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Health and economic impact of surgical site infections diagnosed after hospital discharge. (Research).


Although surgical site infections (SSIs) are known to cause substantial illness and costs during the index hospitalization hospitalization /hos·pi·tal·iza·tion/ (hos?pi-t'l-i-za´shun)
1. the placing of a patient in a hospital for treatment.

2. the term of confinement in a hospital.
, little information exists about the impact of infections diagnosed after discharge, which constitute the majority of SSIs. In this study, using patient questionnaire and administrative databases, we assessed the clinical outcomes and resource utilization in the 8-week postoperative post·op·er·a·tive
adj.
Happening or done after a surgical operation.



postoperative

after a surgical operation.


postoperative care
 period associated with SSIs recognized after discharge. SSI (1) See server-side include and single-system image.

(2) (Small-Scale Integration) Less than 100 transistors on a chip. See MSI, LSI, VLSI and ULSI.

1. (electronics) SSI - small scale integration.
2.
 recognized after discharge was confirmed in 89 (1.9%) of 4,571 procedures from May 1997 to October 1998. Patients with SSI, but not controls, had a significant decline in SF-12 (Medical Outcomes Study 12-Item Short-Form Health Survey) mental health component scores after surgery (p=0.004). Patients required significantly more outpatient visits, emergency room visits, radiology radiology, branch of medicine specializing in the use of X rays, gamma rays, radioactive isotopes, and other forms of radiation in the diagnosis and treatment of disease.  services, readmissions, and home health aide services than did controls. Average total costs during the 8 weeks after discharge were US$5,155 for patients with SSI and $1,773 for controls (p<0.001).

**********

Surgical site infections (SSIs), the second most common cause of nosocomial infection Nosocomial infection
An infection that can be acquired in a hospital. ABPA is a nosocomial infection.

Mentioned in: Allergic Bronchopulmonary Aspergillosis, Hospital-Acquired Infections, Pseudomonas Infections

 after urinary tract infections urinary tract infection (UTI),
n infection in one or more of the structures that make up the urinary system. Occurs more often in women and is most commonly caused by bacteria.
, cause approximately 17% of all hospital-acquired infections Hospital-Acquired Infections Definition

A hospital-acquired infection is usually one that first appears three days after a patient is admitted to a hospital or other health care facility.
 (1) and lead to increased costs and worse patient outcomes in hospital inpatients (2). 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.  estimates that approximately 500,000 SSIs occur annually in the United States United States, officially United States of America, republic (2005 est. pop. 295,734,000), 3,539,227 sq mi (9,166,598 sq km), North America. The United States is the world's third largest country in population and the fourth largest country in area.  (3). Costs and outcomes secondary to SSIs can vary by location and surgery type. Infections in cardiac surgery Cardiac surgery is surgery on the heart and/or great vessels performed by a cardiac surgeon. Frequently, it is done to treat complications of ischemic heart disease (for example, coronary artery bypass grafting), correct congenital heart disease, or treat valvular heart disease  have been estimated to add from US$8,200 (1982 dollars) to $42,000 (1985 dollars) to the cost of care after adjustments are made for preexisting pre·ex·ist or pre-ex·ist  
v. pre·ex·ist·ed, pre·ex·ist·ing, pre·ex·ists

v.tr.
To exist before (something); precede: Dinosaurs preexisted humans.

v.intr.
 illnesses and conditions, and these increased costs are likely attributable to excess hospital and intensive care unit stays (46). Overall, SSIs may result in $1-$10 billion in direct and indirect medical costs each year (3,7).

With the current trends favoring a shortened short·en  
v. short·ened, short·en·ing, short·ens

v.tr.
1. To make short or shorter.

2.
 postoperative hospital stay, outpatient surgery Outpatient Surgery, also referred to as ambulatory surgery or same-day surgery, is surgery that does not require an overnight hospital stay. The term “outpatient” arises from the fact that surgery patients may go home do not need an overnight hospital , and same-day surgery same-day surgery Managed care Any operation which, in absence of complications may be provided at a hospital on an outPt basis. See ASC surgical services. , more SSIs are occurring after discharge from the hospital and, therefore, beyond the reach of most hospital infection control surveillance programs (8). Of all surgical procedures Surgical procedures have long and possibly daunting names. The meaning of many surgical procedure names can often be understood if the name is broken into parts. For example in splenectomy, "ectomy" is a suffix meaning the removal of a part of the body. "Splene-" means spleen. , 75% are now estimated to occur in the outpatient or ambulatory Movable; revocable; subject to change; capable of alteration.

An ambulatory court was the former name of the Court of King's Bench in England. It would convene wherever the king who presided over it could be found, moving its location as the king moved.
 setting, and for those that do occur in the inpatient inpatient /in·pa·tient/ (in´pa-shent) a patient who comes to a hospital or other health care facility for diagnosis or treatment that requires an overnight stay.

in·pa·tient
n.
 setting, postoperative length of stay is decreasing (9). An estimated 47% to 84% of SSIs occur after discharge; most of these are managed entirely in the outpatient setting (8,10).

Given the high costs and adverse patient outcomes associated with SSIs, quantifying the clinical and economic impact of SSIs recognized after discharge from the hospital is important. Several studies have focused on the direct medical costs borne by the hospital or insurer, but to our knowledge, no study has assessed the full societal so·ci·e·tal  
adj.
Of or relating to the structure, organization, or functioning of society.



so·cie·tal·ly adv.

Adj.
 impact of SSIs, which includes indirect costs Indirect costs are costs that are not directly accountable to a particular function or product; these are fixed costs. Indirect costs include taxes, administration, personnel and security costs. See also
  • Operating cost
, such as lost patient productivity and diminished functional status (11,12). Additionally, no study has addressed the costs of SSIs that arise from most of these infections which now occur in the postdischarge setting and for which patients are not readmitted to the index hospital. The magnitude of these costs might not be known if ascertainment ascertainment /as·cer·tain·ment/ (a?ser-tan´ment) in genetics, the method by which persons with a trait are selected or discovered by an investigator.  were left solely to the index hospital's information systems.

