Profiling Mannheimia haemolytica infection in dairy calves using near infrared spectroscopy (NIRS) and multivariate analysis (MVA).


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
14 01 2021
Historique:
received: 04 09 2020
accepted: 23 12 2020
entrez: 15 1 2021
pubmed: 16 1 2021
medline: 10 8 2021
Statut: epublish

Résumé

Bovine respiratory disease (BRD) linked with Mannheimia haemolytica is the principal cause of pneumonia in cattle. Diagnosis of BRD traditionally relies on visual assessment, which can be untimely, insensitive, and nonspecific leading to inadequate treatment and further spread of disease. Near Infrared Spectroscopy (NIRS) is a rapid acquisition vibrational spectroscopy that can profile changes in biofluids, and when used in combination with multivariate analysis, has potential for disease diagnosis. This study characterizes the NIR spectral profile of blood plasma from dairy calves infected with M. haemolytica and validates the spectral biochemistry using standardized clinical and hematological reference parameters. Blood samples were collected for four days prior to (baseline), and 23 days after, a controlled intrabronchial challenge. NIR spectral profiles of blood plasma discriminated and predicted Baseline and Infected states of animal disease progression with accuracy, sensitivity, and specificity ≥ 90% using PCA-LDA models. These results show that physiological and biochemical changes occurring in the bloodstream of dairy calves during M. haemolytica infection are reflected in the NIR spectral profiles, demonstrating the potential of NIRS as a diagnostic and monitoring tool of BRD over time.

Identifiants

pubmed: 33446786
doi: 10.1038/s41598-021-81032-x
pii: 10.1038/s41598-021-81032-x
pmc: PMC7809125
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

1392

Références

Chemistry. 2020 Aug 21;:
pubmed: 32820844
Vaccine. 2005 Aug 31;23(37):4625-30
pubmed: 15967545
Prev Vet Med. 2016 Dec 1;135:67-73
pubmed: 27931931
Vet Clin North Am Food Anim Pract. 2015 Nov;31(3):351-65, v-vi
pubmed: 26210764
Vet Pathol. 2011 Mar;48(2):338-48
pubmed: 20685916
Philos Trans A Math Phys Eng Sci. 2016 Apr 13;374(2065):20150202
pubmed: 26953178
Microb Pathog. 2012 May;52(5):302-9
pubmed: 22401911
J Anim Sci. 2010 Jun;88(6):2166-78
pubmed: 20154164
Theriogenology. 2014 Feb;81(3):509-13
pubmed: 24290373
Prev Vet Med. 2016 Apr 1;126:74-80
pubmed: 26879058
Sci Rep. 2020 Jan 10;10(1):115
pubmed: 31924818
J Agric Food Chem. 1999 Jan;47(1):231-6
pubmed: 10563877
J Anim Sci. 2006 Aug;84(8):1999-2008
pubmed: 16864858
Vet Clin North Am Food Anim Pract. 2007 Nov;23(3):377-402, v
pubmed: 17920454
Oecologia. 1998 Sep;116(3):293-305
pubmed: 28308060
J Immunol. 2010 Apr 15;184(8):4062-8
pubmed: 20368286
Vet Clin North Am Food Anim Pract. 2016 Mar;32(1):19-35
pubmed: 26922110
J Dairy Sci. 2020 Feb;103(2):1583-1597
pubmed: 31759608
Vet Clin North Am Food Anim Pract. 2010 Jul;26(2):381-94
pubmed: 20619191
Am J Hematol. 2014 Apr;89(4):443-7
pubmed: 24809098
Analyst. 2018 Dec 3;143(24):5959-5964
pubmed: 30183030
ISME J. 2007 Aug;1(4):271-82
pubmed: 18043638
J Vet Diagn Invest. 2009 Jul;21(4):446-53
pubmed: 19564492
J Alzheimers Dis. 2013;34(4):911-20
pubmed: 23302656
Semin Immunol. 2016 Oct;28(5):450-468
pubmed: 27780657
J Chromatogr A. 2004 Jan 30;1025(1):63-9
pubmed: 14753672
Molecules. 2020 Jun 26;25(12):
pubmed: 32604876
J Clin Microbiol. 2014 Feb;52(2):438-48
pubmed: 24478472
Proc Biol Sci. 2014 Apr 16;281(1784):20132839
pubmed: 24741009
J Anim Sci. 2013 Aug;91(8):3917-29
pubmed: 23658357
J Vet Intern Med. 2016 Jul;30(4):1356-68
pubmed: 27255433
BMC Vet Res. 2017 Apr 8;13(1):97
pubmed: 28390431
Mol Med Rep. 2009 Sep-Oct;2(5):805-9
pubmed: 21475905
Microbiol Immunol. 2005;49(7):695-701
pubmed: 16034213
Molecules. 2019 Jul 28;24(15):
pubmed: 31357745
J Alzheimers Dis. 2009;17(2):391-7
pubmed: 19363272
Front Chem. 2018 Aug 28;6:363
pubmed: 30211151
J Vet Intern Med. 2015 Nov-Dec;29(6):1728-34
pubmed: 26332345
Prev Vet Med. 2019 Jan 1;162:38-45
pubmed: 30621897
Science. 2003 Feb 28;299(5611):1367-72
pubmed: 12543981
Molecules. 2020 Aug 12;25(16):
pubmed: 32806655
Crit Care. 2000;4 Suppl 2:S3-7
pubmed: 11255592
Vet J. 2010 Jul;185(1):23-7
pubmed: 20621712

Auteurs

Mariana Santos-Rivera (M)

Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, USA.

Amelia Woolums (A)

College of Veterinary Medicine, Pathobiology and Population Medicine, Mississippi State University, Starkville, MS, 39762, USA.

Merrilee Thoresen (M)

College of Veterinary Medicine, Pathobiology and Population Medicine, Mississippi State University, Starkville, MS, 39762, USA.

Ellianna Blair (E)

Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, USA.

Victoria Jefferson (V)

Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, USA.

Florencia Meyer (F)

Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, USA.

Carrie K Vance (CK)

Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, USA. ckv7@msstate.edu.

Articles similaires

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male
Humans Meals Time Factors Female Adult

Classifications MeSH