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Pharmacy data for tuberculosis surveillance and assessment of patient management.


Underreporting tuberculosis (TB) cases can compromise surveillance. We evaluated the contribution of pharmacy data in three different managed-care settings and geographic areas. Persons with more than two anti-TB medications were identified by using pharmacy databases. Active TB was confirmed by using state TB registries, medical record review, or questionnaires from prescribing physicians. We identified 207 active TB cases, including 13 (6%) missed by traditional surveillance. Pharmacy screening identified 80% of persons with TB who had received their medications through health plan-reimbursed sources, but missed those treated solely in public health clinics. The 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 
 of receiving more than two anti-TB medications was 33%. Pharmacy data also provided useful information about physicians' management of TB and patients' adherence to prescribed therapy. Pharmacy data can help public health officials to find TB cases and assess their management in populations that receive care in the private sector.

Controlling and preventing tuberculosis (TB) continue to be major public health challenges 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.  (1). Information obtained through TB surveillance ensures that TB-control activities are appropriate and can be used to evaluate the effectiveness of public health programs (2). Because TB surveillance relies heavily on laboratories and providers to report cases to local health departments, surveillance data can be compromised by underreporting, particularly by private-sector clinicians who treat TB infrequently. Pharmacy data, often available in automated form, may supplement traditional TB reporting, especially because anti-TB medications are rarely used to treat other conditions.

A Massachusetts study found that persons with TB who were identified through pharmacy dispensing records and who had not been previously reported to the state health department represented 16% of all new cases (3). In that study, receipt of two or more anti-TB drugs identified most cases of active TB. These results suggested that pharmacy dispensing information could supplement traditional TB surveillance. In addition, pharmacy dispensing information for persons with active TB provided useful information about appropriateness of prescribed treatment regimens and adherence to therapy (4).

We therefore evaluated the contribution of pharmacy data to overall TB surveillance and to assessing the quality of TB management. We performed this study through health plans to facilitate access to pharmacy dispensing data and medical records.

Methods

Study Population

Members of three different health plans in Michigan (1993-1999), Missouri (1996-1998), and Tennessee (1998) were included in the study population. Study periods were based on availability of pharmacy data.

All health plans met our basic criteria of providing most of the medical care to defined populations, providing prescription drug prescription drug Prescription medication Pharmacology An FDA-approved drug which must, by federal law or regulation, be dispensed only pursuant to a prescription–eg, finished dose form and active ingredients subject to the provisos of the Federal Food, Drug,  benefits, having automated pharmacy claims files, and having accessible full-text medical records. The health plans differed in some ways. Most importantly Adv. 1. most importantly - above and beyond all other consideration; "above all, you must be independent"
above all, most especially
, plan C (see below) routinely delegated care of recognized TB patients to local health departments or had members obtain their anti-TB drugs from public health programs separate from the plan's regular pharmacy programs and data systems. Additionally, the structure of the three health plans and their populations differed; they consisted of the following: a mixed staff and group model that included a large urban population (plan A); an independent practice association (IPA IPA - International Phonetic Alphabet ) health plan affiliated with a managed-care organization, principally serving an employed population (plan B); and a mixed IPA and staff model, principally serving Medicaid enrollees (plan C). Staff-model health plans employ providers who practice in common facilities. IPA-model health plans contract with providers who practice in their own offices (5). Prior institutional review board approval was obtained from participating health plans.

