Identification of Pulmonary Edema in Forensic Autopsy Cases of Sudden Cardiac Death Using Fourier Transform Infrared Microspectroscopy: A Pilot Study

被引:23
作者
Lin, Hancheng [1 ,2 ]
Luo, Yiwen [2 ]
Sun, Qiran [2 ]
Zhang, Ji [2 ]
Tuo, Ya [3 ]
Zhang, Zhong [2 ]
Wang, Lei [2 ]
Deng, Kaifei [2 ]
Chen, Yijiu [2 ]
Huang, Ping [2 ]
Wang, Zhenyuan [1 ]
机构
[1] Xi An Jiao Tong Univ, Dept Forens Pathol, Xian 710061, Shaanxi, Peoples R China
[2] Acad Forens Sci, Shanghai Forens Serv Platform, Shanghai Key Lab Forens Med, Shanghai 200063, Peoples R China
[3] Shanghai Univ Med & Hlth Sci, Dept Biochem & Physiol, Shanghai 201318, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
MOLECULAR PATHOLOGY; PLASMA; SPECTROSCOPY; DIAGNOSIS; SERUM;
D O I
10.1021/acs.analchem.7b04642
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Many studies have proven the usefulness of biofluid-based infrared spectroscopy in the clinical domain for diagnosis and monitoring the progression of diseases. Here we present a state-of-the-art study in the forensic field that employed Fourier transform infrared microspectroscopy for postmortem diagnosis of sudden cardiac death (SCD) by in situ biochemical investigation of alveolar edema fluid in lung tissue sections. The results of amide-related spectral absorbance analysis demonstrated that the pulmonary edema fluid of the SCD group was richer in protein components than that of the neurologic catastrophe (NC) and lethal multiple injuries (LMI) groups. The complementary results of unsupervised principle component analysis (PCA) and genetic algorithm-guided partial least-squares discriminant analysis (GA-PLS-DA) indicated different global spectral band patterns of pulmonary edema fluids between these three groups. Ultimately, a random forest (RF) classification model for postmortem diagnosis of SCD was built and achieved good sensitivity and specificity scores of 97.3% and 95.5%, respectively. Classification predictions of unknown pulmonary edema fluid collected from 16 cases were also performed by the model, resulting in 100% correct discrimination. This pilot study demonstrates that FTIR microspectroscopy in combination with chemometrics has the potential to be an effective aid for postmortem diagnosis of SCD.
引用
收藏
页码:2708 / 2715
页数:8
相关论文
共 49 条
[1]   Neural network algorithm for the early detection of Parkinson's disease from blood plasma by FTIR micro-spectroscopy [J].
Ahmed, Shiek S. S. J. ;
Santosh, Winkins ;
Kumar, Suresh ;
Christlet, T. Hema Thanka .
VIBRATIONAL SPECTROSCOPY, 2010, 53 (02) :181-188
[2]   Structural analysis of protein inclusion bodies by Fourier transform infrared microspectroscopy [J].
Ami, Diletta ;
Natalello, Antonino ;
Taylor, Geoffrey ;
Tonon, Giancarlo ;
Doglia, Silvia Maria .
BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS, 2006, 1764 (04) :793-799
[3]   Developing and understanding biofluid vibrational spectroscopy: a critical review [J].
Baker, Matthew J. ;
Hussain, Shawn R. ;
Lovergne, Lila ;
Untereiner, Valerie ;
Hughes, Caryn ;
Lukaszewski, Roman A. ;
Thiefin, Gerard ;
Sockalingum, Ganesh D. .
CHEMICAL SOCIETY REVIEWS, 2016, 45 (07) :1803-1818
[4]   Using Fourier transform IR spectroscopy to analyze biological materials [J].
Baker, Matthew J. ;
Trevisan, Julio ;
Bassan, Paul ;
Bhargava, Rohit ;
Butler, Holly J. ;
Dorling, Konrad M. ;
Fielden, Peter R. ;
Fogarty, Simon W. ;
Fullwood, Nigel J. ;
Heys, Kelly A. ;
Hughes, Caryn ;
Lasch, Peter ;
Martin-Hirsch, Pierre L. ;
Obinaju, Blessing ;
Sockalingum, Ganesh D. ;
Sule-Suso, Josep ;
Strong, Rebecca J. ;
Walsh, Michael J. ;
Wood, Bayden R. ;
Gardner, Peter ;
Martin, Francis L. .
NATURE PROTOCOLS, 2014, 9 (08) :1771-1791
[5]   Classification tools in chemistry. Part 1: linear models. PLS-DA [J].
Ballabio, Davide ;
Consonni, Viviana .
ANALYTICAL METHODS, 2013, 5 (16) :3790-3798
[6]   Effect of thermal treatment on secondary structure and conformational change of mushroom polyphenol oxidase (PPO) as food quality related enzyme: A FTIR study [J].
Baltacioglu, Hande ;
Bayindirli, Alev ;
Severcan, Mete ;
Severcan, Feride .
FOOD CHEMISTRY, 2015, 187 :263-269
[7]   Postmortem diagnosis in sudden cardiac death victims: macroscopic, microscopic and molecular findings [J].
Basso, C ;
Calabrese, F ;
Corrado, D ;
Thiene, G .
CARDIOVASCULAR RESEARCH, 2001, 50 (02) :290-300
[8]  
Basso C., 2010, VIRCHOWS ARCH, V102, P391
[9]   Neurogenic pulmonary edema [J].
Baumann, A. ;
Audibert, G. ;
McDonnell, J. ;
Mertes, P. M. .
ACTA ANAESTHESIOLOGICA SCANDINAVICA, 2007, 51 (04) :447-455
[10]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32