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Prediction of postoperative pulmonary complications on the basis of preoperative risk factors in patients who had undergone coronary artery bypass graft surgery. (Research Report).


Postoperative pulmonary complications (PPCs) are the most common complications observed and managed after abdominal or cardiothoracic surgery. (1) Despite numerous advances in preoperative pre·op·er·a·tive
adj.
Preceding a surgical operation.



preoperative

preceding an operation.


preoperative care
the preparation of a patient before operation.
, intraoperative, and postoperative care postoperative care,
n care after surgery or other invasive procedures, usually of a supportive nature.
, PPCs continue to contribute to patient morbidity and mortality Morbidity and Mortality can refer to:
  • Morbidity & Mortality, a term used in medicine
  • Morbidity and Mortality Weekly Report, a medical publication
See also
  • Morbidity, a medical term
  • Mortality, a medical term
, length of stay, and overall use of resources. (2) Because of the increasing number and complexity of surgical procedures, as well as the increasing severity of illness and age of patients undergoing surgery, PPCs continue to be a major source of morbidity and mortality.

Interventions such as breathing and coughing exercises, early ambulating, and pulmonary clearing techniques often are used by physical therapists to prevent pulmonary complications after coronary artery bypass graft coronary artery bypass graft
n. Abbr. CABG
A surgical procedure in which a section of vein or other conduit is grafted between the aorta and a coronary artery below the region of an obstruction in that artery.
 (CABG CABG coronary artery bypass graft.

CABG
abbr.
coronary artery bypass graft


CABG Coronary artery bypass graft, see there
) surgery. (3) However, there is controversy concerning both the efficacy of these postoperative procedures in diminishing the incidence of PPCs and the proper strategy for the identification of patients who might benefit from such interventions. (4-11) In contrast to the controversy that exists relative to patients undergoing general surgery, similar procedures performed before CABG surgery were shown to be effective and to lower the risk of PPCs. (12-14) Furthermore, in patients who had upper abdominal surgery, preoperative physical therapy was more effective in reducing PPCs in patients who were at moderate or high risk for developing complications after surgery than in patients who were at low risk for developing such complications. (15-16) Preoperative identification of patients at high risk for developing complications after surgery can help physical therapists to direct their interventions toward people who might benefit from these interventions and may reduce the incidence of PPCs in patients undergoing CABG surgery.

Preoperative risk scores are useful for risk assessment, cost-benefit analysis cost-benefit analysis

In governmental planning and budgeting, the attempt to measure the social benefits of a proposed project in monetary terms and compare them with its costs.
, and studies of interventions. (17) Most scoring systems are designed primarily to predict mortality after adult heart surgery, (18-14) but morbidity has been acknowledged as the major determinant of hospital costs and as a determinant of quality of life after heart surgery. (25,26) Consequently, we believe that there is a need for a risk model that can be used to evaluate preoperative risk factors and to predict morbidity in patients undergoing CABG surgery. By use of such a model, clinicians can identify preoperatively patients who are at risk for developing PPCs. The most frequently used risk factors are advanced age, excess weight (body mass index [BMI BMI body mass index.

BMI
abbr.
body mass index


Body mass index (BMI)
A measurement that has replaced weight as the preferred determinant of obesity.
]), a history of cigarette smoking, diabetes mellitus diabetes mellitus

Disorder of insufficient production of or reduced sensitivity to insulin. Insulin, synthesized in the islets of Langerhans (see Langerhans, islets of), is necessary to metabolize glucose. In diabetes, blood sugar levels increase (hyperglycemia).
, abnormal pulmonary function, and chronic obstructive pulmonary disease chronic obstructive pulmonary disease
n. Abbr. COPD
A chronic lung disease, such as asthma or emphysema, in which breathing becomes slowed or forced.
 (COPD COPD chronic obstructive pulmonary disease.

COPD
abbr.
chronic obstructive pulmonary disease


Chronic obstructive pulmonary disease (COPD) 
). (2,27-30) Emergency surgery is also a risk factor for those undergoing GABG surgery. (2)

The aim of our study was to develop a risk model, based on preoperative factors, in order to classify patients undergoing GABG surgery into those with a high risk and those with a low risk for developing PPGs. The model should be simple and easy to use in a clinical setting--for instance, by physical therapists--and, in the long run, be appropriate for cost-effectiveness studies.

Method

Patients

Data were collected for patients who underwent elective CABG surgery between December 1998 and February 1999 at the University Medical Center Utrecht The Universitary Medical Center Utrecht (Dutch: Universitair Medisch Centrum Utrecht) or UMCU is the main hospital of the city of Utrecht. It is affiliated with the Universiteit Utrecht. , Utrecht, the Netherlands. All participating patients provided written informed consent.

