Erick D McNair1,2, Jennifer Bezaire1, Michael Moser3, Prosanta Mondal4, Josie Conacher1, Aleksandra Franczak3, Greg Sawicki5, David Reid3, Abass Khani-Hanjani2. 1. Department of Pathology and Laboratory Medicine, College of Medicine, University of Saskatchewan, Saskatoon, Canada. 2. Department of Surgery/Division of Cardiac Surgery, College of Medicine, University of Saskatchewan, Saskatoon, Canada. 3. Department of Medicine, College of Medicine, University of Saskatchewan, Saskatoon, Canada. 4. Department of Community Health and Epidemiology, College of Medicine, University of Saskatchewan, Saskatoon, Canada. 5. Department of Pharmacology, College of Medicine, University of Saskatchewan, Saskatoon, Canada.
Abstract
BACKGROUND: Cardiac surgery-associated acute kidney injury (AKI) is an adverse outcome that increases morbidity and mortality in patients undergoing cardiac surgical procedures. To date, the use of serum creatinine levels as an early indicator of AKI has limitations because of its slow rise and poor predictive accuracy for renal injury. This delay in diagnosis may lead to prolonged initiation in treatment and increased risk for adverse outcomes. OBJECTIVE: This pilot study explores serum and urine matrix metalloproteinases (MMPs)-2 and MMP-9 and their association, and potentially earlier detection of AKI in patients following cardiopulmonary bypass (CPB)-supported cardiac surgery. We hypothesize that increased activity of serum and urine levels MMP-2 and/ or MMP-9 are associated with AKI. Furthermore, MMP-2 and/ or MMP-9 may provide earlier identification of AKI as compared with serum levels of creatinine. METHODS: During the study period, there were 150 CPB-supported surgeries, 21 of which developed AKI according to the Kidney Disease Improving Global Outcomes criteria. We then selected a sample of 21 matched cases from those patients who went through the surgery without developing AKI. Primary outcomes were the measurement via gel zymography of the serum and urine activity of MMP-2 and MMP-9 drawn at the following intervals: pre-CPB; 10-minute post-CPB; and 4-hour post-CPB time points. Secondary variables were the measurement of serum creatinine, intensive care unit (ICU) fluid balance, and length of ICU stay. RESULTS: At the 10-minute and 4-hour post-CPB time points, the serum MMP-2 activity of AKI patients were significantly higher as compared with non-AKI patients (P < .001 and P = .004), respectively. Similarly, at the 10-minute and 4-hour post-CPB time points, the serum MMP-9 activity of AKI patients was significantly higher as compared with non-AKI patients (P = .001 and P = .014), respectively. The activity of urine MMP-2 and MMP-9 of AKI patients was significantly higher as compared with non-AKI patients at all 3 time points (P = .004, P < .001, P < .001), respectively. CONCLUSION: Although the pilot study may have limitations, it has demonstrated that the serum and urine levels of activity of MMP-2 and MMP-9 are associated with the clinical endpoint of AKI and appear to have earlier rising levels as compared with those of serum creatinine. Furthermore, in depth, exploration is underway with a larger sample size to attempt validation of the analytical performance and reproducibility of the assay for MMP-2 and MMP-9 to aid in earlier diagnosis of AKI following CPB-supported cardiac surgery.
BACKGROUND: Cardiac surgery-associated acute kidney injury (AKI) is an adverse outcome that increases morbidity and mortality in patients undergoing cardiac surgical procedures. To date, the use of serum creatinine levels as an early indicator of AKI has limitations because of its slow rise and poor predictive accuracy for renal injury. This delay in diagnosis may lead to prolonged initiation in treatment and increased risk for adverse outcomes. OBJECTIVE: This pilot study explores serum and urine matrix metalloproteinases (MMPs)-2 and MMP-9 and their association, and potentially earlier detection of AKI in patients following cardiopulmonary bypass (CPB)-supported cardiac surgery. We hypothesize that increased activity of serum and urine levels MMP-2 and/ or MMP-9 are associated with AKI. Furthermore, MMP-2 and/ or MMP-9 may provide earlier identification of AKI as compared with serum levels of creatinine. METHODS: During the study period, there were 150 CPB-supported surgeries, 21 of which developed AKI according to the Kidney Disease Improving Global Outcomes criteria. We then selected a sample of 21 matched cases from those patients who went through the surgery without developing AKI. Primary outcomes were the measurement via gel zymography of the serum and urine activity of MMP-2 and MMP-9 drawn at the following intervals: pre-CPB; 10-minute post-CPB; and 4-hour post-CPB time points. Secondary variables were the measurement of serum creatinine, intensive care unit (ICU) fluid balance, and length of ICU stay. RESULTS: At the 10-minute and 4-hour post-CPB time points, the serum MMP-2 activity of AKI patients were significantly higher as compared with non-AKI patients (P < .001 and P = .004), respectively. Similarly, at the 10-minute and 4-hour post-CPB time points, the serum MMP-9 activity of AKI patients was significantly higher as compared with non-AKI patients (P = .001 and P = .014), respectively. The activity of urine MMP-2 and MMP-9 of AKI patients was significantly higher as compared with non-AKI patients at all 3 time points (P = .004, P < .001, P < .001), respectively. CONCLUSION: Although the pilot study may have limitations, it has demonstrated that the serum and urine levels of activity of MMP-2 and MMP-9 are associated with the clinical endpoint of AKI and appear to have earlier rising levels as compared with those of serum creatinine. Furthermore, in depth, exploration is underway with a larger sample size to attempt validation of the analytical performance and reproducibility of the assay for MMP-2 and MMP-9 to aid in earlier diagnosis of AKI following CPB-supported cardiac surgery.
Up to 36% of patients undergoing cardiopulmonary bypass (CPB)–supported heart surgery
develop cardiac surgery–associated acute kidney injury (AKI), which is associated
with increasing mortality, morbidity, and health care costs.[1-3] AKI is characterized by a
sudden, sustained, and functionally significant decrease in renal function with
insufficient elimination waste products.[4,5] Although nephrotoxins have been implicated,
the exact mechanism of this condition is unknown with most evidence pointing
toward CPB.[6-8] The use of serum creatinine
(SCr) as an early indicator of AKI has limitations because of its slow rise and poor
predictive accuracy for renal injury.
