia FilhoCVieiraLJESSilvaRMInternet searches for measures to address COVID-19 in Brazil: a description of searches in the first 100 days of 2020Epidemiol Serv Saúde202029310.5123/s1679-4974202000030001132520122
– reference: CorreiaNABatistaLTANascimentoRJMDetection of prostate cancer by Raman spectroscopy: a multivariate study on patients with normal and altered PSA valuesJ Photochem Photobiol B Biol20202041:CAS:528:DC%2BB3cXhslSgsro%3D10.1016/j.jphotobiol.2020.111801
– reference: Word Health Organization (2020) WHO Coronavirus disease (COVID-19) dashboard. Word Health Organization – WHO. https://COVID19.who.int. Acessed 15 August 2021.
– reference: DesaiSMishraSVJoshiARaman spectroscopy based detection of RNA viruses in saliva: a preliminary reportJ Biophotonics202013101:CAS:528:DC%2BB3cXhvFOisbzO10.1002/jbio.20200018932609429
– reference: KhanRSRehmanIUSpectroscopy as a tool for detection and monitoring of Coronavirus (COVID-19)Expert Rev Mol Diagn20202076476491:CAS:528:DC%2BB3cXhtVClsrjJ10.1080/14737159.2020.176696832378969
– reference: LimJYNamJSYangSEIdentification of newly emerging influenza viruses by surface-enhanced Raman spectroscopyAnal Chem2015872311652116591:CAS:528:DC%2BC2MXhslGms7bF10.1021/acs.analchem.5b0266126528878
– reference: Schuchmann AZ, Schnorrenberger BL, Chiquetti ME et al (2020) Vertical social isolation X horizontal social isolation: health and social dilemas in copping with the COVID-19 pandemic. Braz J Health Rev 3 2 3556 3576 https://doi.org/10.34119/bjhrv3n2-185
– reference: ThomasTStefanoniDReiszJACOVID-19 infection alters kynurenine and fatty acid metabolism, correlating with IL-6 levels and renal statusJCI Insight202051410.1172/jci.insight.1403277453907
– reference: ACC Goulart RA Zângaro HC Carvalho et al (2021) Diagnosing COVID-19 in human sera with detected immunoglobulinsIgM and IgG by means of Raman spectroscopy. J Raman Spectrosc. https://doi.org/10.1002/jrs.6235
– reference: CarvalhoLFDCESNogueiraMSOptical techniques for fast screening — towards prevention of the coronavirus COVID-19 outbreakPhotodiagnosis Photodyn Ther2020301:CAS:528:DC%2BB3cXotFCgsrY%3D10.1016/j.pdpdt.2020.101765323049127158832
– reference: ThomsMBuschauerRAmeismeierMStructural basis for translational shutdown and immune evasion by the Nsp1 protein of SARS-CoV-2Science20203696508124912551:CAS:528:DC%2BB3cXhslCltrnO10.1126/science.abc8665326808827402621
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– reference: KuharNSilSUmapathySPotential of Raman spectroscopic techniques to study proteinsSpectrochim Acta A Mol Biomol Spectrosc20212581:CAS:528:DC%2BB3MXhtVKmsbzN10.1016/j.saa.2021.11971233965670
– reference: Abbott Molecular Inc (2020) Abbott RealTime SARS-CoV-2. Abbot. https://www.molecular.abbott/sal/Abbott%20RealTime%20SARS-CoV-2%20amp%20kit%20IFU%2051-608442%20R2.pdf. Acessed 15 August 2021.
– reference: MastersonANLiyanageTBermanCA novel liquid biopsy-based approach for highly specific cancer diagnostics: mitigating false responses in assaying patient plasma-derived circulating microRNAs through combined SERS and plasmon-enhanced fluorescence analysesAnalyst202014512417341801:CAS:528:DC%2BB3cXpvFehsL8%3D10.1039/d0an00538j32490854
– reference: NogamiNSugtaHMiyazawaTC-S stretching vibrations and molecular conformations of isobutyl methyl sulfide and related alkyl sulfidesBull Chem Soc Japan1975489241724201:CAS:528:DyaE28Xktlek10.1246/bcsj.48.2417
– reference: SilveiraLBorgesRCFNavarroRSQuantifying glucose and lipid components in human serum by Raman spectroscopy and multivariate statisticsLasers Med Sci201732478779510.1007/s10103-017-2173-228271376
– reference: Word Health Organization (2020) Laboratory testing strategy recommendations for COVID-19. World Health Organization – WHO. https://apps.who.int/iris/bitstream/handle/10665/331509/WHO-COVID-19-lab_testing-2020.1-eng.pdf. Acessed 15 August 2021.
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– reference: TrombergBJSchwetzTAPérez-StableEJRapid scaling up of Covid-19 diagnostic testing in the United States – The NIH RADx initiativeN Engl J Med202038311107110771:CAS:528:DC%2BB3cXhvVeju7vJ10.1056/NEJMsr2022263327069587493127
– reference: XavierARSilvaJSAlmeidaJPCLCOVID-19: clinical and laboratory manifestations in novel coronavirus infectionJ Bras Patol Med Lab2020561:CAS:528:DC%2BB3cXisFeiurjJ10.5935/1676-2444.20200049
– reference: Lykina A, Artemyev D (2017) Analysis of albumin Raman scattering in visible and near-infrared ranges. In: Proceedings of the Saratov Fall Meeting 2017: Optical Technologies in Biophysics and Medicine XIX; Saratov, Russian Federation. 26–30 September 2017; p. 107160E. https://doi.org/10.1117/122317535
– reference: LinVJKoenigJLRaman studies of bovine serum albuminBiopolymers19761512032181:CAS:528:DyaE28XosFynug%3D%3D10.1002/bip.1976.3601501141119
– reference: AlmeidaMLSaatkampCJFernandesABEstimating the concentration of urea and creatinine in the human serum of normal and dialysis patients through Raman spectroscopyLasers Med Sci20163171415142310.1007/s10103-016-2003-y27393683
– reference: JolliffeITCadimaJPrincipal component analysis: a review and recent developmentsPhil Trans R Soc A201637420652015020210.1098/rsta.2015.0202269531784792409
– reference: NguyenTBangDDWolffA2019 Novel Coronavirus Disease (COVID-19): paving the road for rapid detection and point-of-care diagnosticsMicromachines (Basel)202011330610.3390/mi11030306
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Snippet This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for...
This study proposed the diagnosis of COVID-19 by means of Raman spectroscopy. Samples of blood serum from 10 patients positive and 10 patients negative for...
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StartPage 2217
SubjectTerms Albumins
Amides
Amines
Amino acids
Blood
Coronaviruses
COVID-19
Dentistry
Discriminant analysis
Lasers
Lipids
Medical diagnosis
Medicine
Medicine & Public Health
Nitrogen compounds
Nucleic acids
Optical Devices
Optics
Original
Original Article
Photonics
Polymerase chain reaction
Principal components analysis
Proteins
Quantum Optics
Raman spectra
Raman spectroscopy
Spectral sensitivity
Spectroscopy
Spectrum analysis
Tryptophan
Urea
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Title Diagnosing COVID-19 in human serum using Raman spectroscopy
URI https://link.springer.com/article/10.1007/s10103-021-03488-7
https://www.ncbi.nlm.nih.gov/pubmed/35028768
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Volume 37
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