Inclusion criteria were elective CABG procedure, age of greater than 18 years, and an ability of the patients to understand informed consent. Exclusion criteria exclusion criteria AIDS Donor exclusion criteria, see there  were a history of a cerebrovascular accident cerebrovascular accident
n. Abbr. CVA
See stroke.


cerebrovascular accident Stroke, cerebral hemorrhage Neurology Sudden death of brain cells due to ↓ O2
; use of immunosuppressive Immunosuppressive
Any agent that suppresses the immune response of an individual.

Mentioned in: Antirheumatic Drugs, Graft-vs.-Host Disease, Immunosuppressant Drugs


immunosuppressive

1. pertaining to or inducing immunosuppression.

2.
 treatments during the 30-day period before surgery; the presence of neuromuscular disorders; or a history of pulmonary surgery, cardiovascular instability, or aneurysms.

On the basis of the definitions of risk factors of the Society of Thoracic Surgeons (31) and a review by Brooks-Brunn, (2) the following preoperative risk factors were assessed: patient age, sex, BMI, pulmonary functions (ie, inspiratory in·spi·ra·to·ry
adj.
Of, relating to, or used for the drawing in of air.



inspiratory

pertaining to or used in the inspiration of air into the lungs.
 vital capacity [IVC IVC
abbr.
inferior vena cava
], forced expiratory volume forced expiratory volume
n. Abbr. FEV
The maximum volume of air that can be expired from the lungs in a specific time interval when starting from maximum inspiration.
 F[E[V.sub.1]], maximal expiratory ex·pi·ra·to·ry
adj.
Of, relating to, or involving the expiration of air from the lungs.



expiratory

relating to or employed in the expiration of air from the lungs.
 pressure [MEP MEP maximum expiratory pressure.
MEP,
n muscle energy procedure; diagnostic and therapeutic technique. Pulsed muscle energy techniques (MET) and integrated neuromuscular inhibition technique (INIT) are two examples.
], and maximal inspiratory pressure [MIP MIP

See: Monthly income preferred security
]), diabetes mellitus, productive cough productive cough
n.
A cough that expels mucus or sputum from the respiratory tract.
, COPD, history of cigarette smoking, and score on the Specific Activity Scale (SAS (1) (SAS Institute Inc., Cary, NC, www.sas.com) A software company that specializes in data warehousing and decision support software based on the SAS System. Founded in 1976, SAS is one of the world's largest privately held software companies. See SAS System. ). Enrolled patients were monitored during admission and after surgery until they were discharged from the hospital.

Data Collection

Before surgery, information regarding demographics and possible preoperative risk factors was obtained by means of a standardized interview by the same physical therapist. The SAS was used to evaluate the functional status of the patients before surgery. To evaluate pulmonary pump function, all participants underwent pulmonary function tests (IVC and FE[V.sub.1]) and respiratory muscle force tests (MIP and MEP), which were administered by the same physical therapist on the day before surgery.

A hospital technician (a microbiologist) who was blinded for preoperative risk factors, pulmonary function test results, and respiratory force test results scored nosocomial infections Nosocomial infections
Infections that were not present before the patient came to a hospital, but were acquired by a patient while in the hospital.

Mentioned in: Enterobacterial Infections, Staphylococcal Infections
 according to the definitions of the Centers for Disease Control and Prevention Centers for Disease Control and Prevention (CDC), agency of the U.S. Public Health Service since 1973, with headquarters in Atlanta; it was established in 1946 as the Communicable Disease Center.  (CDC See Control Data, century date change and Back Orifice.

CDC - Control Data Corporation
). (32) The technician classified the PPCs by means of the operational definitions given in Table 1.

Pulmonary Function Tests

Lung volumes lung volumes Physiology A group of air 'compartments' into which the lung may be functionally divided

Lung volumes  


Expiratory reserve capacity–ERV The maximum volume of air that can be voluntarily exhaled

 (IVC and FE[V.sub.1]) were measured by spirometry Spirometry

The measurement, by a form of gas meter, of volumes of gas that can be moved in or out of the lungs. The classical spirometer is a hollow cylinder (bell) closed at its top.
 (Vicatest P2a *). Spirometry was standardized according to American Thoracic Society American Thoracic Society (ATS ), established in 1905, is an independently incorporated, international, educational and scientific society, serving its 18,000 members world-wide who are dedicated in respiratory and critical care medicine.  recommendations and was performed with the patient in a sitting position. (33) The value recorded was the best (the highest IVC, FE[V.sub.1], and forced vital capacity forced vital capacity
n. Abbr. FVC
Vital capacity measured with subject exhaling as rapidly as possible.


forced vital capacity,
n a measure of the maximum rate of exhalation.
 [FVC FVC forced vital capacity.

FVC
abbr.
forced vital capacity


FVC,
n See forced vital capacity.