This delay in diagnosis may lead to a late initiation in treatment and
increased risk of adverse outcomes.
Recent research investigating the early detection of AKI has been promising,
but lack of a reliable predictor or early detector remains.
This research investigates serum and urine activity of matrix
metalloproteinases (MMPs) MMP-2, and MMP-9, and their association with, and earlier
detection of, AKI compared with the current “Gold Standard” levels of SCr.MMP-2 and MMP-9 are proteolytic enzymes that play important roles in a variety of
physiological and pathological processes, and are best known for degradation of
extracellular proteins and remodeling of the extracellular matrix and
collagens.[12,13] Research with an animal model of myocardial infarction
demonstrated that MMPs are released throughout the continuum, from ischemia, through
injury, to infarction, and exacerbate injury to the myocardium.
Human atrial tissue biopsies reveal increased MMP activity following CPB.
Moreover, levels of MMP-2 and MMP-9 are increased in renal
ischemia/reperfusion (I/R) injury in animal models.[16,17] Our research employing a
machine cold perfusion rat kidney model shows that MMPs are involved in kidney
preservation injury and that MMP-2 inhibition with either doxycycline or MMP-2 small
silencing ribonucleic acid (siRNA) as an inhibitor results in markedly decreased
injury markers.[18,19] However, research demonstrating an association between MMP
activity and AKI has been studied sparsely.
Taken altogether, the literature suggests that I/R may promote increased
circulating activity of MMPs, which may have a significant association with tissue
injury. Increased activity of serum MMP-2 and MMP-9 are hypothesized to be
associated with AKI. Furthermore the measurement of, MMP-2 and/or MMP-9 may provide
earlier detection of AKI as compared with levels of serum creatinine.
Materials and Methods
Patient Sample
The University of Saskatchewan Biomedical Research Ethics Board approved the
study protocol, and the Provincial Health Authority granted operational
approval. Written consent for study participation was obtained and the study
period ranged from December 2018 to December 2019. This research was a
prospective, proof-of-concept, pilot study, consisting of 150 CPB-supported
surgeries where 21 patients developed AKI according to the Kidney Disease
Improving Global Outcomes (KDIGO) criteria.
Of the remaining 129 non-AKI patients, we used a matched based design to
select a sample of 21 patients (non-AKI) matched by age (± 10 years), sex, body
mass index (BMI; ± 5 kg/m2), EuroScore (± 10), baseline (pre-bypass)
estimated glomerular filtration (eGFR; ± 5 mL/min/1.73 m2), and type
of surgery with the AKI patients, rendering a final sample consisting of 42
patients. Demographic data and clinical characteristics were collected pre-,
peri-, and post-operatively.The inclusion criteria consisted of both sexes, 18 to 85 years of age, undergoing
elective or urgent cardiac surgery with a hemoglobin (Hgb) ≥100 g/L. The
exclusion criteria included patients for emergent surgery, pre-existing chronic
kidney disease (eGFR ≤ 30 mL/min/1.73 m2) on dialysis or prescribed
nephrotoxic mediations (fractionated heparins, opiates, penicillin-based
antibiotics, and acyclovir).
Cardiopulmonary Bypass
Anesthesia followed standard cardiac surgical protocol. Heparin dosing was
determined by a hemostasis management system, 2017 (HMS) (Medtronic,
Minneapolis, MN). Cardiopulmonary bypass was initiated after attaining an
activated clotting time (ACT) of ≥ 480 seconds.The CPB system used a Sorin S5 fifth-generation modular heart-lung machine, which
provided flows (LivaNova, London, United Kingdom, 2015) from 2.4 to 2.8
L/min/m2. Circuit priming consisted of 2 L of Plasma-Lyte A
(Baxter, Mississauga, Canada), 50 mEq of sodium bicarbonate, 100 mL of 25%
albumin, 2.5 mL/kg of 20% mannitol, and 10 KU of heparin. Following cannulation,
the prime volume was reduced with retrograde autologous priming, allowing the
replacement of the circuit crystalloid prime with the patient’s blood.
Specifically, the arterial and venous lines were carefully drained into
the venous reservoir and the crystalloid pumped into a recirculation bag to be
used, if required, for fluid replacement during CPB. Activated clotting times
during CPB exceeded 480 seconds, and heparin concentrations were ≥ 300 units/kg.
Following decannulation, heparin was reversed by an HMS-determined protamine
dose and return to the baseline ACT was confirmed. Patients were transported to
intensive care unit (ICU) on calibrated weight measuring beds.
Due to lack of general agreement with the previous classifications of
AKI,[24,25] the KDIGO Acute Kidney Injury Network (AKIN)
acknowledged that even smaller and more acute changes in SCr than those
previously proposed resulted in adverse outcomes.
Post-operatively, patients were separated into categories based on 2012
KDIGO criteria for the diagnosis of AKI: Stage 1: an increase
of SCr by ≥ 26.5 µmol/L within 48 hours; or an increase of SCr to ≥ 1.5 to 1.9
times baseline, which has occurred within 7 days; Stage 2: an
increase of SCr by 2.0 to 2.9 times baseline which has occurred within 7 days
and; Stage 3: increase of SCr serum creatinine to
3.0 times baseline or ≥353.6 μmol/L or initiation of renal
replacement therapy.
Using the KDIGO criteria, the AKI patients in this study were classified
as either Stage 1 or Stage 2.For the purposes of this study, we did not use the urine volume
criteria,[21,28] eGFR were calculated using the Chronic Kidney Disease
Epidemiology Collaboration (CKD-Epi) formula.[21,29] Our hospital laboratory
uses the CKD-EPI equation for eGFR which employs a 2-slope linear spline to
model the relationship between GFR and log serum creatinine, age, sex, and race.
It has shown good performance for patients with all common causes of kidney disease.
Sample Collection Methods and Intervals
Specimens for MMP-2, and MMP-9, activity measurements were obtained at pre-CPB
(prior to surgery), 10-minute post-CPB, and 4-hour post-CPB. Blood samples were
transferred into 4.0-mL vacutainer serum tubes (EM Science, Merck KGaA,
Darmstadt, Germany), allowed to clot for 20 to 30 minutes at room temperature
and centrifuged at 3000 revolutions per minute for 15 minute at 8°. Next samples
were divided, aliquoted, and storage at –80°C until assays were performed.