Methods

This study used a matched cohort cohort /co·hort/ (ko´hort)
1. in epidemiology, a group of individuals sharing a common characteristic and observed over time in the group.

2.
 design to compare the costs and illness of patients with an SSI to matched patients who had surgery during the same period but in whom an SSI did not develop. The study population was drawn from adult members of Harvard Vanguard Vanguard

Any of three unmanned U.S. experimental satellites. Vanguard I (1958), the second U.S. satellite placed in orbit around Earth (after Explorer 1), was a tiny 3.25-lb (1.47-kg) sphere with two radio transmitters.
 Medical Associates, a 250,000-member multispecialty group practice, which at the time of the study was a staff model component of Harvard Pilgrim Health Care, a health maintenance organization. Study participants were those who had undergone a nonobstetric inpatient or outpatient operating room operating room
n. Abbr. OR
A room equipped for performing surgical operations.
 procedure at Brigham and Women's Hospital Brigham and Women's Hospital (BWH) is a hospital in the Longwood Area of the Boston, Massachusetts neighborhood of Mission Hill. With Massachusetts General Hospital, it is one of the two founding members of Partners HealthCare.  from May 18, 1997, through October 31, 1998. Cases of SSI were identified prospectively by using an established method of automated au·to·mate  
v. au·to·mat·ed, au·to·mat·ing, au·to·mates

v.tr.
1. To convert to automatic operation: automate a factory.

2.
 medical record screening for 102 diagnostic, testing, or treatment codes that may have indicated the occurrence of an SSI in the outpatient setting (13). In addition, pharmacy records Pharmacy Records is an independent record label based in Melbourne, Australia, and run by Richard Andrew of Registered Nurse.

Pharmacy Records is distributed through MGM Distribution in Australia and through Narwhal Records in the UK.
 were screened for antibiotic antibiotic, any of a variety of substances, usually obtained from microorganisms, that inhibit the growth of or destroy certain other microorganisms. Types of Antibiotics
 dispensing dispensing

provision of drugs or medicines as set out properly on a lawful prescription. A prescription can only be filled, the drugs supplied, by a registered pharmacist, veterinarian, dentist or member of the medical profession.
, and claims were screened for hospital readmissions or emergency room visits pertaining per·tain  
intr.v. per·tained, per·tain·ing, per·tains
1. To have reference; relate: evidence that pertains to the accident.

2.
 to an SSI. Surgeries were identified in 2-week cycles, and a total of 38 cycles were completed. An investigator reviewed those records judged to indicate a post-discharge SSI by initial screening, using the National 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
 Surveillance criteria during the 30-day postoperative period to confirm infection (14). Patients who had an SSI that occurred during the index hospitalization were excluded. Case-patients were individually matched on surgery type, age and duration of surgical procedure in a ratio of one case-patient to two other members of the cohort.

Questionnaire

Participants were enrolled 5-7 weeks after surgery. All case-patients and matched pairs were mailed a 49-item questionnaire, an explanatory ex·plan·a·to·ry  
adj.
Serving or intended to explain: an explanatory paragraph.



ex·plan
 letter, and a consent form. The questionnaire contained three sections. The first section had questions designed to assess illness, which were taken from the National Health Interview Survey, and additional questions designed to quantify Quantify - A performance analysis tool from Pure Software.  care and resource use during the 8-week postoperative period, including home visits, phone calls to practitioners, missed days from work, and family members' missed days from work (15). The second and third sections were each designed to assess health-related quality of life by using the Medical Outcomes Study 12-Item Short-Form Health Survey (SF-12) during the 8 weeks after surgery and the 4 weeks before surgery, respectively (16). Patients were instructed to recall their overall health since surgery and their health before surgery. Patients who did not return questionnaires were followed up with phone calls and re-mailing of the survey. If they did not return the questionnaire within 90 days, they were considered nonresponders. If questionnaires were incomplete, the answers that were provided were included in the analyses. SF-12 mental and physical scores (MCS-12 and PCS-12, respectively) were normalized by using standard methods to obtain mean scores (16).

Administrative Databases

Four administrative databases were used to determine provider-level resource use associated with the 8 weeks after discharge from the operation that led to entry into the cohort. The Harvard Pilgrim Health Care demographic database was used to capture patient date of birth, gender, and zip code zip code

System of postal-zone codes (zip stands for “zone improvement plan”) introduced in the U.S. in 1963 to improve mail delivery and exploit electronic reading and sorting capabilities.
. This health maintenance organization maintains an automated administrative claims system that houses all charges from vendors, including hospitals, and outside the ambulatory-care centers. This database included the associated discharge date for index surgery, from which we calculated the 8 weeks' postoperative time window for our analysis and from which we counted the resource utilization across all databases. This database provided all charges between the vendor or facility and the health maintenance organization, length of stay, procedure codes, diagnosis codes, and pharmacy codes for all encounters that occurred outside of the health plan. Thus, any readmission readmission Managed care The admission of a Pt to a health care facility for a condition–eg, stroke, MI, GI bleeding, hip fracture, cancer surgery, shortly after discharge. See nth admission. Cf Admission, Discharge. , emergency room visit, skilled nursing facility skilled nursing facility
n. Abbr. SNF
An establishment that houses chronically ill, usually elderly patients, and provides long-term nursing care, rehabilitation, and other services.
 stay, or home health aide charge appeared in this database.

In addition, Harvard Pilgrim Health Care maintained an automated ambulatory medical record system that captured all ambulatory encounters and orders at its health centers. This database allowed determination of the number of outpatient visits, telephone calls, and most laboratory tests. This database also captures the number of inpatient physician encounters made by the health maintenance organization's patients. Costs associated with outpatient visits at the health centers were imputed Attributed vicariously.