Pharmacy Screening

Health plan pharmacy dispensing data were screened to identify all members who received two or more anti-TB medications during the study period. For plans A, B, and C, we screened, respectively, approximately 1.3 million, 1.0 million, and 1.6 million health plan person-years. The anti-TB medications included in the screening were isoniazid isoniazid (ī'sōnī`əzĭd), drug used to treat tuberculosis. Also known as isonicotinic acid hydrazide, isoniazid is the most effective antituberculosis drug currently available. , rifampin rifampin (rĭfăm`pĭn), antibiotic used in the treatment of tuberculosis. It is also used to eliminate the meningococcus microorganism from carriers and to treat leprosy, or Hansen's disease. , pyrazinamide, ethambutol ethambutol /etham·bu·tol/ (e-tham´bu-tol) an antibacterial, specifically effective against Mycobacterium; used with one or more other antituberculous drugs in the treatment of pulmonary tuberculosis, administered as the , streptomycin streptomycin (strĕp'tōmī`sĭn), antibiotic produced by soil bacteria of the genus Streptomyces and active against both gram-positive and gram-negative bacteria (see Gram's stain), including species resistant to other , ethionamide, kanamycin kanamycin /kan·a·my·cin/ (kan?ah-mi´sin) an aminoglycoside antibiotic derived from Streptomyces kanamyceticus, effective against aerobic gram-negative bacilli and some gram-positive bacteria, including mycobacteria; used as the , cycloserine cycloserine /cy·clo·ser·ine/ (-se´ren) an antibiotic produced by Streptomyces orchidaceus or obtained synthetically; used as a tuberculostatic and in treatment of urinary tract infections. , capreomycin capreomycin /cap·reo·my·cin/ (kap?re-o-mi´sin) a polypeptide antibiotic produced by Streptomyces capreolus, which is active against human strains of Mycobacterium tuberculosis ; used as the disulfate salt. , paraaminosalicylic acid (PAS), and drugs containing any combination of these medications. Although at least 90% of health plan members had some form of pharmacy benefit, the plans varied considerably in directing their members to public health facilities to obtain anti-TB medications.

Identifying TB Cases

Reporting confirmed or clinically suspected TB to local or state health departments by providers, laboratories, boards of health, or administrators of hospitals is mandatory in Michigan, Missouri, and Tennessee, which maintain registries of all verified cases. State health department staff in all three states determined whether health plan members identified as having received two or more anti-TB medications had been reported previously to the health departments by matching to the state TB registries by using previously described methods (6).

For all plan members who received two or more anti-TB medications and who were not previously reported to the state health departments, information was obtained through review of medical records. A case of TB was defined according to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 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
) surveillance definition (7). In a culture-positive case, Mycobacterium tuberculosis Mycobacterium tuberculosis
n.
Tubercic bacillus.


Mycobacterium tuberculosis
 was isolated from a clinical specimen. In a smear-positive case, acidfast bacilli bacilli /ba·cil·li/ (bah-sil´i) plural of bacillus.

bacilli

see bacillus.
 (AFB AFB
abbr.
acid-fast bacillus


AFB Acid-fast bacillus, also 1. Aflatoxin B 2. Aorto-femoral bypass
) were demonstrated in a specimen in the absence of a culture. A clinical case-patient met all of the following criteria: a positive tuberculin skin test Tuberculin Skin Test Definition

Tuberculosis (TB) is an airborne infectious disease caused by the bacteria Mycobacterium tuberculosis. Besides culturing in the laboratory, the two most common types of tests to screen for exposure to this disease
, signs and symptoms compatible with TB, and treatment with two or more anti-TB drugs. Case-patients without a positive culture for M. tuberculosis M. tuberculosis,
n the bacterium responsible for tuberculosis, generally a respiratory infection in man; nonrespiratory tuberculosis is considered an indicator disease for AIDS. See also tuberculosis.
 that were not known to the health departments were verified by review with clinicians experienced in diagnosing and treating TB.

To estimate the number of TB cases not detected by using pharmacy data, each health plan's membership during the study period was matched to the state health department's TB registry entries during the same period by using minimal disclosure methods (6). Potential matches were confirmed with full identifiers. To determine the source of care for patients not identified through pharmacy screening, health department records of all such patients in plans A and B and a random sample in plan C were reviewed.

Assessing TB Management

Automated pharmacy dispensing records were used to characterize TB therapy for persons with active TB who met pharmacy screening criteria in plans A and B. Plan C did not participate in the assessment of TB management because members were routinely referred to public health clinics for treatment, and information about medications was unavailable from the health plan pharmacy database. In addition, pharmacy dispensing records from two additional health plans affiliated with plan B were screened, and TB cases verified through medical record review were included in the analysis.

All filled prescriptions were identified for isoniazid, rifampin, pyrazinamide, ethambutol, streptomycin, ethionamide, kanamycin, cycloserine, capreomycin, PAS, and drugs containing a combination of these medications. Initial regimens, i.e., those dispensed at the start of therapy before susceptibility results were known, and final treatment regimens were graded for consistency with 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.  (ATS) and CDC guidelines in effect at the time of diagnosis (8). The appropriateness of doses based on patient weight was not evaluated.