FVC

forced vital capacity.
] measurement) of 3 consecutive attempts. Predicted values for pulmonary functions were calculated from regression equations according to age, height, and sex. (34)

The accuracy of the spirometer spirometer /spi·rom·e·ter/ (spi-rom´e-ter) an instrument for measuring the air taken into and exhaled by the lungs.

spi·rom·e·ter
n.
 for volume is claimed to be 2%, or 0.05 L , and the validation limit for flow is claimed to be 3%, or 0.07 L, according to the operating manual for Vicatest P2a, 1989. The reproducibility criterion used was that the highest FE[V.sub.1] measurement and the second highest FE[V.sub.1] measurement should not vary by more than 5%, or 0.10 L. If the first 3 measurements did not agree within 5% of each other, 3 additional measurements were obtained. In another study, (35) we examined the reliability of the measurements that we used (intraclass correlation coefficients=.98-.99).

Respiratory Muscle Force Tests

To evaluate maximal respiratory muscle force, the MIP and the MEP were measured with a hand-held pressure gauge (Micro Medical MPM MPM Multi-Processing Module (Apache)
MPM Manufacturing Process Management
MPM Milwaukee Public Museum
MPM MMW (Millimeter Wave) Power Module
MPM Master of Project Management (degree) 
 ([dagger])) The MIP is thought to reflect the force of the diaphragm, whereas the MEP is believed to reflect the force of abdominal and intercostal intercostal /in·ter·cos·tal/ (-kos´t'l) between two ribs.

in·ter·cos·tal
adj.
Located or occurring between the ribs.

n.
A space, muscle, or part situated between the ribs.
 muscles. (36) Maximal respiratory muscle force tests (MIP and MEP) are useful when respiratory muscle weakness is suspected as a cause of low lung volumes, or hypoventilation hypoventilation /hy·po·ven·ti·la·tion/ (-ven?ti-la´shun) reduction in amount of air entering pulmonary alveoli.

primary alveolar hypoventilation
. (37) Standardization of the respiratory muscle force tests was carried out as described by Clanton and Diaz. (38) Normal values normal values
pl.n.
A set of laboratory test values used to characterize apparently healthy individuals, now replaced by reference values.
 for the MIP and the MEP were calculated from regression equations according to age and sex. (36,39)

Five measurements were recorded, with the criterion that the 2 highest values should not vary by more than 10%. Previous investigators (40) suggested that there could be some overshoot o·ver·shoot
n.
A change from steady state in response to a sudden change in some factor, as in electric potential or polarity when a cell or tissue is stimulated.
 in the recording obtained with some maximal respiratory muscle force meters; therefore, we also calculated the mean of the 5 highest values. We then compared this mean with the single highest maximal respiratory pressure value. When the difference was 5 cm of [H.sub.2]O or less for 93% of the participants, we believed that overshoot was minimal with our instrument and that most of the participants could sustain their maximal pressure for at least 1 second. Therefore, we report the highest value obtained in 1 second.

Functional Status

To assess preoperative cardiac functional classes, we used self-reported data on the performance of well-defined daily activities (eg, walking, climbing stairs, bicycling, showering, dressing) scored with the SAS. (41) This index was developed as an alternative to the New York Heart Association functional classification The New York Heart Association (NYHA) Functional Classification provides a simple way of classifying the extent of heart failure. It places patients in one of four categories based on how much they are limited during physical activity:

NYHA CLASS
. Subjects were asked about their ability to undertake activities of known metabolic cost and were placed in 1 of 4 functional classes on the basis of their responses (class I: subject could perform any activity requiring [greater than or equal to] 7 metabolic equivalents (METs, where 1 MET=3.5 mL [O.sub.2]*[kg.sup.-1]*[min.sup.-1]); class II: subject can perform to completion any activity requiring [greater than or equal to] 5 METs but cannot or does not perform to completion activities requiring [greater than or equal to] 7 METs; class III: subject can perform to completion any activity requiring [greater than or equal to] 2 METs but cannot or does not perform to completion any activities requiring [greater than or equal to] 5 METs; class IV: subject could not perform to completion any activity requiring [greater than or equal to] 2 METs). The SAS has been shown to have better interobserver reliability than the New York Heart Association classification New York Heart Association classification A functional classification of cardiac failure, used to stratify Pts according to severity of disease and the need for–and type of–therapeutic intervention

 (weighted kappa value=.62 for all 4 classifications), and results obtained with the SAS have been shown to relate more closely to the results of conventional exercise testing. (42) The SAS has a reproducibility of 73% in 75 patients with cardiovascular diseases and correlates well (r=.66) with the duration of treadmill exercise (in seconds). (42,43)

Postoperative Pulmonary Complications

Postoperative pulmonary complications have been defined as "any pulmonary abnormality occurring in the postoperative period that produces identifiable disease or dysfunction that is clinically significant and that adversely affects clinical course." (44)(p167) In our study, PPCs were defined according to clinical (symptoms and physical examination), radiologic, and CDC criteria for bronchitis, atelectasis atelectasis
 or lung collapse

Lack of expansion of pulmonary alveoli (see pulmonary alveolus). With a large-enough collapsed area, the victim stops breathing.
, and pneumonia (Tab. 1). (45,46) When abnormal radiologic findings occurred and there were no clinical symptoms or changes in auscultation auscultation

Procedure for detecting certain defects or conditions by listening for normal and abnormal heart, breath, bowel, fetal, and other sounds in the body. The invention of the stethoscope in 1819 improved and expanded this practice, still very useful despite the
, the complications were considered subclinical subclinical /sub·clin·i·cal/ (sub-klin´i-k'l) without clinical manifestations.

sub·clin·i·cal
adj.
Not manifesting characteristic clinical symptoms. Used of a disease or condition.
.