In the legal sense, the term imputed is used to describe an action, fact, or quality, the knowledge of which is charged to an individual based upon the actions of another for whom the individual is responsible rather than on the individual's
 by using the costs for CPT CPT

See: Carriage Paid To
 Codes 99213-99215 from the 1998 National Physician Fee Schedule Relative Value File (available from: URL URL
 in full Uniform Resource Locator

Address of a resource on the Internet. The resource can be any type of file stored on a server, such as a Web page, a text file, a graphics file, or an application program.
: http://www.hcfa.gov/stats/pufiles.htm). The first visit for each case-patient with an SSI was assumed to be an established-patient visit lasting 40 minutes (CPT 99215), and the first visit for those without an SSI was assumed to last 25 minutes (CPT 99214). All subsequent visits for all patients were assumed to last 15 minutes (CPT 99213). Costs in 1998 for CPT codes 99213, 99214, and 99215 were $41.46, $62.74, and $99.06, respectively.

Harvard Pilgrim Health Care also maintains a database that captures all pharmacy prescriptions dispensed dis·pense  
v. dis·pensed, dis·pens·ing, dis·pens·es

v.tr.
1. To deal out in parts or portions; distribute. See Synonyms at distribute.

2. To prepare and give out (medicines).

3.
 in the outpatient setting (17). This database provided the standard wholesale costs for all antibiotic prescriptions for the 8-week postoperative period.

Chronic disease scores, as a marker for patient preexisting conditions preexisting condition,
n in dentistry, the oral health condition of an enrollee that existed before his or her enrollment in a dental program.

preexisting condition 
 and illnesses, have been shown to be predictors of SSI and also of death, hospitalization, and resource utilization (18-21). The chronic disease score, as used here, is a method for controlling for preexisting conditions on the basis of patient age, gender, and recent history of drug dispensing. This score predicts for hospitalization (22) and SSI (19) and thus would appear to be a useful adjuster for preexisting conditions in our cost analysis. For each patient, a chronic disease score was created by using patient age, sex, and presence or absence of 29 chronic diseases, calculated from the 6-month preoperative pre·op·er·a·tive
adj.
Preceding a surgical operation.



preoperative

preceding an operation.


preoperative care
the preparation of a patient before operation.
 ambulatory pharmacy dispensing record (18,19).

Attributable charges of SSI recognized after discharge were calculated by taking the mean charges of case-patients and subtracting the mean charges of control patients. Mean charges were chosen for this comparison since the use of medians would negate ne·gate  
tr.v. ne·gat·ed, ne·gat·ing, ne·gates
1. To make ineffective or invalid; nullify.

2. To rule out; deny. See Synonyms at deny.

3.
 the effect that even a moderately rare event (those that occur in <50% of the study population) would have on health-care costs. For those areas of resource utilization in which only charges were available, charges were converted to costs by using a cost-to-charges ratio. Since this study involved readmission and resource utilization at several different hospitals, conversion to costs would have required institution-specific ratios of costs to charge, to which we did not have access. We have, therefore, chosen to use a published ratio of costs to charges from a cohort of 4,108 patients admitted in the same city to two hospitals, one of which was the index hospital in this study, and during a similar period to this study (23).

Statistics

Student t test, Wilcoxon rank-sum test, or Fisher exact test were used, where appropriate, for univariate comparisons. Outcomes are presented as medians with interquartile range In descriptive statistics, the interquartile range (IQR), also called the midspread, middle fifty and middle of the #s, is a measure of statistical dispersion, being equal to the difference between the third and first quartiles. , means with standard deviations In statistics, the average amount a number varies from the average number in a series of numbers.

(statistics) standard deviation - (SD) A measure of the range of values in a set of numbers.
, or proportions. Cases and matched controls matched study, matched control

a comparison between groups in which each subject animal is matched by a comparable animal in terms of age and all other measurable parameters. Called also matched or paired control.
 were compared by using the Wilcoxon signed-ranks test for continuous outcomes with non-normal distributions, continuous linear regression Linear regression

A statistical technique for fitting a straight line to a set of data points.
 by forcing the matching variable into the model for normally distributed variables, or the Cochran-Mantel-Haenszel for matched binary variables. Almost all assessed utilization outcomes, including all charges, were non-normally distributed so both medians with interquartile range and means with standard deviation are reported. Multivariable unconditional HEIR, UNCONDITIONAL. A term used in the civil law, adopted by the Civil Code of Louisiana. Unconditional heirs are those who inherit without any reservation, or without making an inventory, whether their acceptance be express or tacit. Civ. Code of Lo. art. 878.

UNCONDITIONAL.
 logistic regression In statistics, logistic regression is a regression model for binomially distributed response/dependent variables. It is useful for modeling the probability of an event occurring as a function of other factors.  was used to control for confounding variables A confounding variable (also confounding factor, lurking variable, a confound, or confounder) is an extraneous variable in a statistical or research model that should have been experimentally controlled, but was not.  in the analysis of the questionnaire data, and all matched variables were forced into the model to account for the matching process.

Since combined total costs and charges (ambulatory, pharmacy, and nonambulatory) of the entire cohort of 267 patients were log-normally distributed, the total cost variable was analyzed an·a·lyze  
tr.v. an·a·lyzed, an·a·lyz·ing, an·a·lyz·es
1. To examine methodically by separating into parts and studying their interrelations.

2. Chemistry To make a chemical analysis of.

3.
 by using a log-transformation of total costs in a matched linear regression model. To estimate the effect that preexisting conditions or index surgery duration might have on the attributable effect of SSI on total costs, a matched linear regression with log-transformed total costs as the outcome was created with the predictors SSI/no SSI, chronic disease score (CDS), and index surgery duration entered as variables into the model. Results are given as [beta]-estimates of effect, R-square statistic statistic,
n a value or number that describes a series of quantitative observations or measures; a value calculated from a sample.


statistic

a numerical value calculated from a number of observations in order to summarize them.
, and p value for five models (only SSI versus no SSI; only CDS; both SSI versus no SSI and CDS; both SSI versus no SSI and index surgery duration; and all three variables: SSI, CDS, and duration of index surgery). All statistical tests were two-tailed; p [less than or equal to] 0.05 was considered statistically significant. Statistical analyses were performed with 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.  v 8.01 for Windows (SAS Institute SAS Institute Inc., headquartered in Cary, North Carolina, USA, has been a major producer of software since it was founded in 1976 by Anthony Barr, James Goodnight, John Sall and Jane Helwig. , Inc., Cary, NC).