During sample analysis, thaw-refreeze cycles were avoided. Urine samples
were collected into specimen cups and frozen at –80°C until sample analysis.
Serum creatinine measurements were collected at the following points: baseline,
4-hour post-CPB, 8- and 18-hour ICU, and daily for 7 days.
Biochemical Measurements
Determination of MMP activity
Matrix metalloproteinases activity was assessed via gelatin zymography.
Serum and urine samples were applied to 8% polyacrylamide gel
copolymerized with 2 mg/mL gelatin. After electrophoresis, gels were rinsed
3 times for 20 minutes in 2.5% Triton X-100 to remove sodium dodecyl sulfate
(SDS). The gels were then washed twice in incubation buffer (50 mM Tris–HCl,
5 mM CaCl2, 150 mM NaCl, and 0.05% NaN3) for 20
minutes at room temperature and then placed in incubation buffer at 37°C for
24 hours. The gels were stained using 0.05% Coomassie Brilliant Blue G-250
in a mixture of methanol: acetic acid: water (2.5:1:6.5, v:v:v) and
de-stained in an aqueous solution of 4% methanol and 8% acetic acid (v:v).
Developed gels were scanned with a GS-800 calibrated densitometer (Bio-Rad,
Hercules, CA, USA) and MMP-2 and MMP-9 activities were measured using
Quantity One 4.6 software (Bio-Rad, Hercules, CA, USA).
Determination of Serum Creatinine
Serum creatinine was measured by the central hospital laboratory using a Roche
Cobas 6000 analyzer (Roche Diagnostics, Indianapolis, IN).
Results
Demographics
Baseline demographics and clinical characteristics are shown in Table 1. The patients
in the 2 groups (AKI vs non-AKI) were matched according to their baseline
demographic characteristics. Therefore, there were no significant differences
between the 2 groups preoperatively.
Table 1.
Demographics and Clinical Data.
Variable
AKI (n = 21)
Non-AKI (n = 21)
P value
Age (yr)
71.3 ± 4.6
67.3 ± 8.6
.067
71.0 (69.5-74.5)
66.0 (64.0-74.0)
Male, n (%)
14 (67)
15 (71)
.27
Female, n (%)
7 (33)
6 (29)
Height (cm)
169.5 ± 10.9
169.2 ± 6.9
.54
171 (167.3-178)
169 (165-175)
Weight (kg)
87.9 ± 17.5
86.9 ± 14.8
.84
86.5 (75.8-98.9)
81.7 (78-90.6)
Body mass index (kg/m2)
30.5 ± 5.1
30.5 ± 5.4
.91
28.4 (27-35.1)
28.6 (26.2-34.4)
EF (%)
46.2 ± 12.5
55.9 ± 6.2
.065
47.5 (36-55)
55.5 (50-60)
EuroScore II
9.1 ± 10.4
3.6 ± 1.9
.075
6.8 (3.3-10.7)
(2.0-4.9)
NIDDM, n (%)
5 (24)
3 (14)
.69
IDDM, n (%)
4 (19)
3 (14)
Hgb pre-cardiopulmonary bypass (g/L)
128.8 ± 18.8
137.2 (11.9)
.097
133 (114.5-144)
138 (130-143)
Note. AKI = acute kidney injury; EF = ejection
fraction; NIDDM = non-insulin-dependent diabetes mellitus; IDDM =
insulin-dependent diabetes mellitus.
Demographics and Clinical Data.Note. AKI = acute kidney injury; EF = ejection
fraction; NIDDM = non-insulin-dependent diabetes mellitus; IDDM =
insulin-dependent diabetes mellitus.Operative and post-operative data are shown in Table 2. Transfusion of RBCs,
platelets, and fresh frozen plasma was significantly higher in the AKI as
compared with the non-AKI patients. In addition, the ICU fluid balance and
length of stay (LOS) in ICU was significantly higher in the AKI as compared with
the non-AKI patients. A comparison of the types of surgical procedures is shown
in Table 3.
Table 2.
Operative and Post-operative Data.
Variable
AKI (n = 21)
Non-AKI (n = 21)
P value
CPB Time (min)
146.7 ± 56.3
132.4 ± 35.1
.50
130 (115-170)
123.5 (107-151)
Aortic Cross-Clamp Time (min)
115.8 ± 40.5
107.7 ± 28.5
.456
109 (96.5-127.5)
98.5 (89-129)
CPB fb (mL)
2145 ± 1533
1421.5 ± 1308
.106
1534 (1217-2875)
1516 (872-2402)
RBC (units)
23
1
.001
Platelets (units)
16
3
.001
FFP (units)
37
10
.001
ICU time (h)
31.8 ± 23.6
18.6 ± 4.8
24.8 (20.3-31.5)
18.8 (15-22)
.004
ICU fb (mL)
1367.9 ± 1515.4
536.1 ± (929)
1529 (334-2088)
621.5 (–121-891)
.03
Ventilator time (h)
12.6 ± 4.9
12.6 ± 4.6
10.5 (8.5-16.5)
11.5 (10-14)
.29
Note. AKI = acute kidney injury; CPB =
cardiopulmonary bypass; ICU = intensive care unit; FFP = fresh
frozen plasma.
Operative and Post-operative Data.Note. AKI = acute kidney injury; CPB =
cardiopulmonary bypass; ICU = intensive care unit; FFP = fresh
frozen plasma.Types of Surgical Procedures.Note. AKI = acute kidney injury; CABG = coronary
artery bypass grafting.
Serum Creatinine
The SCr and eGFR values are shown in Table 4. Within the AKI group,
there was no significant difference between the levels of SCr at the pre-CPB
interval and the 10-minute post-CPB interval. However, at the 4-, 8-, and
18-hour intervals, the levels of SCr rose significantly as compared with the
pre-CPB interval. Within non-AKI group, the levels of SCr were not
significantly different between pre-CPB time points as compared with any of
the subsequent intervals. Between groups, there were no significant
differences seen in the AKI and non-AKI groups at baseline or the 10-minute
post-CPB interval. There was a significant difference between the 4-, 8-,
and 18-hour interval in the AKI group as compared with non-AKI group.