Data Analysis

The data were analyzed with the Software Package for the Social Sciences (SPSS A statistical package from SPSS, Inc., Chicago (www.spss.com) that runs on PCs, most mainframes and minis and is used extensively in marketing research. It provides over 50 statistical processes, including regression analysis, correlation and analysis of variance. , version 9.0 ([double dagger])). (47) Data from all subjects were analyzed for outliers. The Kolmogorov-Smirnov goodness-of-fit test was used to check for the normality of data distribution. Summary descriptive statistics descriptive statistics

see statistics.
, including frequencies, means, and standard deviations, were computed for the preoperative variables. Twelve preoperative risk factors (Tab. 2) were dichotomized (0=absent, normal; 1=present, abnormal), and cutoff points for continuous variables (eg, age, BMI, FE[V.sub.1], IVC, MIP, MEP) were chosen on the basis of the literature and were examined to determine the best association with PPCs. (2,27-31,48-50) The potential association of each of the 12 preoperative risk factors with PPCs was evaluated with the Fisher exact test (Tab. 2). Relative risks were calculated to measure the degree of association.

Separate multiple logistic regression models were developed to determine the effects of the preoperative factors that have a significant association with PPCs by use of the backward procedure. The goodness-of-fit test was used to choose the best predicted model for PPCs. (51)

The validity of data obtained with logistic regression analyses can be studied by predicting the outcome and by comparing this prediction with the known outcome. This process requires the collection of new data. Thus, using the SPSS program, we selected a random subsample sub·sam·ple  
n.
A sample drawn from a larger sample.

tr.v. sub·sam·pled, sub·sam·pling, sub·sam·ples
To take a subsample from (a larger sample).
 of 17 subjects (14.5%) from the study sample (N=117) and developed a model based on the remaining subjects (n=100). We then predicted the outcome for these 17 subjects and compared this outcome with their actual outcome to obtain an indication of the validity of the method. Again, we selected a new subsample (a different subsample of 17 subjects), predicted the outcome for these 17 subjects, and compared this outcome with their actual outcome. This simulation was repeated 100 times to determine the sensitivity and specificity of the model.

Development of a Clinical Severity Score and External Validation Procedure

The risk factors in the logistic models logistic models,
n.pl statistical models that describe the relationship between a qualitative dependent variable (that is, one that can take only certain discrete values, such as the presence or absence of a disease) and an independent variable.
 were weighted according to their regression coefficients and odds ratios, which enabled the calculation of a total score in order to predict PPCs. Positive and negative predictive values for the total scores were calculated by assuming that the future rate of PPCs would be the same as that observed in the current study. A receiver operating characteristic (ROC) curve was used to measure and compare the accuracies of the models without the use of a specific cutoff point. An ROC curve ROC curve

acronym for receiver operating characteristic curve. A graphical method of assessing the characteristic of a diagnostic test.
 is a graphic approach to plotting sensitivity versus 1--specificity for each possible cutoff and to joining the points. If the "cost" of a false-negative result is the same as that of a false-positive result, the best cutoff is one that maximizes the sum of the sensitivity and specificity, which is the point nearest the top left-hand corner. (52)

Results

A total of 139 consecutive patients underwent elective CABG surgery between December 1998 and February 1999. Twenty-two patients were excluded: 6 patients because of cardiovascular instability, 4 patients because they did not understand Dutch, 9 patients because they underwent emergency surgery, and 3 patients because they died after the operation as a result of a cardiac event cardiac event Coronary event Cardiology Any severe or acute cardiovascular condition including acute MI, unstable angina, or cardiac mortality . The remaining 117 patients were available for the study.

The technician collected data concerning the existence of bronchitis or pneumonia according to CDC criteria and gathered additional data from the medical records, such as results of auscultation, chest radiographs, samples obtained for bacteriologic bac·te·ri·ol·o·gy  
n.
The study of bacteria, especially in relation to medicine and agriculture.



bac·te
 analysis, temperature curves, productive cough, hypoxemia hypoxemia /hy·pox·emia/ (hi?pok-sem´e-ah) deficient oxygenation of the blood.

hy·pox·e·mi·a
n.
Insufficient oxygenation of arterial blood.
, hypercapnia hypercapnia /hy·per·cap·nia/ (-kap´ne-ah) excessive carbon dioxide in the blood.hypercap´nic

hy·per·cap·ni·a
n.
An increased concentration of carbon dioxide in the blood.
, reintubation, and ventilatory failure. (53) The technician scored pulmonary complications on a scale of 1 to 4 using the operational definitions of Kroenke et al. (45) Because grade 1 pulmonary complications were few and minor, we included them in the "no PPC See Pocket PC, PowerPC and pay-per-click.