During the anticipated study period, 3,000 surgeries would be estimated to be performed and, given a 2.8% risk for infection beginning after discharge from the hospital (based on our prior observations), 84 SSIs would be recognized after discharge. This gave a power of 0.89 to detect [greater than or equal to] 5 days lost from usual activities. Our actual sample of SSIs recognized after discharge was 89 (1.9%) from a sample of 4,571 procedures.

All data collected were combined into one dataset for final analysis, after which all unique identifiers With reference to a given (possibly implicit) set of objects, a unique identifier is any identifier which is guaranteed to be unique among all identifiers used for those objects and for a specific purpose.  were removed. In addition, each patient provided a signed consent form before completing the questionnaire and being enrolled in the study. The Harvard Pilgrim Health Care institutional review board approved this study.

Results

SSI recognized after discharge was confirmed in 89 (1.9%) of 4,571 procedures. One hundred seventy-eight patients with similar age, procedure types, and surgical duration were matched to the SSI patients in a ratio of one case-patient to two controls (Table 1). No significant differences in age, gender, or surgery type between case-patients and matched controls were noted. Surgery duration was significantly longer for SSI patients, despite having been matched for procedure duration. This was expected because procedure duration is an important risk factor for infection.

Impact on Health, Activities, and Perceived Care Needs

One hundred seventy-three (65%) of 267 questionnaires were returned. Those who completed the questionnaire (responders) were slightly older than those that did not respond (58.2 years vs. 54.6 years, p=0.05). No other differences between questionnaire responders and nonresponders were significant (Tables 2 and 3). Among patients who completed the questionnaire, no differences between case-patients and controls were significant for age, sex, and procedure types (Table 1), or in the baseline SF-12 assessment of mental and physical health (Table 3). Reported occupations of patients and controls did not differ, and few differences between case-patients and controls existed with respect to self-declared differences in pre-existing medical conditions See carpal tunnel syndrome, computer vision syndrome, dry eyes and deep vein thrombosis.  (Table 1). Case-patients did experience longer duration of surgery than did controls. Case-patients were also more likely than controls to report a history 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.  (12% vs. 2.5%, p=0.02) and arthritis (39% vs. 22%, p=0.03). There was a trend towards more case-patients having diabetes than controls (24% vs. 12% p=0.06).

In assessing time and productivity costs, we found that case-patients (64%) were more likely than controls (42%) to have spent at least 1/2 day in bed, thus missing planned regular activities (p=0.04). However, differences between case-patients and controls in other areas of lost productivity, such as missed days of work and inability to complete regular activities, were not significant.

Case-patients with an SSI (69%) were more likely than controls (48%) to require home health provider visits (p=0.01). Similar results were found after controlling for age, procedure duration, and baseline SF-12 physical function. There were trends for patients with SSI wanting more home health visits than were provided and wanting a 24-hour hotline to contact a health-care practitioner. Patients, but not controls, reported significantly lower physical health and mental health component scores on the SF-12 after surgery, compared to their own baselines (p=0.003 and p=0.02, respectively).

Health Resource Use in 8 Weeks after Surgery

Patients with SSI recognized after discharge required significantly more resources within the outpatient setting than those without SSI (Table 4). Significantly more patients with SSI had at least one ambulatory-care visit, and their average number of visits (7.5) was more than twice the average of those without SSI (3.4). Additionally, case-patients were significantly more likely to call their provider and to make more phone calls to their provider than controls. The number of laboratory tests ordered did not differ between cases and controls. Estimated ambulatory outpatient visits costs generated were on average $365 per case with an SSI and $160 per control during the 8-week postoperative period (p<0.001).

Patients with an SSI recognized after discharge also used significantly more resources outside of the ambulatory-care centers. More case-patients (31%) had at least one visit to an emergency room compared to controls (9%), p<0.001, and they generated significantly more emergency room charges ($333 vs. $114, p<0.001).

Those with SSI were more likely to require a radiology test (40% vs. 28%, p=0.02) and had higher radiology test charges ($1,076 vs. $587, p=0.02) than those without SSI. More patients with an SSI received durable medical equipment Durable medical equipment is a term of art used to describe certain Medicare benefits, that is, whether Medicare may pay for the item. The item is defined by Title XVIII the Social Security Act:

 than did controls (37% vs. 22%, p=0.008) and generated higher average durable medical equipment-related charges ($123 vs. $69, p=0.01). A greater proportion of case-patients (62%) than controls (47%) required home health services health services Managed care The benefits covered under a health contract  (p=0.009). Charges related to home health services were higher for those with an SSI ($827) than for those without an SSI ($579), p=0.007. Twice as many case-patients required a stay in a skilled nursing facility (9% vs. 4.5%, p=0.09). There was a nonsignificant non·sig·nif·i·cant  
adj.
1. Not significant.

2. Having, producing, or being a value obtained from a statistical test that lies within the limits for being of random occurrence.
 trend towards higher average skilled nursing charges for case-patients ($460 vs. $204 p=0.14); however, the average number of days in a skilled nursing facility was the same for case-patients and controls.