Moreover, at 4-, 8-, and 18-hour post-CPB time points, the eGFR was
significantly lower in the AKI group compared with the non-AKI group. Table 5 shows the
level of SCr of each individual patient who met the criteria for AKI at
their respective time points.
Serum Creatinine Levels and eGFR.Note. AKI = acute kidney injury; CPB =
cardiopulmonary bypass; eGFR = estimated glomerular filtration;
SCr = serum creatinine.Time Point to Meet Kidney Disease Improving Global Outcomes Criteria
for AKI.Note. CPB = cardiopulmonary bypass; SCr = serum
creatinine.
MMP-2 and MMP-9 activity in serum
For all figures, the asterisk (*) denotes the P value; where
P < .05 between groups (AKI vs non-AKI); whereas,
the capital (T) denotes P < .05 within group. Serum
MMP-2 and MMP-9 activities are shown in Figures 1 and 2, respectively. Within-group
analysis of non-AKI patients demonstrated no significant differences in
serum MMP-2 and MMP-9 activity in all measured time points. However,
within-group analysis of AKI patients showed that the 10-minute post-CPB and
4-hour post-CPB activity of serum MMP-2 (P < .001,
P = .043) and MMP-9 (P = .03,
P = .005) were significantly higher as compared with
the pre-CPB levels, respectively. Between groups, at the 10-minute post-CPB
time point, serum activity levels of MMP-2 (P < .001) of
AKI patients was significantly higher as compared with non-AKI patients.
Between groups, at the 4-hour post-CPB time point, serum activity levels of
MMP-2 (P = .004) of AKI patients was significantly higher
as compared with non-AKI patients.
Figure 1.
Serum MMP-2 activity in patients undergoing CPB at pre-CPB, 10-minute
post-CPB, and 4-hour post-CPB time points.
Note. At 10-minutes post-CPB, the serum levels of
MMP-2 activity were significantly higher (P <
.001) in patients who developed AKI as compared with those who did
not. At 4-hours post-CPB, the serum levels of MMP-2 activity were
significantly higher (P = .004) in patients who
developed AKI as compared with those who did not. Within the AKI
group, at 10-minutes post-CPB, the serum levels of MMP-2 activity
were significantly (P < .001) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
serum levels of MMP-2 activity were significantly
(P = .043) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-2 = Matrix Metalloproteinase-2; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.
Figure 2.
Serum MMP-9 activity in patients undergoing CPB at pre-CPB, 10-minute
post-CPB, and 4-hour post-CPB time points.
Note. At 10-minutes post-CPB, the serum levels of
MMP-9 activity were significantly higher (P = .001)
in patients who developed AKI as compared with those who did not. At
4-hours post-CPB, the serum levels of MMP-9 activity were
significantly higher (P = .014) in patients who
developed AKI as compared with those who did not. Within the AKI
group, at 10-minutes post-CPB, the serum levels of MMP-9 activity
were significantly (P = .03) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
serum levels of MMP-9 activity were significantly
(P = .005) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-9 = Matrix Metalloproteinase-9; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.
Serum MMP-2 activity in patients undergoing CPB at pre-CPB, 10-minute
post-CPB, and 4-hour post-CPB time points.Note. At 10-minutes post-CPB, the serum levels of
MMP-2 activity were significantly higher (P <
.001) in patients who developed AKI as compared with those who did
not. At 4-hours post-CPB, the serum levels of MMP-2 activity were
significantly higher (P = .004) in patients who
developed AKI as compared with those who did not. Within the AKI
group, at 10-minutes post-CPB, the serum levels of MMP-2 activity
were significantly (P < .001) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
serum levels of MMP-2 activity were significantly
(P = .043) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-2 = Matrix Metalloproteinase-2; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.Serum MMP-9 activity in patients undergoing CPB at pre-CPB, 10-minute
post-CPB, and 4-hour post-CPB time points.Note. At 10-minutes post-CPB, the serum levels of
MMP-9 activity were significantly higher (P = .001)
in patients who developed AKI as compared with those who did not. At
4-hours post-CPB, the serum levels of MMP-9 activity were
significantly higher (P = .014) in patients who
developed AKI as compared with those who did not. Within the AKI
group, at 10-minutes post-CPB, the serum levels of MMP-9 activity
were significantly (P = .03) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
serum levels of MMP-9 activity were significantly
(P = .005) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-9 = Matrix Metalloproteinase-9; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.Similarly, between groups, at the 10-minute post-CPB time point, serum
activity levels of MMP-9 (P = .001) of AKI patients was
significantly higher as compared with non-AKI patients. Between groups, at
the 4-hour post-CPB time point, serum activity levels of MMP-9
(P = .014) of AKI patients was significantly higher as
compared with non-AKI patients.
MMP-2 and-9 activity in urine
Urine MMP-2 and MMP-9 activities are shown in Figures 3 and 4, respectively. Within the AKI
group, MMP-2 urine activity was significantly (P < .001)
higher at the 10-minute post-CPB time point and the 4-hour post-CPB time
point (P = .0002) compared with pre-CPB levels. Within the
non-AKI group, analysis showed that MMP-2 urine activity was also
significantly higher at the 10-minute post-CPB time point and the 4-hour
post-CPB time points, respectively (P = .002;
P = .002) compared with pre-CPB levels. Between groups,
the data demonstrated that urine MMP-2 activity was significantly higher in
AKI group as compared with the non-AKI patients at all 3 time points
(P = .004, P < .001,
P < .001), respectively.
Figure 3.
Urine MMP-2 activity in patients undergoing CPB at pre-CPB, 10 minute
post-CPB, and 4-hour post-CPB time points.
Note. At 10-minutes post-CPB, the urine levels of
MMP-2 activity were significantly higher (P <
.001) in patients who developed AKI as compared with those who did
not. At 4-hours post-CPB, the urine levels of MMP-2 activity were
significantly higher (P < .001) in patients who
developed AKI as compared with those who did not. Within the AKI
group, at 10-minutes post-CPB, the urine levels of MMP-2 activity
were significantly (P < .001) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
urine levels of MMP-2 activity were significantly
(P = .0002) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-2 = Matrix Metalloproteinase-2; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.
