Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, USA.
College of Veterinary Medicine, Pathobiology and Population Medicine, Mississippi State University, Starkville, MS, 39762, USA.
Sci Rep. 2021 Jan 14;11(1):1392. doi: 10.1038/s41598-021-81032-x.
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.
牛呼吸道疾病(BRD)与溶血性曼海姆菌有关,是牛肺炎的主要病因。BRD 的传统诊断依赖于视觉评估,这种方法可能不及时、不敏感且无特异性,导致治疗不足和疾病进一步传播。近红外光谱(NIRS)是一种快速采集的振动光谱技术,可分析生物流体的变化,当与多元分析结合使用时,具有疾病诊断的潜力。本研究描述了感染溶血性曼海姆菌的奶牛血液血浆的 NIR 光谱特征,并使用标准化的临床和血液学参考参数验证了光谱生物化学。在支气管内受控挑战前 4 天(基线)和 23 天后采集血液样本。使用 PCA-LDA 模型,NIR 光谱曲线能够以准确性、灵敏度和特异性≥90%区分和预测动物疾病进展的基线和感染状态。这些结果表明,在溶血性曼海姆菌感染期间,奶牛血液中发生的生理和生化变化反映在 NIR 光谱特征中,证明了 NIRS 作为一种随时间推移诊断和监测 BRD 的工具的潜力。