Patients with an SSI recognized after discharge generated higher standard wholesale costs for antibiotics Antibiotics Definition

Antibiotics may be informally defined as the subgroup of anti-infectives that are derived from bacterial sources and are used to treat bacterial infections.
 than did controls without an SSI. Case-patients had an average cost of $60 for antibiotics, while controls had costs of $13.60 per person (p<0.001). Patients with an SSI were more likely to be readmitted to the hospital (34%) than those without an SSI (12%), p<0.001. These rehospitalizations led to $7,925 charges per person with an SSI compared with charges of $2,079 for those without an SSI (p<0.001). After the conversion of charges to costs, an SSI diagnosed after discharge was associated with excess costs of $2,573 ($3,489 minus $916) from rehospitalization across the entire population who developed an SSI, regardless of readmission status.

Total estimated costs per person incurred during the 8 weeks after discharge from the hospital associated with the index procedures were $5,155 for case-patients with SSI and $1,773 for controls without an SSI (p<0.001). Therefore, costs were $3,382 or 2.9 times greater in patients with SSI recognized after discharge. The subsets of these costs that occurred in those 216 patients never readmitted to any hospital (including the index hospital) were, on average, $928 in case-patients and $621 in controls (p<0.001). Therefore, patients with SSI had on average $307 additional costs that would not have been captured by an infection control surveillance system limited to the inpatient setting. Additionally, in this particular cohort of patients, 23% of all re-admissions and 18% of all emergency room visits occurred at institutions other than the index hospital; such visits and admissions would not have been captured by standard inpatient infection control surveillance.

The mean chronic disease score was significantly higher among case-patients (3,058) than controls (2,148) (p=0.005), as expected on the basis of the higher prevalence of selected chronic diseases in those at risk for an SSI. To determine if preexisting conditions could account for some of the costs associated with SSI recognized after discharge, we used a matched linear regression model; the calculated chronic disease score was the predictor for log-transformed total costs (Table 5). Although the chronic disease score was a strong independent predictor of postoperative resource use, even in this matched cohort, it was not a meaningful confounder con·found  
tr.v. con·found·ed, con·found·ing, con·founds
1. To cause to become confused or perplexed. See Synonyms at puzzle.

2.
 of the impact of SSI on resource utilization. The parameter (1) Any value passed to a program by the user or by another program in order to customize the program for a particular purpose. A parameter may be anything; for example, a file name, a coordinate, a range of values, a money amount or a code of some kind.  estimate for being a case was 1.30 for log-transformed costs in the unadjusted model and 1.20 for log-transformed costs in the adjusted model when chronic disease score was included. This finding suggests that, even after preexisting conditions are adjusted for, SSIs recognized after hospital discharge are significantly associated with higher total costs.

Even though we matched case-patients and controls on duration of index surgery, patients with SSI recognized after hospital discharge had significantly longer duration of surgery. To measure if duration of index surgery could confound con·found  
tr.v. con·found·ed, con·found·ing, con·founds
1. To cause to become confused or perplexed. See Synonyms at puzzle.

2.
 the total attributable costs of SSI recognized after hospital discharge, we used a matched linear regression model with duration of index surgery and SSI as predictors for log-transformed total costs. The addition of duration of index surgery into the model did not significantly confound the attributable impact that SSI had on higher total costs (Table 5).

Discussion

SSIs recognized after discharge from the hospital were associated with significantly higher direct medical costs and indirect costs. With respect to direct medical costs, SSIs diagnosed after hospital discharge incurred significantly more attributable use of resources than matched controls in each of the following categories: outpatient visits, inpatient care inpatient care Managed care Services delivered to a Pt who needs physician care for > 24 hrs in a hospital , pharmacy, radiology, home health aide care, and durable medical equipment. When all sources of direct medical costs were combined, SSIs recognized after discharge were associated with $3,382 in excess costs over those without SS1. This difference was significant after preexisting conditions and index surgery duration were controlled for. Importantly, in the linear regression models (Table 5), SSIs recognized after discharge explained one-half the variation in total costs (R2=0.49), and this finding was not altered by the addition of chronic disease score or index surgery duration.

Direct medical costs have been postulated pos·tu·late  
tr.v. pos·tu·lat·ed, pos·tu·lat·ing, pos·tu·lates
1. To make claim for; demand.

2. To assume or assert the truth, reality, or necessity of, especially as a basis of an argument.

3.
 to be low in patients who do not require readmission after a postdischarge SSI has developed (10). When readmission costs attributable to SSI ($2,573) were subtracted from total costs attributable to SSI ($3,382), we found that the mean charge manifest outside of the inpatient hospital setting attributable to SSI recognized after discharge was $809. Therefore, 24% of costs attributable to the SSI recognized after discharge would typically occur beyond the cost accounting systems of most index hospitals in which the initial surgical procedure was performed. This 24% would be the minimum fraction of the costs missed if all readmissions occurred at the index hospital. In our study, 23% of the readmissions occurred at settings other than the index hospital. Therefore, approximately $1,409 (42%) of all costs attributable to SSI were unknown to the index hospital. Kirkland et al. found that patients with an SSI had an increased risk of readmission and death associated with SSIs recognized during the initial hospitalization (11). No patients in our study died during the 8-week postdischarge follow-up period.

The matched cohort-design has been associated with selection bias when stringent matching criteria prevent some cases of SSI from being included in the study analysis (24,25). Selection bias was not a factor in this study because all cases of SSI were included.

We recognize that we were unable to assess all societal costs of SSI, such as individual patient transportation costs. However, in addition to the direct medical costs, we found that patients with SSI recognized after discharge had a significant decline in the mental health component of the SF-12. The magnitude of this drop, compared to results for controls, was similar to one reported for those who have experienced their first myocardial infarction myocardial infarction: see under infarction.  (26). Case-patients were also more likely to spend more than one-half day in bed, missing their regular activities. The economic impact of spending this extra time in bed, however, appears to be minimal since we found no significant differences in other measures of productivity. The indirect costs of lost time at work could not be determined in this cohort since fewer than one-third of respondents In the context of marketing research, a representative sample drawn from a larger population of people from whom information is collected and used to develop or confirm marketing strategy.  were employed at the time of the study. A similar magnitude of use of home health aide providers was reported in the questionnaire and in the electronic claims database. This correspondence provides some evidence that respondents were representative of the entire cohort. Although patients were not asked about their use of resources in the 4 weeks before surgery until weeks after the surgery took place, we have found that for scaled scores, such as the SF-12 used in this study, patients consistently reported similar results during the hospital stay and 3 months later (27).

