acute kidney injury;
Raman spectroscopy;
partial least squares;
linear discriminant analysis;
urine;
SPECTROSCOPY;
D O I:
10.3390/jcm11164829
中图分类号:
R5 [内科学];
学科分类号:
1002 ;
100201 ;
摘要:
Acute kidney injury (AKI) is a common syndrome characterized by various etiologies and pathophysiologic processes that deteriorate kidney function. The aim of this study is to identify potential biomarkers in the urine of non-acute kidney injury (non-AKI) and AKI patients through Raman spectroscopy (RS) to predict the advancement in complications and kidney failure. Selected spectral regions containing prominent peaks of renal biomarkers were subjected to partial least squares linear discriminant analysis (PLS-LDA). This discriminant analysis classified the AKI patients from non-AKI subjects with a sensitivity and specificity of 97% and 100%, respectively. In this study, the RS measurements of urine specimens demonstrated that AKI had significantly higher nitrogenous compounds, porphyrin, tryptophan and neopterin when compared with non-AKI. This study's specific spectral information can be used to design an in vivo RS approach for the detection of AKI diseases.
机构:
Univ Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, BelgiumUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Hoste, Eric A. J.
;
Kellum, John A.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Crit Care Nephrol, Pittsburgh, PA USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Kellum, John A.
;
Selby, Nicholas M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Div Med Sci, Ctr Kidney Res & Innovat, Royal Derby Hosp Campus, Nottingham, England
Univ Nottingham, Grad Entry Med, Sch Med, Royal Derby Hosp Campus, Nottingham, EnglandUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Selby, Nicholas M.
;
Zarbock, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
Univ Munster, Dept Anesthesiol Intens Care & Pain Med, Munster, GermanyUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Zarbock, Alexander
;
Palevsky, Paul M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, VA Pittsburgh Healthcare Syst, Pittsburgh, PA USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Palevsky, Paul M.
;
Bagshaw, Sean M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Fac Med & Dent, Dept Crit Care Med, Edmonton, AB, CanadaUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Bagshaw, Sean M.
;
Goldstein, Stuart L.
论文数: 0引用数: 0
h-index: 0
机构:
Cincinnati Childrens Hosp Med Ctr, Div Nephrol & Hypertens, Inst Heart, Cincinnati, OH 45229 USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Goldstein, Stuart L.
;
Cerda, Jorge
论文数: 0引用数: 0
h-index: 0
机构:
Albany Med Coll, Div Nephrol & Hypertens, Albany, NY 12208 USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Cerda, Jorge
;
Chawla, Lakhmir S.
论文数: 0引用数: 0
h-index: 0
机构:
VA Med Ctr, Dept Med, Washington, DC USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
机构:
Virginia Tech, Dept Biol Syst Engn, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Huttanus, Herbert M.
;
Vu, Tommy
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Vu, Tommy
;
Guruli, Georgi
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Surg Urol, Richmond, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Guruli, Georgi
;
Tracey, Andrew
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Surg Urol, Richmond, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Tracey, Andrew
;
Carswell, William
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Biol Syst Engn, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Carswell, William
;
Said, Neveen
论文数: 0引用数: 0
h-index: 0
机构:
Wake Forest Sch Med, Dept Canc Biol, Winston Salem, NC 27101 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Said, Neveen
;
Du, Pang
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Stat, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Du, Pang
;
Parkinson, Bing G.
论文数: 0引用数: 0
h-index: 0
机构:
Lewis Gale Med Ctr, Internal Med, Salem, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Parkinson, Bing G.
;
Orlando, Giuseppe
论文数: 0引用数: 0
h-index: 0
机构:
Wake Forest Univ, Baptist Med Ctr, Dept Surg Sci Transplant, Winston Salem, NC 27101 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Orlando, Giuseppe
;
Robertson, John L.
论文数: 0引用数: 0
h-index: 0
机构:
DialySensors Inc, Blacksburg, VA 24060 USA
Virginia Tech, Dept Biomed Engn & Mech, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Robertson, John L.
;
Senger, Ryan S.
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA
DialySensors Inc, Blacksburg, VA 24060 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
机构:
Univ Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, BelgiumUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Hoste, Eric A. J.
;
Kellum, John A.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Crit Care Nephrol, Pittsburgh, PA USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Kellum, John A.
;
Selby, Nicholas M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Div Med Sci, Ctr Kidney Res & Innovat, Royal Derby Hosp Campus, Nottingham, England
Univ Nottingham, Grad Entry Med, Sch Med, Royal Derby Hosp Campus, Nottingham, EnglandUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Selby, Nicholas M.
;
Zarbock, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
Univ Munster, Dept Anesthesiol Intens Care & Pain Med, Munster, GermanyUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Zarbock, Alexander
;
Palevsky, Paul M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, VA Pittsburgh Healthcare Syst, Pittsburgh, PA USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Palevsky, Paul M.
;
Bagshaw, Sean M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Fac Med & Dent, Dept Crit Care Med, Edmonton, AB, CanadaUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Bagshaw, Sean M.
;
Goldstein, Stuart L.
论文数: 0引用数: 0
h-index: 0
机构:
Cincinnati Childrens Hosp Med Ctr, Div Nephrol & Hypertens, Inst Heart, Cincinnati, OH 45229 USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Goldstein, Stuart L.
;
Cerda, Jorge
论文数: 0引用数: 0
h-index: 0
机构:
Albany Med Coll, Div Nephrol & Hypertens, Albany, NY 12208 USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
Cerda, Jorge
;
Chawla, Lakhmir S.
论文数: 0引用数: 0
h-index: 0
机构:
VA Med Ctr, Dept Med, Washington, DC USAUniv Ghent, Ghent Univ Hosp, Intens Care Unit, Ghent, Belgium
机构:
Virginia Tech, Dept Biol Syst Engn, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Huttanus, Herbert M.
;
Vu, Tommy
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Vu, Tommy
;
Guruli, Georgi
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Surg Urol, Richmond, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Guruli, Georgi
;
Tracey, Andrew
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Surg Urol, Richmond, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Tracey, Andrew
;
Carswell, William
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Biol Syst Engn, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Carswell, William
;
Said, Neveen
论文数: 0引用数: 0
h-index: 0
机构:
Wake Forest Sch Med, Dept Canc Biol, Winston Salem, NC 27101 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Said, Neveen
;
Du, Pang
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Stat, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Du, Pang
;
Parkinson, Bing G.
论文数: 0引用数: 0
h-index: 0
机构:
Lewis Gale Med Ctr, Internal Med, Salem, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Parkinson, Bing G.
;
Orlando, Giuseppe
论文数: 0引用数: 0
h-index: 0
机构:
Wake Forest Univ, Baptist Med Ctr, Dept Surg Sci Transplant, Winston Salem, NC 27101 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Orlando, Giuseppe
;
Robertson, John L.
论文数: 0引用数: 0
h-index: 0
机构:
DialySensors Inc, Blacksburg, VA 24060 USA
Virginia Tech, Dept Biomed Engn & Mech, Blacksburg, VA USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA
Robertson, John L.
;
Senger, Ryan S.
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA
DialySensors Inc, Blacksburg, VA 24060 USAVirginia Tech, Dept Biol Syst Engn, Blacksburg, VA USA