Figure 4.
Urine MMP-9 activity in patients undergoing CPB at pre-CPB, 10-minute
post-CPB, and 4-hour post-CPB time points.
Note. At pre-CPB, the urine levels of MMP-9 activity
were significantly higher (P = .004) in the
patients who developed AKI as compared with those who did not. At
10-minutes post-CPB, the urine levels of MMP-9 activity were
significantly higher (P < .001) in patients who
developed AKI as compared with those who did not. At 4-hours
post-CPB, the urine levels of MMP-9 activity were significantly
higher (P < .001) in patients who developed AKI
as compared with those who did not. Within the AKI group, at
10-minutes post-CPB, the urine levels of MMP-9 activity were
significantly (P < .0007) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
urine levels of MMP-9 activity were significantly
(P = .002) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-9 = Matrix Metalloproteinase-9; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.
Urine MMP-2 activity in patients undergoing CPB at pre-CPB, 10 minute
post-CPB, and 4-hour post-CPB time points.Note. At 10-minutes post-CPB, the urine levels of
MMP-2 activity were significantly higher (P <
.001) in patients who developed AKI as compared with those who did
not. At 4-hours post-CPB, the urine levels of MMP-2 activity were
significantly higher (P < .001) in patients who
developed AKI as compared with those who did not. Within the AKI
group, at 10-minutes post-CPB, the urine levels of MMP-2 activity
were significantly (P < .001) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
urine levels of MMP-2 activity were significantly
(P = .0002) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-2 = Matrix Metalloproteinase-2; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.Urine MMP-9 activity in patients undergoing CPB at pre-CPB, 10-minute
post-CPB, and 4-hour post-CPB time points.Note. At pre-CPB, the urine levels of MMP-9 activity
were significantly higher (P = .004) in the
patients who developed AKI as compared with those who did not. At
10-minutes post-CPB, the urine levels of MMP-9 activity were
significantly higher (P < .001) in patients who
developed AKI as compared with those who did not. At 4-hours
post-CPB, the urine levels of MMP-9 activity were significantly
higher (P < .001) in patients who developed AKI
as compared with those who did not. Within the AKI group, at
10-minutes post-CPB, the urine levels of MMP-9 activity were
significantly (P < .0007) higher as compared
with pre-CPB levels. Within the AKI group, at 4-hours post-CPB, the
urine levels of MMP-9 activity were significantly
(P = .002) higher as compared with pre-CPB
levels. The asterisk (*) = the P value; where
P < .05 between groups (AKI vs non-AKI);
whereas, the capital (T) denotes P < .05 within
group. MMP-9 = Matrix Metalloproteinase-9; CPB = cardiopulmonary
bypass; AKI = acute kidney injury.Within the AKI group, the urine activity levels of MMP-9 showed that the
10-minute post-CPB (P < .0007) and 4-hour post-CPB
(P = .002) time points were significantly higher as
compared with the pre-CPB levels. Within non-AKI group, the 4-hour post-CPB
(P = .025) urine MMP-9 activity level time point was
significantly higher as compared with the pre-CPB levels. Between groups,
the data demonstrated that urine MMP-9 activity levels were significantly
higher in AKI group as compared with non-AKI patients at all 3 time points
(P = .004, P < .001,
P < .001), respectively.
Sensitivity and specificity of the MMPs
The ability of 10-minute post-CPB serum MMP-2 time point to predict AKI was
assessed using a receiver-operating curve (ROC) (Figure 5). The area under the curve
(AUC) = 0.88, 95% confidence interval (CI) 0.779-0.987, and the cut-off
value was 23.6 arbitrary units with a sensitivity = 0.95 and a specificity =
0.77. The positive likelihood = 4.2; negative likelihood ratio = 0.065 with
a Youden’s J statistic = 0.72. The ability of 10-minute
post-CPB urine MMP-2 time point to predict AKI using a ROC (Figure 6)
demonstrated an AUC = 0.915, 95% CI 0.831-0.999, and the cut-off value was
12 arbitrary units with a sensitivity = 0.95 and a specificity = 0.727. The
positive likelihood = 4.2; negative likelihood ratio = 0.065 with a Youden’s
J statistic = 0.723. The ability of the 10-minute
post-CPB serum MMP-9 time point to predict AKI using a ROC (Figure 7)
demonstrated an AUC = 0.76, 95% CI 0.603-0.91, cut-off value = 37 arbitrary
units, sensitivity = 0.70, specificity = 0.64; positive likelihood = 1.9;
negative likelihood ratio = 0.47; with a Youden’s J
statistic =0.34. The ability of the 10-minute post-CPB urine MMP-9 time
point to predict AKI using a ROC (Figure 8) produced an AUC = 0.95,
95% CI 0.831-0.999, cut-off value = 102 arbitrary units, sensitivity = 0.95,
specificity = 0.86; positive likelihood = 7.0; negative likelihood ratio =
0.057; with a Youden’s J statistic = 0.81. The 10-minute
post-CPB serum MMP-2 and MMP-9 time points combined to predict AKI are shown
in Figure 9. Last,
the 10-minute post-CPB urine MMP-2 and MMP-9 time points combined to predict
AKI are shown in Figure
10.
Figure 5.
The 10-minute post-cardiopulmonary bypass serum Matrix
Metalloproteinase-2 time point to predict acute kidney injury.
Note. AUC = 0.88, 95% confidence interval
0.779-0.987, cut-off value = 23.6 arbitrary units; sensitivity =
0.95, specificity = 0.773; positive likelihood = 4.2; negative
likelihood ratio = 0.065; Youden’s J statistic =
0.72. AUC = area under the curve; ROC = receiver-operating
curve.
Figure 6.
The 10-minute post-cardiopulmonary bypass urine Matrix
Metalloproteinase-2 time point to predict acute kidney injury.