We conclude that SSIs diagnosed after hospital discharge were associated with significant impairment Impairment

1. A reduction in a company's stated capital.

2. The total capital that is less than the par value of the company's capital stock.

Notes:
1. This is usually reduced because of poorly estimated losses or gains.

2.
 of physical and mental health. These SSIs also incurred substantial excess resource utilization across the spectrum of health care. These findings support the need to prevent SSIs that occur after discharge.

Funded by a grant from the Harvard Pilgrim Health Care Foundation and by the Centers for Disease Control and Prevention Eastern Massachusetts Prevention Epicenter cooperative agreement UR8/CCU115079.
Table 1. Descriptive characteristics of cohort in study of surgical
site infections (SSI), Harvard Pilgrim Health Care, 1997-1998 (a)

                             Case-patients       Controls
Characteristic              N (% or SD (a))  N (% or SD (a))   p value

Study cohort N=267                89               178

Demographics of complete cohort

Age (yr)                   55.8 (+/- 14.6)   57.5 (+/- 13.3)   0.33 (b)
Male gender                  43 (48.3)         94 (52.8)       0.52 (c)
Surgery duration (min)      177 (+/- 112)     137 (+/- 74)    0.037 (d)
Chronic disease score     3,058 (+/- 2636)  2,148 (+/- 2285)  0.005 (d)
Surgery location
 (inpatient)                    73 (82)       149 (83.7)        1.0 (c)

Surgery type

Cardiac                      26 (29.2)         53 (29.8)        1.0 (c)
General                      25 (28.1)         53 (29.8)       0.89 (c)
Gynecology                    2 (2.3)           4 (2.3)         1.0 (c)
Neurology                     4 (4.5)           8 (4.5)         1.0 (c)
Orthopedic                   15 (16.9)         32 (18)         0.87 (c)
Other                         2 (2.3)           3 (1.7)         1.0 (c)
Plastic                       5 (5.6)           6 (3.4)        0.51 (c)
Urology                       3 (3.4)           6 (3.4)         1.0 (c)
Vascular                      7 (7.9)          13 (7.3)         1.0 (c)

Description of questionnaire responders

Responder N=173 (65%)        50 (56.2)        123 (69.1)      0.042 (c)
Age (yr)                   57.3 (+/- 13.7)   58.6 (+/- 12.4)   0.54 (b)
Male gender                  25 (50)           69 (56.1)       0.50 (c)
Surgery duration (min)      185 (+/- 142)     144 (+/- 81)     0.19 (d)

Surgery type

Cardiac                         16 (32)         39 (31.7)       1.0 (c)
General                        18 (36.0)        35 (28.5)      0.37 (c)
Gynecology                      1 (2.0)          3 (2.4)        1.0 (c)
Neurology                       1 (2.0)          6 (4.9)       0.67 (c)
Orthopedic                     7 (14.0)         23 (18.7)      0.51 (c)
Other                           1 (2.0)          0 (0.0)       0.29 (c)
Plastic                         2 (4.0)          3 (2.4)       0.63 (c)
Urology                         1 (2.0)          4 (3.3)        1.0 (c)
Vascular                        3 (6.0)         10 (8.1)       0.76 (c)

Occupation (could check >1)

Employed                         26.6%            30.8%        0.61 (c)
Homemaker                        29.8%            28.2%        0.85 (c)
Retired                          42.9%            61.5%        0.07 (c)
Student                           2.1%             2.5%         1.0 (c)

Preexisting medical conditions (e)

Congestive heart failure         12.2%             2.5%       0.018 (c)
Diabetes                         24.5%            11.5%       0.057 (c)
Arthritis                        38.8%            21.5%       0.034 (c)

(a) Results are shown as no. (%) or mean +/- standard deviation, along
with p value for comparison of cases with SSIs to controls without
SSIs.

(b) Student t test.

(c) Fisher exact test.

(d) Wilcoxon rank-sum test.

(e) Thirteen additional preexisting conditions were assessed, including
chronic lung disease, vision or hearing impairment, asthma, peptic
ulcer disease, chronic back pain, hypertension, angina, myocardial
infarction, stroke, kidney disease, and cancer; all were not
significantly different between cases and controls with p>0.05.

Table 2. Comparison of questionnaire responders to nonresponders,
surgical site infection (SSI) study (a)

                           Responder      Nonresponder
Characteristic          N (% or SD (a))  N (% or SD (a))    p value

Study cohort N=267            173              94

Demographics

Age (yr)                58.2 (+/- 12.7)  54.6 (+/- 15.2)   0.05 (b)
Male gender               94 (54.3)        43 (45.7)       0.20 (c)
Surgery duration (min)   152 (+/- 91)     139 (+/- 98)     0.14 (d)

Surgery type

Cardiac                    55 (31.8)        24 (25.5)      0.33 (c)
General                    53 (30.6)        25 (26.6)      0.57 (c)
Gynecology                  4 (2.3)          2 (2.1)        1.0 (c)
Neurology                   7 (4.1)          5 (5.3)       0.76 (c)
Orthopedic                 30 (17.3)        17 (18.1)      0.89 (c)
Other                       1 (0.6)          4 (4.3)      0.054 (c)
Plastic                     5 (2.9)          6 (6.4)       0.20 (c)
Urology                     5 (2.9)          4 (4.3)       0.72 (c)
Vascular                   13 (7.5)          7 (7.5)        1.0 (c)

(a) Results are shown as no. (%) or mean +/- SD, along with p value
for comparison of cases with SSI to controls without SSI.

(b) Student t test.

(c) Fisher exact test.

(d) Wilcoxon rank-sum test.