Two measures were calculated for therapeutic adequacy. The standard regimen dispensed is a percentage calculated by comparing the cumulative dose of each drug dispensed with the total recommended. Each drug received equal weight to a maximum of 100% per drug, as noted in the following formula for a three-drug regimen: percent standard regimen = ([[D.sub.1]/[SR.sub.1]] + [[D.sub.2]/[SR.sub.2]] + [[D.sub.3]/[SR.sub.3]]) x (100/3), where [D.sub.X] is the cumulative dose for drug X and [SR.sub.X] is the recommended total dose. Patients with a score [greater than or equal to] 80% were considered to have received an appropriate amount of anti-TB medication. The days without medication for isoniazid or another drug required for the duration of treatment are calculated by dividing the total number of days without medication (based on medication refill refill noun A second allotment of a prescription agent obtained from a pharmacy, which is allowed by the original prescription verb Pharmacology To obtain more of a particular drug, after the initially prescribed amount of the agent has been used or  intervals and quantities dispensed) by the number of days between the first and last dispensing (4,9).

Analysis

The sensitivity of pharmacy data was defined as the number of verified TB cases detected by pharmacy screening divided by the total number of verified TB cases identified through the TB registry, pharmacy data, or both methods. The positive predictive value (PPV Positive predictive value (PPV)
The probability that a person with a positive test result has, or will get, the disease.

Mentioned in: Genetic Testing


PPV

porcine parvovirus.

PPV Positive-pressure ventilation
) of pharmacy screening was defined as the number of verified TB cases detected by pharmacy data divided by the total number of persons meeting pharmacy screening criteria; persons with undetermined case status were excluded. Exact binomial binomial (bī'nō`mēəl), polynomial expression (see polynomial) containing two terms, for example, x+y. The binomial theorem, or binomial formula, gives the expansion of the nth power of a binomial (x+  confidence intervals confidence interval,
n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%.
 were calculated for sensitivity and PPV (8).

Results

Dispensing Anti-TB Drugs

A total of 244 patients received two or more anti-TB drugs (Table 1). Of these, 13 (5%) met the TB case definition and had not been previously reported to their respective state health departments. Another 61 (25%) were active TB case-patients. Sixty-three percent did not meet the TB case definition, and the status of the remaining 7% could not be determined because the medical records were either unavailable or insufficient.

Of 153 patients who received at least two anti-TB medications but did not meet the CDC TB case definition, 62 (41%) were treated for suspected active TB. Of these, 15 (24%) received a full course of therapy for suspected active TB. Twenty-one (14%) received more than one drug during treatment for latent TB infection, 63 (41%) were treated for non-TB mycobacterial mycobacterial

emanating from or pertaining to mycobacterium.


mycobacterial granuloma
may be caused by Mycobacterium tuberculosis (see cutaneous tuberculosis), M.
 infections, and 7 (4%) were treated for noninfectious conditions or for unknown reasons (Table 2).

The overall rate of initiating two or more anti-TB drugs was 6 per 100,000 person-years, ranging from 3 to 11 per 100,000 person-years in the three health plans. Confirmed case rates ranged from 0.9 to 4.3 per 100,000 person-years screened. The 1998 TB incidence for the three states ranged from 3.4 to 8.1 cases per 100,000 persons (9). For persons meeting pharmacy screening criteria, the proportion confirmed as new case-patients did not vary significantly among the three plans (Table 1).

Newly Identified Cases of TB

A total of 207 health plan members meeting TB case definitions (53 in plan A, 22 in plan B, and 132 in plan C) were identified through pharmacy data or health department records (Table 3). Among these, 13 case-patients (6%) were unknown to the respective state health departments. Two persons with TB unknown to one health department had been reported to Mississippi State Department of Health. None of the 13 were culture-positive for M. tuberculosis; one lacked a microbiology microbiology: see biology.
microbiology

Scientific study of microorganisms, a diverse group of simple life-forms including protozoans, algae, molds, bacteria, and viruses.
 culture but met the smear-positive case definition, and the remaining 12 met the CDC TB clinical case definition. All except one involved active pulmonary disease.