The 10-minute post-cardiopulmonary bypass serum Matrix
Metalloproteinase-2 time point to predict acute kidney injury.Note. AUC = 0.88, 95% confidence interval
0.779-0.987, cut-off value = 23.6 arbitrary units; sensitivity =
0.95, specificity = 0.773; positive likelihood = 4.2; negative
likelihood ratio = 0.065; Youden’s J statistic =
0.72. AUC = area under the curve; ROC = receiver-operating
curve.The 10-minute post-cardiopulmonary bypass urine Matrix
Metalloproteinase-2 time point to predict acute kidney injury.Note. AUC = 0.91, 95% confidence interval 0.83-0.99,
cut-off value = 12 arbitrary units, sensitivity = 0.95, specificity
= 0.727; positive likelihood = 4.2; negative likelihood ratio=0.065;
Youden’s J statistic = 0.72. AUC = area under the
curve; ROC = receiver-operating curve.The 10-minute post-cardiopulmonary bypass serum Matrix
Metalloproteinase-9 time point to predict acute kidney injury.Note. AUC = 0.76, 95% confidence interval
0.603-0.91, cut-off value = 37 arbitrary units, sensitivity = 0.70,
specificity = 0.64; positive likelihood = 1.9; negative likelihood
ratio = 0.47; Youden’s J statistic = 0.34. AUC =
area under the curve; ROC = receiver-operating curve.The 10-minute post-cardiopulmonary bypass urine Matrix
Metalloproteinase-9 time point to predict acute kidney injury.Note. AUC = 0.95, 95% confidence interval 0.89-1.0,
cut-off value = 102 arbitrary units, sensitivity = 0.95, specificity
= 0.86; positive likelihood = 7.0 negative likelihood ratio = 0.057;
Youden’s J statistic = 0.81. AUC = area under the
curve; ROC = receiver-operating curve.The 10-minute post-cardiopulmonary bypass serum MMP-2 and MMP-9 time
points combined to predict acute kidney injury.Note. MMP-2 = Matrix Metalloproteinase-2; MMP-9 =
Matrix Metalloproteinase-9; CPB = cardiopulmonary bypass; AKI =
acute kidney injury.The 10-minute post-cardiopulmonary bypass urine MMP-2 and MMP-9 time
points combined to predict acute kidney injury.Note. MMP-2 = Matrix Metalloproteinase-2; MMP-9 =
Matrix Metalloproteinase-9; CPB = cardiopulmonary bypass; AKI =
acute kidney injury.
Pearson’s correlation
Figures 11 to 14 (supplementary material) demonstrate the
correlation pattern between the highest SCr level and serum MMP-2 (Figure
11), urine MMP-2 (Figure 12), serum MMP-9 (Figure 13), and urine MMP-9
(Figure 14) in the AKI and non-AKI groups, respectively. The AKI patients
had significant positive correlation between the 10-minute post-CPB serum
MMP-9 levels of activity time point versus the highest level of serum
creatinine over the post-operative period (r = 0.51,
P = .022). Correlation between the highest level of
serum creatinine and serum MMP-2 (r = 0.44,
P = .05), urine MMP-2 (r = 0.44,
P = .05), and urine MMP-9 (r = 0.21,
P = .38) showed a positive correlation but did not
achieve statistical significance in the AKI group (Figures 9-11). In the non-AKI group, none of the
correlations achieved significance.
Linear regression model
The multivariable linear regression model shown in Table 6 (supplementary material), between highest SCr
and serum MMP-9, includes multiple risk factors (covariates) that were
adjusted for, such as age, sex, ejection fraction (EF%), BMI, EuroScore
II, non-insulin-dependent diabetes mellitus (NIDDM), insulin-dependent
diabetes mellitus (IDDM), pre-CPB hemoglobin, CPB time, aortic
cross-clamp time, CPB fluid balance, ventilator time, ICU fluid balance,
and ICU time.We checked the interaction effect between serum MMP-9 and group. The data
demonstrated that among the AKI group, for every 1-unit increase in
serum MMP-9 activity, the highest SCr increased significantly by 2.48
units over the post-operative period (P < .0001).
However, this phenomenon did not occur among non-AKI patients
(P = .19). In addition, the rate of change of the
highest SCr between the 2 groups (slope difference) was significantly
different (P = .0005). The rate of changes was not
significantly different between the 2 groups for serum MMP-2, urine
MMP-2, and urine MMP-9.
Discussion
Despite recent advances in CPB, AKI and its associated adverse outcomes continue to
occur in up to 36% of patients who undergo cardiac surgery.[1,32] Our exploratory study has
shown that MMP-2 and MMP-9 activity is significantly increased in the serum and
urine of patients who developed AKI compared with those who did not following CPB.
Furthermore, the rise in MMP-2 and MMP-9 in serum and urine is seen earlier than the
rise in SCr, suggesting that MMP-2 and MMP-9 may be useful in the early detection of
AKI. The MMP data gathered from the present study agree and are consistent with
previous investigators,
and go beyond their investigations to report the association between MMP-2
and MMP-9 and AKI.Cardiopulmonary bypass–induced hemodilution may contribute to decreased
post-operative levels of SCr, potentially delaying the detection of AKI.
In the present study, levels of SCr at the 4-hour post-CPB time point were
significantly higher in patients who developed AKI as compared with the non-AKI
patients. CPB-induced hemodilution may have led to falsely lowered SCr, delaying the
diagnosis of AKI. We suggest that the levels of SCr in the patients who developed
AKI may have been higher if not for hemodilution. Despite the rise in SCr levels at
the 4-hour post-CPB time point, they were not high enough to meet the criteria for
AKI. Thus, the protracted rise in SCr levels to meet AKI criteria may result in the
loss of a critical time necessary for the treatment of AKI.It also important to note that among the AKI group at the 10-minute post-CPB time
point, the serum and urine levels of MMP-2 and MMP-9 were significantly higher as
compared with the pre-CPB levels. In the same group, at the same time point, the
levels of SCr remained relatively unchanged despite those patients eventually going
on to develop AKI. In the patients who did not develop AKI, neither the levels of
MMP-2 and MMP-9 nor the levels of SCr rose significantly from pre-CPB levels. This
suggests that MMP-2 and MMP-9 may prove to be earlier rising indicators of AKI as
compared with SCr.As expected, the mean highest SCr post-CPB (5-7 days) was significantly higher for
the AKI group as compared with the non-AKI group. Although it did not reach
significance, our data also show a trend toward higher CPB fluid balance and
significantly lower CPB hemoglobin levels in the patients who subsequently developed
AKI compared with those who did not.These data are consistent with other researchers who have reported that hemodilution
and lower hematocrits
are associated with increased risk of CPB-induced AKI.