PPC - PowerPC
" group for the remainder of the analysis. In our study, we defined the "PPC group" as all participants having 2 or more grade 2 complications or 1 grade 3 or 4 complication. With this criterion for PPCs, a total of 39 subjects (33%) developed a PPC (grade of [greater than or equal to] 2) (Tab. 2).

Of the 12 preoperative risk factors (Tab. 2), 6 had an association with PPCs. These 6 factors (age of [greater than or equal to] 70 years, cough with sputum sputum /spu·tum/ (spu´tum) [L.] expectoration; matter ejected from the trachea, bronchi, and lungs through the mouth.

sputum cruen´tum  bloody sputum.
 production, smoking within the last 8 weeks, diabetes mellitus, predicted IVC of [greater than or equal to] 75%, and predicted MEP of [greater than or equal to] 75%) were entered into the multivariate backward logistic regression analysis. Four of these factors (age, cough, smoking, and diabetes mellitus) were associated with a high risk of developing PPCs, and 2 factors (predicted IVC of [greater than or equal to] 75% and predicted MEP of [greater than or equal to] 75%) were protective against such complications (Tab. 3).

These 6 significant preoperative risk factors were assigned weights based on the regression coefficients and odds ratios estimated in the logistic model (Tab. 3). The risk factors age of [greater than or equal to] 70 years and productive cough were given a score of 3 points (Tab. 4). The risk factors smoking and diabetes mellitus were given a score of 2 points (Tab. 4). The 2 protective factors, predicted IVC of [greater than or equal to] 75% and predicted MEP of [greater than or equal to] 75%, were given a score of -2 points (Tab. 4). With this system, the theoretical maximum total severity score was 10 points and the minimum severity score was -4 points.

Each subject's clinical score was determined by use of the weighted risk factors. The sensitivity and the specificity of each score were calculated. An ROC curve was constructed, and the area under the curve was calculated as an index for the predictive value pre·dic·tive value
n.
The likelihood that a positive test result indicates disease or that a negative test result excludes disease.



predictive value

a measure used by clinicians to interpret diagnostic test results.
 of the model (Figure).

[FIGURE OMITTED]

As shown in the Figure, the 2 points closest to the upper left-hand corner of the ROC curve were the score of 0, with 77% sensitivity and 58% specificity, and the score of -1, with 87% sensitivity and 56% specificity. As a screening test for the identification of patients with a high risk for PPCs, the cutoff value of [greater than or equal to] -1 was preferred because the sensitivity was higher without much loss in specificity. With this cutoff value, the model identified approximately 9 of the 10 subjects at high risk for PPCs. Because 64 of the 117 subjects scored -1 or more points, the use of the model identified more than 50% of our subjects who were most in need of preoperative and postoperative interventions. To assist people who are at greatest risk for developing complications, we can direct our interventions more aggressively to these people if we can identify them. Subjects identified as being at high risk for developing PPCs had a 44% rate of false-positive results and a 13% rate of false-negative results.

Discussion

Because of the relatively small sample size (N=117), preselection of the 12 potential risk factors was used. Six factors (age of [greater than or equal to] 70 years, cough with sputum production, smoking within the last 8 weeks, diabetes mellitus, predicted IVC of [greater than or equal to] 75%, and predicted MEP of [greater than or equal to] 75%) had an association with the development of PPCs. With the help of logistic regression analysis, a preoperative 6-factor model was identified. In retrospective and prospective studies of patients undergoing CABG surgery, advanced age, excess weight (BMI), smoking, diabetes mellitus, abnormal results of pulmonary function tests, COPD, and emergency surgery consistently have been identified as risk factors for PPCs. (29,30,48,54-56) In our study, 4 of the 6 identified factors were consistent with those reported in the literature (age, smoking, diabetes mellitus, and abnormal pulmonary function tests). However, not all risk factors found in the literature were examined in our study. Emergency surgery was an exclusion criterion in our study. A history of COPD was not identified as an independent risk factor in the multivariate analysis multivariate analysis,
n a statistical approach used to evaluate multiple variables.

multivariate analysis,
n a set of techniques used when variation in several variables has to be studied simultaneously.
. Our study sample included 20 patients with a history of COPD, of whom 8 (40%) developed a PPC. Potential explanations for this finding include the relatively small number of patients with a history of COPD and the method used to identify this risk factor (patient self-report). The inclusion of BMI slightly weakened the model (sensitivity=79% and specificity=57%). To our knowledge, the risk factor MEP identified in our study has not been reported elsewhere in this context.