One hundred thirty-three TB cases were known to the state health departments but were not identified through pharmacy databases. We reviewed the records of 81 of these patients, of whom 61 (75%) received their anti-TB medications from public health clinics; this proportion ranged from 58% (22/38) in plan A to 93% in plan C (26/28). An additional 3 (4%) were treated at Veterans Administration (VA) facilities or were diagnosed with TB during 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.
 and died before discharge. Health plan medical records did not include information about TB diagnosis and treatment for 17 (21%) patients. Reasons for this may include TB treatment exclusively by other providers and incomplete documentation in accessible medical records.

The overall sensitivity of the pharmacy screening method to identify persons with active TB was 36% (28% in plan A, 32% in plan B, and 39% in plan C). However, the overall sensitivity was 80% after the extrapolated number of persons who received their TB medication from public health clinics rather than the health plans was excluded (Figure 1). The positive predictive value of the pharmacy screening method to identify persons with active TB was 33% (21% in plan A, 50% in plan B, and 36% in plan C) (Figure 1).

Assessing Management of TB

Of the 29 plan A (n = 15) and plan B (n = 14) members with active TB identified through pharmacy screening, health plan and health department records indicated that 17 (59%) did not receive treatment in public health clinics and were likely to have received their anti-TB medications through health plan--reimbursed pharmacies. Twenty-eight (97%) patients received initial regimens through pharmacies reimbursed by the health plan. In all instances, the initial regimen dispensed was appropriate. For all 17 patients not treated in public health clinics, the final regimen described in the medical record was adequate with regard to the agents used, doses prescribed, and intended duration of treatment.

Fifteen of the 17 health plan-treated patients received anti-TB medications for at least 70 days (compared to 3 of 13 who were treated outside the health plans [relative risk = 3.8, p < 0.01]), with a median dispensing duration of 180 days (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.  150-324 days). The median standard-regimen-dispensed score was 100% (interquartile range 93%-100%) (Figure 2). Based on health plan pharmacy data, one patient received an inadequate treatment regimen, with a standard-regimen-dispensed percentage of only 48%. Another health plan-treated patient received a standard-regimen-dispensed score of 100% but had a days-without-medication score of 51%, because of a gap in anti-TB therapy of 143 days. One additional patient with culture-positive M. tuberculosis infection received a standard-regime-dispensed score of 68% and a 60-day duration of dispensing. In all of these cases, the treating physician did not describe noncompliance noncompliance

failure of the owner to follow instructions, particularly in administering medication as prescribed; a cause of a less than expected response to treatment.

noncompliance 
 or document a non-health plan source of anti-TB medications.

[FIGURE 2 OMITTED]

Discussion

TB surveillance has traditionally depended on reporting by laboratories, public health clinics, hospitals, and private practitioners. Several retrospective studies 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.
 (3,10-13) indicate that TB cases may be underreported, particularly those without positive cultures. In this study, we found that 6% of all TB cases in the three participating health plans had not been reported to state health departments. Most cases missed by traditional surveillance were culture- and smear-negative; however, nearly all patients with missed cases had clinical evidence of pulmonary disease and were therefore of public health interest.

The recent shift of populations at risk for TB, including Medicaid recipients, into managed care raises concerns about reporting. As the proportion of patients with TB who are cared for outside traditional public health-funded clinics grows, the benefit of adjunct surveillance methods based on pharmacy data is likely to increase, since these data are available for a large segment of the U.S. population.

Although we used health plan data for this study, health departments could more efficiently obtain this information directly from pharmacy benefits management companies (PBMs) that act as intermediaries between managed-care organizations and pharmacies, because they administer and manage the prescription drug benefit programs for these organizations. Working directly with PBMs has two advantages. First, PBM PBM - play by mail. See play by electronic mail.  information is accessible in real time. Second, since the three largest PBMs in the United States manage the pharmacy claims of approximately 200 million persons, information available from a small number of PBMs could provide a rich resource for public health screening (14-17).

The percentage of cases in these three health plans that were missed by traditional surveillance (6%) was lower than the 16% missed in the Massachusetts study (3). This difference may reflect the fact that public health clinics cared for more patients in these health plans than in Massachusetts, where 60% of patients were treated solely by health plan providers, compared to about 40% for these health plans.

Patients who received their anti-TB medications from public health clinics were not identified through health plans' pharmacy data. However, because these patients are already known to the public health system, supplemental surveillance methods are unnecessary. Pharmacy screening identified 80% of the patients with TB who were not treated outside the health plan. This estimate is conservative; we probably underestimated the number of persons receiving anti-TB medications from public health clinics or other healthcare systems because we based this assessment on the private providers' records. Intermittent enrollment may also have compromised the sensitivity of pharmacy-based screening. Larger databases that include pharmacy information from multiple health plans within a geographic area, such as those maintained by PBMs, are likely to improve case-finding.