Table 3. Univariate analysis of questionnaire respondents, surgical
site infections (SSIs) study (a)

                             Case-patient      Control
                            N(% or SD (a))   N(% or SD (a))
                                (N=50)          (N=123)       p value

HRQOL with SF-12

Preoperative MCS-12         51.7 (+/- 9.6)    51.5 (+/- 9.9)   0.96 (b)
Postoperative MCS-12        47.6 (11.6)       52.4 (+/- 9.2)  0.025 (b)
Preoperative PCS-12         41.1 (+/- 12.7)  45.0 (+/- 10.9)  0.058 (b)
Postoperative PCS-12        33.9 (+/- 10.0)   38.7 (+/- 9.8)  0.003 (b)
Change MCS-12 with surgery  -4.1 (+/- 11.0)    0.9 (+/- 9.6)  0.004 (b)
Change PCS-12 with surgery  -7.2 (+/- 10.6)  -6.3 (+/- 13.3)   0.67 (b)

Additional questions

Time and productivity
 costs

If employed, missed work        66.7%           62.3%          0.81 (c)
Average no. missed days
 at work                    61.2 (+/- 38.6)  57.5 (+/- 40.6)   0.95 (c)
Unable to do regular
 activities                     60.6%           69.5%          0.39 (c)
Missed activities, in bed
 >1/2 day                       63.6%           41.8%         0.043 (c)
Average no. days missed
 activities                 49.6 (+/- 41.3)  50.1 (+/- 42.0)   0.90 (d)

Additional costs

Provider made home visits       69.4%           47.5%         0.011 (c)
Could have used home
 visits                         30.8%           12.8%         0.068 (c)
Used paid housekeeper            6.3%            5.8%           1.0 (c)
Used 24-hr hotline              12.2%            5.7%          0.20 (c)
Could have used 24-hr
 hotline                        21.4%            8.9%         0.052 (c)

(a) Results are shown as mean (+/- SD) or % of total responders, along
with p value for comparison of cases with SSIs to controls without
SSIs. Abbreviations used: HRQOL, Health Related Quality of Life; SF-12,
Medical Outcomes Study 12-Item Short-Form Health Survey; MCS, Mental
Health Component Score of SF-12; PCS, Physical Health Component
Score of SF-12.

(b) Student t test.

(c) Fisher exact test.

(d) Wilcoxon rank-sum test.

Table 4. Univariate analysis of 8-week postoperative resource
utilization, surgical site infections (SSIs) study (a)

                                             Cases N=89

                                    Medians
                                or proportions             Means

Outpatient visit use
Required outpatient visit           85 (96)
Outpatient visits
 per patient                       5 [4, 9]            7.5 (+/-6.3)
Estimated outpatient
 visit costs                   $265 [$223, $430]       $365 (+/-264)
Lab test ordered
 by provider                        69 (78)
No. of lab tests ordered           1 [1, 3]            2.1 (+/-2.5)
Patient phoned provider             77 (87)
No. of phone calls made            3 [2, 6]            4.7 (+/-4.8)

Pharmacy use
Standard wholesale costs
 for antibiotics
 per patient                  $34.2 [$78.6, 10.6]      $60 (+/-71.6)
Emergency room use
Patient visits to
 emergency room                     28 (31)
Emergency room charges
 per patient                     $0 [$0, $370]         $333 (+/-729)

Radiology services use
Patients who had
 a radiologic test                  36 (40)
Radiology charges
 per patient                     $0 [$0, $242]       $1,076 (+/-3,845)

Rehospitalization
Patients rehospitalized             30 (34)
Total rehospitalization
 charges                        $0 [$0, $4,370]     $7,925 (+/-22,321)
Total rehospitalization
 costs                          $0 [$0, $1,924]      $3,489 (+/-9,827)
Visited by provider
 in hospital                        46(52)
Inpatient provider visits          1 [0, 6]            3.5 (+/-4.5)

Skilled nursing
 facility use
Skilled nursing
 facility used                       8 (9)
Days in skilled
 nursing facility                  0 [0, 0]           0.21 (+/-0.83)
Skilled nursing
 charges per patient              $0 [$0, $0]         $460 (+/-2,198)

Home health aide use
Home health aide used               55 (62)
Home health
 charges per patient            $110 [$0, $605]       $827 (+/-1,765)

Durable equipment use
Durable medical
 equipment used                     33 (37)
Durable medical
 charges per patient             $0 [$0, $102]         $123 (+/-436)
Total costs (d)              $1,240 [$445, $4,594]  $5,155 (+/-10,8570

                                            Controls N=178

                                    Medians
                                or proportions             Means

Outpatient visit use
Required outpatient visit          153 (86)
Outpatient visits
 per patient                       3 [l, 5]            3.4 (+/-3.0)
Estimated outpatient
 visit costs                   $146 [$63, $229]        $160(+/-128)
Lab test ordered
 by provider                       143 (80)
No. of lab tests ordered           1 [1, 2]            2.0 (+/-2.3)
Patient phoned provider            125 (70)
No. of phone calls made            1 [0, 4]            3.0 (+/-3.8)

Pharmacy use
Standard wholesale costs
 for antibiotics
 per patient                      $0 [$0, $0]          $13.6 (44.2)
Emergency room use
Patient visits to
 emergency room                     16 (9)
Emergency room charges
 per patient                      $0 [$0, $0]          $114 (+/-470)

Radiology services use
Patients who had
 a radiologic test                  49 (28)
Radiology charges
 per patient                     $0 [$0, 124]         $587 (+/-2,365)

Rehospitalization
Patients rehospitalized             21 (12)
Total rehospitalization
 charges                          $0 [$0, $0]       $2,079 (+/-11,222)
Total rehospitalization
 costs                            $0 [$0, $0]         $916 (+/-4,941)
Visited by provider
 in hospital                        61 (34)
Inpatient provider visits          0 [0, 3]            2.2 (+/-5.3)