Other classification indexes for patients at high risk for PPCs have been developed for use in the clinical setting. The cardiopulmonary risk index (CPRI CPRI Common Public Radio Interface
CPRI Computer-based Patient Record Institute
CPRI Central Power Research Institute (India)
CPRI Central Potato Research Institute (India) 
) was tested previously in patients who have undergone thoracic surgery Thoracic Surgery Definition

Thoracic surgery is the repair of organs located in the thorax, or chest. The thoracic cavity lies between the neck and the diaphragm, and contains the heart and lungs (cardiopulmonary system), the esophagus, trachea, pleura,
, with variable results. (57) The CPRI is an algorithm that combines modified Goldman criteria for predicting cardiac complications and a pulmonary index that includes information from the patient's history, spirometry results, and arterial blood gas arterial blood gas Critical care Analysis of arterial blood for O2, CO2, bicarbonate content, and pH, which reflects the functional effectiveness of lung function and to monitor respiratory therapy Ref range pO2  results. Trayner et al (58) evaluated the CPRI in 43 patients undergoing chest and upper abdominal surgery; they demonstrated that a CPRI of >3 had a positive predictive value Positive predictive value (PPV)
The probability that a person with a positive test result has, or will get, the disease.

Mentioned in: Genetic Testing

positive predictive value 
 for the development of PPGs of 100%. Recently, however, Arslan et al (59) found that the CPRI did not predict complications in a group of patients who had undergone thoracic surgery. The limitations of the CPRI are that this algorithm has not been validated for patients undergoing CABG surgery and that the CPRI uses arterial blood gas analyses, which are not routinely ordered preoperatively. Furthermore, the definition of PPCs in the CPRI does not identify transient or self-limiting problems.

We tried to eliminate a number of the above-mentioned limitations. First, the 6-factor model is easy to use, and the 6 factors can be scored preoperatively. Second, we used explicit operational criteria to define PPCs. Because complication rates can vary widely depending on the definitions used, explicit definitions will aid future efforts to confirm our findings.

In the literature, the overall incidence of PPCs following CABG surgery varies from 5% to 90%. (1) In our study, the incidence of PPCs was 33%, determined on the basis of the explicit 4-grade operational criteria for PPCs. This definition of PPCs has been used in only 1 other study, in which 10 patients with severe COPD (predicted FE[V.sub.1] of <50%) underwent CABG surgery. (45) In that study, 5 of the 10 patients died, and 3 of the 5 deaths were attributable to cardiac rather than pulmonary reasons. In the remaining 2 patients, the cause of death was less clear, but respiratory failure Respiratory Failure Definition

Respiratory failure is nearly any condition that affects breathing function or the lungs themselves and can result in failure of the lungs to function properly.
 was at least contributory. One of the remaining 5 surviving patients developed a grade 2 pulmonary complication (20%). In our study, only 3 patients had a predicted FE[V.sub.1] of <50%, and these 3 patients all developed a grade 3 PPC.

The potential limitations of our study are the lack of control over a physician's documentation on the medical chart of auscultation, blood gas, and radiographic radiographic (rā´dēōgraf´ik),
adj relating to the process of radiography, the finished product, or its use.
 findings. The PPCs in our study were determined by review of a patient's medical records, and it is possible that physicians failed to document a certain number of minor events, such as atelectasis or cough. If this situation occurred, the incidence of grade 1 and 2 complications in our study sample might have been underestimated. It is also possible that the subsample of patients who had undergone CABG surgery was heterogeneous. Operation time, American Society of Anesthesiologists The American Society of Anesthesiologists (ASA) is an association of physicians (primarily anesthesiologists) whose stated goal is to raise and maintain the standards of the medical practice of anesthesiology and improve the care of the patient.  class, current medications for cardiac conditions, history of previous cardiac surgery, history of clinical evidence of congestive heart failure congestive heart failure, inability of the heart to expel sufficient blood to keep pace with the metabolic demands of the body. In the healthy individual the heart can tolerate large increases of workload for a considerable length of time. , electrocardiographic electrocardiographic

emanating from or pertaining to electrocardiography.


electrocardiographic monitoring
maintenance of a more or less continuous surveillance of a patient's cardiac status by means of electrocardiography.
 changes, and previous myocardial infarction myocardial infarction: see under infarction.  were not included in our risk classification. However, there is evidence that factors such as longer mean operation time, higher American Society of Anesthesiologists class, and higher Goldman index (cardiac morbidity) are associated with a higher incidence of PPCs. (45)