The most common reasons for dispensing two or more anti-TB medications to persons who did not meet the case definition were 1) more than one drug used to treat latent TB infection; 2) suspected active TB; 3) treatment of other mycobacterial infections; and 4) treatment for suspected active TB and receiving full courses of therapy, despite not meeting the CDC surveillance definition for TB, based on information available from their medical records. Persons in the last category may warrant additional evaluation by health departments because the case definition may not detect all patients who meet clinical standards for treatment.

The PPV of pharmacy screening criteria may be lower in clinical settings where treatment of non-TB mycobacterial infections is common. One strategy to increase the efficiency of pharmacy-based screening would be to use microbiologic culture information to quickly identify and exclude from further follow-up any persons with results indicating mycobacterial species other than M. tuberculosis. Complete laboratory reporting for M. tuberculosis is an important prerequisite for efficiently implementing this surveillance strategy.

In routine practice, pharmacy data might be used for active TB case-finding, with direct reporting from organizations dispensing drug information, such as health plans or PBMs, to local or state health departments. These data are typically available from health plans within 1 or 2 months and from PBMs within a day. Such reporting would require verifying case status by health department personnel.

Obtaining and reviewing medical records for this study were labor-intensive, but collecting this information from providers in real time should be more efficient. The cost of reporting would be relatively small for health plans or pharmacy benefits managers, and the cost per person identified would be small for large organizations. The additional costs for health departments to evaluate the status of persons not already identified will vary considerably across health departments. Despite the increased emphasis on privacy, current laws specifically allow reports of protected health information protected health information Health informatics Any individually identifiable health informatlon that is used or circulated by an entity that falls under the governance of HIPAA; the privacy regulations mandate safeguards for protected health information, and the  to support public health activities.

Although pharmacy data may be useful, they will not replace traditional surveillance o f suspected and confirmed TB cases. Because rapidly following-up suspected TB cases is essential to prevent the spread of M. tuberculosis, educating providers to report suspected cases promptly to public health officials will continue to be important.

Automated pharmacy data also provided useful information about physicians' management of TB and about patients' adherence to prescribed therapy. Monitoring these aspects of TB care is particularly important when care is decentralized de·cen·tral·ize  
v. de·cen·tral·ized, de·cen·tral·iz·ing, de·cen·tral·iz·es

v.tr.
1. To distribute the administrative functions or powers of (a central authority) among several local authorities.
 or when patients receive care from more than one provider. Pharmacy information demonstrated that, in nearly all cases, appropriate empiric regimens were prescribed. In most cases managed by health plan providers, full ATS/CDC-recommended regimens were dispensed. Consistent with the Massachusetts study results, using a cutoff value of at least 70 days of therapy identified most patients treated solely within the health plan. This practice is important in monitoring adherence to therapy, since automated pharmacy information is complete only for these patients. Pharmacy data also identified several persons with evidence of suboptimal Suboptimal
A solution is called suboptimal if a part of the solution has been optimized without regards to the overall objective.
 adherence to therapy. Pharmacy information on anti-TB drugs could thus be used for monitoring the appropriateness of case management and to evaluate the program.

This study and our earlier work demonstrate that pharmacy data may be useful in settings where TB care is provided by the private healthcare system. Centralized cen·tral·ize  
v. cen·tral·ized, cen·tral·iz·ing, cen·tral·iz·es

v.tr.
1. To draw into or toward a center; consolidate.

2.
 repositories of pharmacy data, such as those maintained by PBMs, may facilitate even more efficient application of this surveillance strategy to find TB cases and assess TB management for large patient populations. Similar studies in other settings could expand our understanding of current surveillance limitations and provide better estimates of the true burden of TB in the United States. Similar strategies could also be considered to augment traditional surveillance for other diseases of public health importance.
Table 1. Identification of tuberculosis (TB) cases by
using pharmacy screening

                          Plan A    Plan B     Plan C      Total
Cases                       (%)       (%)        (%)        (%)

Total no. dispensed         73        28         143        244
2 or more anti-TB drugs

Matched to TB registry    12 (17)   6 (21)     43 (30)    61 (25)
(previously reported
TB cases)

Previously unreported      3 (4)     1 (4)    9 (6) (a)    13 (5)
TB cases (verified by
record review)

Not a TB case (verified   55 (75)   7 (25)     91 (64)    153 (63)
by record review)

Case status not            3 (4)    14 (50)       0        17 (7)
determined

(a) Includes two cases not found in the state health department's TB
registry but reported to other state health departments.