Skilled nursing
 facility use
Skilled nursing
 facility used                      8 (4.5)
Days in skilled
 nursing facility                  0 [0, 0]            .21 (+/-1.8)
Skilled nursing
 charges per patient              $0 [$0, $0]         $204 (+/-1,651)

Home health aide use
Home health aide used               84 (47)
Home health
 charges per patient             $0 [$0, $275]        $579 (+/-2,812)

Durable equipment use
Durable medical
 equipment used                     39 (22)
Durable medical
 charges per patient              $0 [$0, $0]          $69 (+/-223)
Total costs (d)                $300 [$146, $795]     $1,773 (+/-6,344)

                                    p value

Outpatient visit use
Required outpatient visit         <0.001 (b)
Outpatient visits
 per patient                       <0.02 (c)
Estimated outpatient
 visit costs                      <0.001 (c)
Lab test ordered
 by provider                       0.66 (b)
No. of lab tests ordered           0.58 (c)
Patient phoned provider            0.002 (b)
No. of phone calls made            0.00 (c)

Pharmacy use
Standard wholesale costs
 for antibiotics
 per patient                      <0.001 (c)
Emergency room use
Patient visits to
 emergency room                   <0.001 (b)
Emergency room charges
 per patient                      <0.001 (c)

Radiology services use
Patients who had
 a radiologic test                 0.023 (b)
Radiology charges
 per patient                       0.022 (c)

Rehospitalization
Patients rehospitalized           <0.001 (b)
Total rehospitalization
 charges                          <0.001 (c)
Total rehospitalization
 costs                            <0.001 (c)
Visited by provider
 in hospital                       0.008 (b)
Inpatient provider visits         <0.001 (c)

Skilled nursing
 facility use
Skilled nursing
 facility used                     0.09 (b)
Days in skilled
 nursing facility                  0.97 (c)
Skilled nursing
 charges per patient               0.14 (c)

Home health aide use
Home health aide used              0.009 (b)
Home health
 charges per patient               0.007 (c)

Durable equipment use
Durable medical
 equipment used                    0.008 (b)
Durable medical
 charges per patient               0.013 (c)
Total costs (d)                   <0.001 (c)

(a) Results are shown as no. (%). mean (+/- standard deviation)
or median [interquartile range] along with p value for comparison
of cases with SSI to controls without SSI.

(b) Cohran-Mantel-Haenszel.

(c) Wilcoxon signed-ranks test.

(d) Total costs encompass all emergency, radiology, readmission,
skilled nursing, home health, and durable medical charges that
have been converted to costs with a cost-to-charge ratio and
all estimated outpatient visit and antibiotic costs.

Table 5. Results of five separate matched linear regression models
with log-transformed total costs as the outcome variable, surgical
sites infection (SSI) study

                               [beta]
Model                         parameter  Standard
no.     Predictor variable    estimate    error    p value  [R.sup.2]

1           SSI (case)          1.30       0.21    <0.001     0.492
2     Chronic disease score    0.00018   0.00006    0.002     0.095
3           SSI (case)          1.20       0.21    <0.001     0.507
      Chronic disease score    0.00012   0.00005    0.03
4           SSI (case)          1.27       0.22    <0.001     0.499
      Index surgery duration   0.0017     0.0017    0.3
5           SSI (case)          1.17       0.22    <0.001     0.514
      Chronic disease score    0.0001    0.00005    0.02
      Index surgery duration   0.0018     0.0017     0.3


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Address for correspondence: Eli Perencevich, Division of Healthcare Outcomes Research, Department of Epidemiology and Preventive Medicine preventive medicine, branch of medicine dealing with the prevention of disease and the maintenance of good health practices. Until recently preventive medicine was largely the domain of the U.S. , University of Maryland, Baltimore University of Maryland, Baltimore, (also known as UMB) was founded in 1807. It is one of the oldest universities in the United States and comprises some of the oldest professional schools in the nation and world. , 10 N. Greene St., (BT111), VA5D-150, Baltimore, MD 21201, USA; fax: 410-605-7914; e-mail:eperence@epi. umaryland.edu

Eli N. Perencevich, * ([dagger]) Kenneth E. Sands, * ([dagger]) Sara E. Cosgrove, * Edward Guadagnoli, ([double dagger double dagger
n.
A reference mark () used in printing and writing. Also called diesis.

Noun 1.
]) Ellen Meara, ([double dagger]) and Richard Platt ([section])([dagger])([double dagger])

* Beth Israel Deaconess Medical Center Both an international and regional referral center, Beth Israel Deaconess Medical Center (BIDMC) in Boston, Massachusetts is a major teaching hospital of Harvard Medical School. It was formed out of the 1996 merger of Beth Israel Hospital (founded in 1916) and , Boston, Massachusetts “Boston” redirects here. For other uses, see Boston (disambiguation).
Boston is the capital and most populous city of Massachusetts.[3] The largest city in New England, Boston is considered the unofficial economic and cultural center of the entire New
, USA; ([dagger]) Centers for Disease Control and Prevention Eastern Massachusetts Prevention Epicenter, Boston, Massachusetts, ([double dagger]) USA; Harvard Medical School Harvard Medical School (HMS) is one of the graduate schools of Harvard University. It is a prestigious American medical school located in the Longwood Medical Area of the Mission Hill neighborhood of Boston, Massachusetts. , Boston, Massachusetts, USA; and ([section]) Brigham and Women's Hospital, Boston, Massachusetts, USA

Dr. Perencevich is an assistant professor in the Department of Epidemiology and Preventive Medicine, Division of Healthcare Outcomes Research at the University of Maryland, Baltimore. His research interests include the study of nosocomial infections and patient-to-patient transmission of resistant bacteria using mathematical models
Note: The term model has a different meaning in model theory, a branch of mathematical logic. An artifact which is used to illustrate a mathematical idea is also called a mathematical model and this usage is the reverse of the sense explained below.
.
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Author:Platt, Richard
Publication:Emerging Infectious Diseases
Geographic Code:1USA
Date:Feb 1, 2003
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