Conclusion

We studied a simple, bedside risk assessment form to predict the preoperative risks of PPCs in patients who had undergone CABG surgery. We believe that, by using the assessment, clinicians can provide more tailored preoperative and postoperative physical therapy to patients who are at high risk for developing PPCs. However, we did not study whether such a program would be more beneficial than those currently in use. This topic should be the focus of future research. In our retrospective study retrospective study,
a study in which a search is made for a relationship between one phenomenon or condition and another that occurred in the past (e.g.
, we identified 4 independent risk factors and 2 factors that inhibit the development of PPCs following CABG surgery. The 4 risk factors were age of [greater than or equal to] 70 years, productive cough, positive history of diabetes mellitus, and positive cigarette smoking history in the last 8 weeks. The 2 protective factors were a predicted IVC of [greater than or equal to] 75% and a predicted MEP of [greater than or equal to] 75%. Because complication rates can vary widely depending on the definitions used, explicit definitions can aid future efforts to confirm our findings.
Table 1.
Operational Definitions of Postoperative Pulmonary Complications (45)

Grade Definition

1 Cough, dry

  Microatelectasis: abnormal lung findings and temperature
   of >37.5[degrees]C without other documented cause; results of
   chest roentgenogram either normal or unavailable
  Dyspnea, not attributable to other documented cause

2 Cough, productive, not attributable to other documented
   cause

  Bronchospasm: new wheezing or pre-existent wheezing
   resulting in change in therapy
  Hypoxemia: alveolar-arterial gradient of >29 and
   symptoms of dyspnea or wheezing
  Atelectasis: radiologic confirmation plus either
   temperature of >37.5[degrees]C or abnormal lung findings
  Hypercapnia, transient, requiring treatment, such as
   naloxone or increased manual or mechanical
   ventilation
  Adverse reaction to pulmonary medication

3 Pleural effusion requiring thoracentesis
  Pneumonia, suspected: radiologic evidence without
   bacteriologic confirmation
  Pneumonia, proved: radiologic evidence and
   documentation of pathologic organism by Gram
   staining or culturing
  Pneumothorax
  Reintubation, period of ventilator dependence does not
   exceed 48 h

4 Ventilator failure: postoperative ventilator dependence
   exceeding 48 h or intubation with subsequent period
   of ventilator dependence exceeding 48 h

Table 2.
Preoperative Characteristics of Patients With and Without
Postoperative Pulmonary Complications (a)

                                         No PPC          PPC
                                       (n=78, 67%)   (n=39, 33%)
                                       (No PPC and   (Grades 2,
Preoperative Factor                     Grade 1)      3, and 4)     P

 1. Sex, n (%)
    Male                                 61 (78)       28 (72)     .494
    Female                               17 (22)       11 (28)
 2. Body mass index of [greater
      than or equal to] 29, n (%)        14 (18)       11 (28)     .150
 3. Age of [greater than or equal
      to] 70 y, n (%)                    13 (17)       15 (38)     .010
 4. History of cigarette smoking,
      n (%)                              13 (17)       13 (33)     .037
 5. Coughing, n (%)                       5 (6)        11 (28)     .002

Lung function tests, n (%)
 6. F[EV.sub.1] (<75%, predicted)        10 (13)       10 (26)     .072
 7. IVC (<75%, predicted)                11 (14)       14 (36)     .008
 8. MEP ([greater than or equal to]
      75%, predicted)                    60 (77)       10 (26)     .046
 9. MIP ([greater than or equal to]
      75%, predicted)                    51 (65)       24 (67)     .417

Presence of comorbid conditions,
  n (%)
10. History of COPD, on medication       12 (15)        8 (21)     .327
11. Diabetes mellitus, on medication      7 (9)        10 (26)     .018
12. SAS, class 3 or 4, n (%)             46 (59)       26 (67)     .274

                                        Relative
Preoperative Factor                       Risk         95% CI

 1. Sex, n (%)
    Male                                  1.26        0.72-2.17
    Female
 2. Body mass index of [greater
      than or equal to] 29, n (%)         1.45        0.84-2.48
 3. Age of [greater than or equal
      to] 70 y, n (%)                     1.99        1.22-3.23
 4. History of cigarette smoking,
      n (%)                               1.75        1.06-2.89
 5. Coughing, n (%)                       2.48        1.57-3.91

Lung function tests, n (%)
 6. F[EV.sub.1] (<75%, predicted)         1.67        0.98-2.85
 7. IVC (<75%, predicted)                 2.06        1.27-3.34
 8. MEP ([greater than or equal to]
      75%, predicted)                     1.10        1.05-1.63
 9. MIP ([greater than or equal to]
      75%, predicted)                     0.90        0.53-1.51

Presence of comorbid conditions,
  n (%)
10. History of COPD, on medication        1.25        0.68-2.30
11. Diabetes mellitus, on medication      2.03        1.23-3.35
12. SAS, class 3 or 4, n (%)              1.25        0.72-2.17

(a) PPC=postoperative pulmonary complication, CI=confidence interval,
F[EV.sub.l]=forced expiration volume in 1 s, IVC=inspiratory vital
capacity, MEP=maximal expiratory pressure, MIP=maximal inspiratory
pressure, COPD=chronic obstructive pulmonary disease, SAS=Specific
Activity Scale.