Table 2. Reasons for meeting pharmacy screening criteria among
persons without active tuberculosis (TB)

Reasons why non-TB cases met screening
criteria                                      Plan A (%)   Plan B (%)

Suspected active TB, full course of therapy     7 (13)         0
Suspected active TB, empiric therapy           12 (22)         0
  discontinued
Treatment of latent TB infection                8 (14)       3 (43)
Other mycobacterial infections                 26 (47)       4 (57)
Other or unknown                                2 (4)          0
Total                                             55           7

Reasons why non-TB cases met screening
criteria                                      Plan C (%)   Total (%)

Suspected active TB, full course of therapy     8 (9)       15 (10)
Suspected active TB, empiric therapy           35 (38)      47 (31)
  discontinued
Treatment of latent TB infection               10 (11)      21 (14)
Other mycobacterial infections                  33 (3)      63 (41)
Other or unknown                                5 (5)        7 (4)
Total                                             91          153

Table 3. Detecting tuberculosis (TB) cases by using pharmacy screening
and state health department TB registries

Case identification                         Plan A (%)   Plan B (%)

Pharmacy screening only                       3 (6)        1 (5)
State health department only (all cases)     38 (72)      15 (68)
State health department only (health         16 (52)       2 (22)
  plan--treated patients)
Both methods                                 12 (22)       6 (27)
Total (all cases)                               53           22
Total (health plan--treated patients (b))       31           9

Case identification                         Plan C (%)   Total (%)

Pharmacy screening only                       9 (7)        13 (6)
State health department only (all cases)     80 (61)      133 (64)
State health department only (health          0 (a)       18 (19)
  plan--treated patients)
Both methods                                 43 (32)      61 (30)
Total (all cases)                              132          207
Total (health plan--treated patients (b))       52           92

(a) Extrapolated from review of a random sample of 28 of the 80 TB
cases identified by the state health department and not by pharmacy
screening.

(b) Excludes TB patients receiving anti-TB medication from public
health clinics; these medications are not included in the health plan
pharmacy databases.


This study was supported by Department of Health and Human Services Noun 1. Department of Health and Human Services - the United States federal department that administers all federal programs dealing with health and welfare; created in 1979
Health and Human Services, HHS
, Centers for Disease Control and Prevention, Cooperative Agreement R18/CCU115960 and by the HMO HMO health maintenance organization.

HMO
n.
A corporation that is financed by insurance premiums and has member physicians and professional staff who provide curative and preventive medicine within certain financial,
 Research Network Center for Education and Research in Therapeutics therapeutics

Treatment and care to combat disease or alleviate pain or injury. Its tools include drugs, surgery, radiation therapy, mechanical devices, diet, and psychiatry.
 (CERT), Agency for Healthcare Research and Quality Agency for Healthcare Research and Quality,
n.pr formerly known as the Agency for Health Care Policy and Research, this agency researches the quality of medical care and health services.
 Cooperative Agreement HS10391.

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(15.) About us [homepage on the Internet]. New Jersey: Medco Health Solutions Medco Health Solutions, Inc. (NYSE: MHS) is a leading pharmacy benefit manager (PBM) company based in Franklin Lakes, New Jersey. The current chairman is David Snow. The company formed in August 2003 as a spinoff from Merck & Co.. , Inc. 1998-2004 [cited 2004 Mar 23]. Available from: http://www.medcohealth.com

(16.) About us [homepage on the Internet]. Express Scripts, Inc. 2004 [cited 2004 Mar 23]. Available from: http://www.express-scripts.com

(17.) About Caremark [homepage on the Internet]. Caremark Rx The introduction to this article may be too long. Please help improve the introduction by moving some material from it into the body of the article according to the suggestions at , Inc. 2002 [cited 2004 Mar 23]. Available from: http://www.caremark.com/