In the present study, patients who developed AKI were transfused a
significantly higher volume of RBCs compared with those who did not develop AKI,
consistent with a report from Karkouti et al
who suggest increased RBC transfusion is associated with increased risk of
AKI development. AKI patients in the present study also had a significantly higher
transfusion of platelets and fresh frozen plasma as compared with the non-AKI
patients. Furthermore, those patients who developed AKI also had a significantly
higher ICU fluid balance compared with non-AKI patients, which is in agreement with
Shen et al
who reported that cardiac surgical patients with a higher post-operative
fluid balance were associated with a higher incidence of the development of AKI.
Adverse outcomes of AKI have also been reported, such as prolonged hospital LOS
leading to higher costs in ICU patient management.[3,40] In the present study, the LOS
in ICU was significantly longer in the AKI patients compared with the non-AKI
patients.
Cardiac I/R and MMP Activity
During cardiac surgery, ischemia is artificially induced by aortic cross-clamping
(ischemic period). Once surgery has been accomplished, the aortic cross-clamp is
removed, and the restoration of blood flow to the previously ischemic myocardium
results in I/R injury.
Despite myocardial preservation through maneuvers of arrest with
modernized blood cardioplegic solutions, I/R injury still occurs.[42,43] Although
not completely understood, biochemical evidence suggests that the degradation of
contractile proteins by proteolytic enzymes
particularly MMP-2,[44,45] is a major contributor to
this process. An abundance of evidence from animal studies implicate an increase
in MMP-2 activity and its targeting of myocytes during I/R.[42,46,47] Ali et al
provided a link to humans, showing that localized MMP-2 in the animal and
human cardiac sarcomere is activated by I/R injury and contributes to
contractile protein degradation. In the present study, we demonstrated that
circulating serum MMP-2 activity is significantly higher at the 10-minute
post-CPB time point in patients who developed AKI compared with non-AKI
patients. In addition, the serum MMP-2 activity is significantly higher at the
10-minute post-CPB time point in AKI patients compared with the pre-CPB time
point. The data we present are strongly supported by the results of Lalu et al,
who studied 15 patients with stable angina who underwent coronary artery
bypass grafting (CABG) with CPB and demonstrated elevated circulating MMP-2 and
MMP-9 activity 10-minute post-CPB compared with baseline, although they did not
study the relationship between the circulating MMPs activity and the development
of AKI. Proteins that are associated with the pathophysiologic process of kidney
injury are probably released into the urine promptly after injury. The
measurement of these urine protein concentrations may provide an earlier
diagnosis of injury and evaluation of the extent of injury as compared with the
late rising SCr biomarker.
The 10-minute post-CPB time point was chosen because it may represent an
ideally sufficient time point for proximal tubule markers such as MMP-2 and
MMP-9 to be present in the urine. To these authors’ knowledge, there are no
other reports of a 10-minute post-CPB time point to measure MMP-2 and MMP-9 in
association with AKI.[20,50,51]At our institution, a small study of patients undergoing routine CABG
demonstrated an increased cardiac tissue MMP-9 and serum MMP-9 activity
post-cardiac I/R compared with baseline.
Data from the present study go a step further by demonstrating elevated
serum activity of MMP-2 and MMP-9 at the 10-minute post-CPB and 4-hour post-CPB
time points in patients who developed AKI compared with those who did not. These
data suggest elevated MMP activity from cardiac I/R may be associated with
increased activity of MMPs (-2 and -9) in the systemic circulation of patients
who go on to develop AKI.
Renal I/R and MMP Activity
MMPs degrade extracellular matrix and are involved in ischemic organ injuries.
In a rodent model, MMP-2 and MMP-9 were increased in renal tubules and
the interstitium following 1 to 3 days of reperfusion after 52 minute of ischemia.
Moreover, AKI characterized by damage to the glomerulus, cell adhesion
molecules, tubular epithelium, and endothelial vascular permeability has been
linked to MMP-mediated I/R.[12,52] During cardiac surgery,
several injury pathways contribute to the pathogenesis of AKI, such as renal
hypoperfusion,[53,54] renal atheroembolism,
tissue I/R,
inflammation, and nephrotoxic mechanisms.
The protective mechanisms of minocyclines in renal I/R are not completely
understood, although the mechanism of inhibition of MMPs has been studied in an
animal model.[58,59] MMP-2 and MMP-9 involvement in acute and chronic renal
injury along the spectrum from basement membrane damage, tubular atrophy,
fibrosis, to renal failure have been reported.[18,19,60] Minocycline, a
semisynthetic tetracycline, provides a protective role by directly antagonizing
the effect of MMP-2 and MMP-9 in renal microvascular leakage following I/R.
We have reported the presence of MMP-2 and MMP-9 in the perfusate of
human kidneys for transplantation, suggesting MMP-2 and MMP-9 play a role in
transplant kidney preservation injury, and that part of this injury can be
prevented by the addition of doxycycline into the preservation
solution.[18,19] Research from the present study demonstrates a higher
urine MMP-2 activity (10-minute post-CPB and 4-hours post-CPB) in patients who
develop AKI compared with those who do not. Furthermore, the 10-minute post-CPB
and 4-hour post-CPB urine MMP-2 activity was significantly higher than baseline
in the patients who developed AKI. Moreover, the 10-minute post-CPB serum and
urine MMP-2 time points to predict AKI had moderately high sensitivities and
specificities, respectively. The 10-minute post-CPB urine MMP-9 time point had a
high sensitivity and specificity as well.Our data regarding serum MMP-2 activity show a trend toward higher activity at
baseline in patients with AKI as compared with baseline non-AKI, suggesting that
there may be other mechanisms at play prior to cardiac or renal I/R. Perhaps
MMP-2 activity may predict the development of AKI. However, more studies are
needed to demonstrate whether elevated pre-CPB MMP-2 levels can predict the
development of AKI.Nevertheless, we foresee that earlier diagnosis of post-cardiac surgical AKI may
affect how patients are treated by the following ways: (1) a significant decline
in AKI development and progression to higher stages, which, in turn, could
result in substantial improvement in overall outcomes; (2) improvement of risk
stratification for severe AKI (Stage 2 or 3) in high-risk critically ill
post-cardiac surgical patients; (3) in patients who have ongoing nephrotoxin
exposure, early biomarker diagnosis has the potential to identify damage,
resulting in the removal of agent before extensive injury has occurred; and (4)
early detection biomarkers may separate kidney dysfunction from AKI.