Table 3.
Logistic Regression 6-Factor Model (a)

          High-Risk         Regression               Odds
Factor    Category          Coefficient  SE    P     Ratio  95% CI

Cough     Productive         2.42        0.69  .001  11.26  2.89-43.90
            (sputum)
Age       [greater than or   2.22        0.60  .000   9.18  2.81-30.03
            equal to] 70 y
DM        Present            2.08        0.69  .003   8.01  2.06-31.23
Smoking   History past       1.57        0.59  .008   4.78  1.51-15.12
            8 wk

          Protecting
          Category

IVC       Predicted value   -0.19        0.60  .050   0.21  0.70-3.90
            of [greater
            than or equal
            to] 75%
MEP       Predicted value   -1.16        0.59  .010   0.31  0.10-1.00
            of [greater
            than or equal
            to] 75%
Constant                    -1.60        0.52  .001

(a) SE=standard error, CI=confidence interval, DM=diabetes mellitus,
IV=inspiratory vital capacity, MEP=maximal expiratory pressure.

Table 4.
Factor Point Distribution (a)

                                                  Score
Risk Factor                                       (Points)

Age of [greater than or equal to] 70 y             3
Productive cough                                   3
Smoking                                            2
Diabetes mellitus                                  2

Protective Factor

Predicted IVC of [greater than or equal to] 75%   -2
Predicted MEP of [greater than or equal to] 75%   -2

(a) IVC=inspiratory vital capacity, MEP=maximal expiratory pressure.
-4 up to -2 points=low risk, -1 up to 10 points=high risk.


* Mijnhardt bv, Schoudermantel 37, 3981 AE Bunnik, the Netherlands.

([dagger]) PT Medical, PO 31, 9350 AA Leek, the Netherlands.

([double dagger]) SPSS Inc, 233 S Wacker Wacker may refer to:
  • EMS Wacker http://i9.tinypic.com/4veeqvo.jpg http://i2.tinypic.com/5xrb2g0.jpg
  • Wacker Drive
  • Wacker process
Sports
  • VfB Admira Wacker Mödling
  • Wacker Berlin
  • Wacker Burghausen
 Dr, Chicago, IL 60606.

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EHJ EHJ European Heart Journal  Hulzebos, PT, MSc, is Physiotherapist and Human Movement Scientist, Rudolf Magnus Institute for Neuroscience, Department of Rehabilitation, Section of Physical Therapy, University Medical Center Utrecht, Room F 00.810, PO Box 85500, 3508 GA Utrecht, the Netherlands (h.hulzebos@pmbr.azu.nl). Address all correspondence to Mr Hulzebos.

NLU NLU National Louis University
NLU Natural Language Understanding
NLU Northeast Louisiana University
NLU National Law University (Jodhpur, India)
NLU No Longer Used
NLU Normal Latchup
NLU No Location Update
NLU Non-Legal Union
 Van Meeteren, PT, PhD, is Associate Professor, Rudolf Magnus Institute for Neuroscience, Department of Rehabilitation, Section of Physical Therapy, University Medical Center Utrecht, and Head, Department of Physiotherapy, Academy of Health Sciences Utrecht, Utrecht, the Netherlands.

RA De Bie, PT, PhD, is Epidemiologist, Department of Epidemiology, University of Maastricht, Maastricht, the Netherlands.

PC Dagnelie, PhD, is Nutritional Epidemiologist, Department of Epidemiology, University of Maastricht.

PJM PJM Pacific Journal of Mathematics
PJM Project Manager
PJM Puerto Jimenez, Costa Rica (Airport code)
PJM Pennsylvania New Jersey Maryland Interconnection LLC (Mid-Atlantic region power pool) 
 Helders, PT, PhD, is Clinical Professor, Department of Paediatric Adj. 1. paediatric - of or relating to the medical care of children; "pediatric dentist"
pediatric
 Physical Therapy, University Medical Center Utrecht, and Professor, Department of Physiotherapy, Academy of Health Sciences Utrecht.

Mr Hulzebos, Dr Van Meeteren, Dr De Bie, and Dr Helders provided concept/research design. Mr Hulzebos, Dr Van Meeteren, Dr Dagnelie, and Dr Helders provided writing. Mr Hulzebos and Dr De Bie provided data collection and analysis. Mr Hulzebos provided subjects, facilities/ equipment, and institutional liaisons. Dr Van Meeteren and Dr Helders provided project management. Dr De Bie and Dr Dagnelie provided consultation (including review of manuscript before submission).

This study was approved by the Ethics Committee of the University Medical Center Utrecht.

This research was supported by a grant from the Netherlands Organization for Health Research and Development (ZonMw).

This article was submitted August 20, 2001, and was accepted July 6, 2002.
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