Dr. Yokoe is a member of the Infectious Disease Infectious disease

A pathological condition spread among biological species. Infectious diseases, although varied in their effects, are always associated with viruses, bacteria, fungi, protozoa, multicellular parasites and aberrant proteins known as prions.
 Division and associate hospital epidemiologist 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. ; hospital epidemiologist at Dana-Farber Cancer Institute in 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
; and an assistant professor of medicine at 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. . Her research interests include evaluating innovative methods for surveillance of infectious diseases infectious diseases: see communicable diseases.  of public health significance, including tuberculosis, sexually transmitted diseases Sexually transmitted diseases

Infections that are acquired and transmitted by sexual contact. Although virtually any infection may be transmitted during intimate contact, the term sexually transmitted disease is restricted to conditions that are largely
, and healthcare-associated infections.

Address for correspondence: Deborah S Deborah (dĕb`ōrə), in the Bible, prophetess and judge of Israel, the only woman to hold that office. Under her guidance Barak conquered Sisera and delivered Israel from the oppression of the Canaanite King Jabin. . Yokoe, 181 Longwood Ave., Boston, MA 02115, USA; fax: 617-731-1541; email: deborah.yokoe@ channing.harvard.edu

Deborah S. Yokoe, * Steven W. Coon coon: see raccoon. , ([dagger]) Rachel Dokholyan, ([double dagger double dagger
n.
A reference mark () used in printing and writing. Also called diesis.

Noun 1.
]) Michael C. Iannuzzi, ([dagger]) Timothy F. Jones, ([section]) Sarah Meredith, ([paragraph]) Marisa Moore, # Lynelle Phillips, ** Wayne Ray Wayne Scott Ray (born 1950 in Alabama) is a Canadian poet and photographer.

Ray is the founder of HMS Press publishing, Scarborough Arts Council Poetry Contest, co-founder of the Canadian Poetry Association and co-chairman of the League of Canadian Poets: Associates
, ([paragraph]) Stephanie Schech, ([double dagger]) Deborah Shatin, ([double dagger]) and Richard Platt, * ([double dagger][double dagger])

* Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA; ([dagger]) Henry Ford Health System, Detroit, Michigan “Detroit” redirects here. For other uses, see Detroit (disambiguation).
Detroit (IPA: [dɪˈtʰɹɔɪt]) (French: Détroit, meaning strait
, USA; ([double dagger]) Harvard Pilgrim Health Care, Boston, Massachusetts, USA; ([section]) Tennessee Department of Health, Nashville, Tennessee “Nashville” redirects here. For other uses, see Nashville (disambiguation).
Nashville is the capital and the second most populous city of the U.S. state of Tennessee, after Memphis.
, USA; ([paragraph]) Center for Education and Research in Therapeutics and Vanderbilt University Vanderbilt University, at Nashville, Tenn.; coeducational; chartered 1872 as Central Univ. of Methodist Episcopal Church, founded and renamed 1873, opened 1875 through a gift from Cornelius Vanderbilt. Until 1914 it operated under the auspices of the Methodist Church. , Nashville, Tennessee, USA; # Centers for Disease Control and Prevention, Atlanta, Georgia, USA; ** Missouri Department of Health and Senior Services, Jefferson City, Missouri “Jefferson City” redirects here. For other uses, see Jefferson City (disambiguation).
Jefferson City is the capital of the State of Missouri and the county seat of Cole County.
, USA; ([dagger][dagger]) Center for Health Care Policy and Evaluation, Minneapolis, Minnesota “Minneapolis” redirects here. For other uses, see Minneapolis (disambiguation).
Minneapolis (pronounced IPA: /ˌmɪniˈæpəlɪs/) is the largest city in the U.S.
, USA; and ([double dagger][double dagger]) HMO Research Network Center for Education and Research on Therapeutics, Boston, Massachusetts, USA

All material published in Emerging Infectious Diseases An emerging infectious disease (EID) is an infectious disease whose incidence has increased in the past 20 years and threatens to increase in the near future. EIDs include diseases caused by a newly identified microorganism or newly identified strain of a known microorganism (e.g.  is in the public domain and may be used and reprinted without special permission; proper citation, however, is appreciated.
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Title Annotation:Research
Author:Platt, Richard
Publication:Emerging Infectious Diseases
Date:Aug 1, 2004
Words:4385
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