Limitations of the Study
There are limitations to this study. Primarily, the sample size is low. However,
this research was designed as a proof-of-concept pilot conducted prior to the
main study with the purpose of enhancing the likelihood of success of the main
study by searching for associations, reproducibility, and the avoidance of
pitfalls that will be followed up in a subsequent larger scale study with
modified design elements.Next, it lacks the ability to discern the amount of MMPs originating from the
heart and/or kidney. To quantitate the amount of serum MMPs from the heart would
require sample aspiration from the coronary sinus via retrograde cannulation,
while serum MMP samples from the kidney would necessitate cannulation of the
renal artery. These additional invasive techniques increase the risk of
perioperative complications. However, there has been an abundance of animal
research demonstrating that these 2 organs produce large amounts of MMPs during
I/R. Despite the limitations of gel zymography,
our data demonstrate the presence of increased serum and urine MMP-2 and
MMP-9 activity levels in patients undergoing CPB-supported cardiac surgery who
developed AKI.This research represents a single center prospective study of adults with
coronary artery disease (CAD) and/or valve disease undergoing elective and
urgent CPB-supported cardiac surgery. Even though preliminary results showed
clear statistical significance, the results will need validation in a larger
prospective trial including adults with confounding variables and comorbidities
that are prevalent with increasing age. Another limitation to our study is the
lack of urine output measurements in our classification of AKI. We did not want
to compromise the accuracy of our analysis because the use of urine output
criteria for diagnosis and staging has been less well-validated.
In addition, patients transferred from the ICU to the post-operative ward
routinely undergo Foley catheter removal, thus urine output is not closely
measured. Furthermore, the need for clinical judgment regarding individual
patient needs in the administration of angiotensin-converting enzyme inhibitors,
regulation of fluid balance, and other factors must be included when using urine
output for classification of AKI. Finally, the KDIGO criteria
require changes in serum creatinine or urine output, but not both, as do
the previous RIFLE criteria.
Thus, we have only used SCr for classification of AKI using the KDIGO
criteria.Finally, our cohort consisted of mainly patients with normal kidney function at
recruitment. To fill in the gaps of AKI, our finding needs to be confirmed in
documented high-risk settings such as pre-existing dysfunction and nephrotoxic
drug use.
Conclusion
AKI continues to be a common and important complication of cardiac surgery and is
associated with increased mortality, complications, and length of hospital stay. The
data from animal and human studies from our prior research, other researchers, and
data from the present study suggest 2 consistent sources of MMP-2 and MMP-9 activity
associated with I/R following CPB, the heart and the kidney. Damage induced by
increased MMPs activity is also demonstrated in other human and animal studies. The
MMP data gathered from the present study agree and are consistent with previous
investigators, and go a step further to make the association between MMPs and AKI.
Although this is part of a preliminary study, the data demonstrate that increased
levels of MMP activity are associated with AKI. Moreover, the levels of MMP-2 and
MMP-9 activity appear to rise earlier as compared with the levels of SCr in patients
who develop AKI. Following this pathway of research, future clinical implications
may show that MMP-2 and MMP-9 may be pharmacological targets for renal protection
during cardiac surgery.Click here for additional data file.Supplemental material, sj-docx-1-cjk-10.1177_20543581211019640 for The
Association of Matrix Metalloproteinases With Acute Kidney Injury Following
CPB-Supported Cardiac Surgery by Erick D. McNair, Jennifer Bezaire, Michael
Moser, Prosanta Mondal, Josie Conacher, Aleksandra Franczak, Greg Sawicki, David
Reid and Abass Khani-Hanjani in Canadian Journal of Kidney Health and
DiseaseClick here for additional data file.Supplemental material, sj-tif-1-cjk-10.1177_20543581211019640 for The Association
of Matrix Metalloproteinases With Acute Kidney Injury Following CPB-Supported
Cardiac Surgery by Erick D. McNair, Jennifer Bezaire, Michael Moser, Prosanta
Mondal, Josie Conacher, Aleksandra Franczak, Greg Sawicki, David Reid and Abass
Khani-Hanjani in Canadian Journal of Kidney Health and DiseaseClick here for additional data file.Supplemental material, sj-tif-2-cjk-10.1177_20543581211019640 for The Association
of Matrix Metalloproteinases With Acute Kidney Injury Following CPB-Supported
Cardiac Surgery by Erick D. McNair, Jennifer Bezaire, Michael Moser, Prosanta
Mondal, Josie Conacher, Aleksandra Franczak, Greg Sawicki, David Reid and Abass
Khani-Hanjani in Canadian Journal of Kidney Health and DiseaseClick here for additional data file.Supplemental material, sj-tif-3-cjk-10.1177_20543581211019640 for The Association
of Matrix Metalloproteinases With Acute Kidney Injury Following CPB-Supported
Cardiac Surgery by Erick D. McNair, Jennifer Bezaire, Michael Moser, Prosanta
Mondal, Josie Conacher, Aleksandra Franczak, Greg Sawicki, David Reid and Abass
Khani-Hanjani in Canadian Journal of Kidney Health and DiseaseClick here for additional data file.Supplemental material, sj-tif-4-cjk-10.1177_20543581211019640 for The Association
of Matrix Metalloproteinases With Acute Kidney Injury Following CPB-Supported
Cardiac Surgery by Erick D. McNair, Jennifer Bezaire, Michael Moser, Prosanta
Mondal, Josie Conacher, Aleksandra Franczak, Greg Sawicki, David Reid and Abass
Khani-Hanjani in Canadian Journal of Kidney Health and Disease
Authors: Alina M Robert; Robert S Kramer; Lawrence J Dacey; David C Charlesworth; Bruce J Leavitt; Robert E Helm; Felix Hernandez; Gerald L Sardella; Carmine Frumiento; Donald S Likosky; Jeremiah R Brown Journal: Ann Thorac Surg Date: 2010-12 Impact factor: 4.330
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