Abstract
One of the basic questions in the early uses of pharmacogenetic (PGx) testing revolves around the clinical delivery of testing. Because multiple health professionals may play a role in the delivery of PGx testing, various clinical delivery models have begun to be studied. We propose that a partnership between genetic counselors and pharmacists can assist clinicians in the delivery of comprehensive PGx services. Based on their expert knowledge of pharmacokinetics and pharmacodynamics, pharmacists can facilitate the appropriate application of PGx test results to adjust medication use as warranted and act as a liaison to the healthcare team recommending changes in medication based on test results and patient input. Genetic counselors are well-trained in genetics as well as risk communication and counseling methodology, but have limited knowledge of pharmaceuticals. The complementary knowledge and skill set supports the partnership between genetic counselors and pharmacists to provide effective PGx testing services.
Keywords: Pharmacogenetic testing, delivery models, team-based care
Introduction
Drug response may be improved through adjustment of drug selection and dosing based on information from a patient’s genotype regarding efficacy and risk of adverse events [1]. Over the past decade, a number of pharmacogenetic (PGx) tests have become clinically available and many drug package inserts in the U.S. and Europe [201] have been revised to include information about PGx variants and testing [2–4]. Despite the expanded knowledge of the role of genetic variants in drug response and the development of clinical tests, the delivery model of PGx testing is uncertain. Some have advocated for pre-emptive testing [5, 6] instead of testing on an as-needed basis (point-of-care). The delivery of PGx testing encompasses not just the ordering of tests, but consideration of the appropriateness of testing, alternative drug and pharmacovigilance options, turnaround time, and patient interest [7]. Additionally, pre-test counseling and/or post-test counseling may be warranted.
Regardless of the mode of delivery, it is unlikely that a single health professional can provide effective clinical care across the delivery spectrum of PGx testing. However, some of the uncertainty surrounding the use of PGx testing, not only regarding when testing is ordered but the evidence supporting the use of testing, has translated into uncertainty about which health professionals should be involved. Recent surveys of healthcare professionals reveal some discrepancy regarding which health professional would best be suited to order PGx testing and communicate results to patients[8]. A U.K. study reported that patients do not appear to have a preference about which health provider(s) should deliver PGx testing, but are more concerned that the information about the test and results are accurate [9] and be communicated in an understandable manner from trained healthcare professionals [10]. Some have speculated that the practice of personalized medicine will likely benefit from a multi-disciplinary approach [11].
Genetic counselors and/or pharmacists can play an important role in delivering PGx testing by informing and assisting physicians and patients in the use and interpretation of PGx information. Specifically, genetic counselors can play an important role informing and assisting physicians in the interpretation and communication of PGx information [12, 13] and addressing PGx testing in the context of disease susceptibility. In contrast, pharmacists can provide therapeutic support, serving as an educational resource and advising on drug selection, dose adjustment, and drug monitoring based on the PGx results and other clinical factors. The combined and complementary knowledge and skill set of genetic counselors and pharmacists would enable the comprehensive delivery of services essential to the appropriate use of PGx testing. Thus, we propose a new partnership between these two groups of professionals in the delivery of comprehensive services for PGx testing. Since these groups have not previously worked closely together, establishing this relationship will require developing an infrastructure to promote the effective delivery of services to ensure the safe and appropriate use of PGx testing.
To illustrate the delivery of a PGx test through the proposed genetic counselor-pharmacist partnership, the following clinical scenario will be used for discussion purposes: Patient X presents with a family history of cardiovascular disease, high BMI, triglycerides and cholesterol. The patient has unsuccessfully attempted diet and exercise regimens to reduce weight, triglycerides, and cholesterol. Given the wide variability in treatment response to lipid-lowering medications and potential adverse effects, her physician recommends ApoE and SLCO1B1 testing to help inform selection of a safe and effective statin medication [14, 15]. The results show that the patient has the genotype ApoE3/ApoE4. As the ApoE gene is also predictive of onset of Alzheimer disease [16, 17], these results reveal the patient has an increased risk for the disease.
Genetic Counselors & Delivery of PGx Testing
Little research has been conducted involving genetic counselors’ delivery of pharmacogenetics services. The concept of ‘pharmacogenetic counseling’ was discussed in 2003 during an advisory committee to the U.S. Food and Drug Administration (FDA) [202]. Specifically, the idea was raised in a discussion about the need to communicate to patients ‘incidental’ information that would inevitably be a part of the test result. In subsequent years, genetic counselors have continued to be named as a potential provider of [18, 19] and educator for PGx testing services [20]. In a U.S. survey of genetic counselors, 52 percent of respondents believed that genetic counseling would be necessary for PGx testing [21] . Generally, though, genetic specialists, including genetic counselors, appear to perceive a limited role for themselves in pharmacogenetics [10, 12, 13, 21]. The perception of a limited role is due in part to the belief that PGx testing does not carry the same implications for patients as traditional genetic tests and would be routinely delivered as part of general care; thus, PGx testing would not require the same type of counseling offered for other genetics tests [10, 12]. Opinions of other health professionals about the need for genetic counseling for PGx testing have been conflicting. Hoop et al.[22] reported that some early-adopter psychiatrists believed that pre- and post- test counseling for PGx testing was very important, some indicating that there is currently not enough counseling to facilitate decision-making regarding testing [22]. Others in this same group believed that counseling is unnecessary [22]. Differences of opinion may be due to the expanding use of PGx testing over the period that these opinions were gathered, differences in health care systems, and greater understanding about PGx and counselors’ possible roles [12].
One of the primary goals of genetic counseling is to empower patients through education and facilitate autonomous decision-making through pre-test counseling [23]. Promoting informed decision-making about PGx testing could be an important role for genetic counselors in some cases [12, 24]. In a German study of patient and professional attitudes about PGx testing, about 40% of patients admitted they may not completely understand the scope and consequences of PGx testing [25]; this finding supports the need for pre-test education and counseling. However, the decision-making period may necessarily be abrupt since patients will likely need to decide about testing at the time of treatment. If a patient is considering testing in a non-urgent care situation (i.e., no immediate treatment required, regular check-up), counselors could provide support and education about the risks and benefits of testing to facilitate informed decision-making.
In post-test counseling, counselors can primarily assist in communicating test results. Given the importance of a PGx test result for a patient’s lifetime, it is essential that patients clearly understand the result and recognize the importance of sharing it with other treating clinicians [19, 26]. In addition, as with disease susceptibility testing, other factors may contribute to drug response and therefore, patients need to understand that the results are not absolute. Involvement of a genetic counselor would also be beneficial when discussing PGx results that yield incidental findings such as disease risks [12, 21, 27] or discussing familial implications of test results. Use of genome-wide testing technologies such as whole genome or exome sequencing will likely reveal all types of information including PGx information, and necessitate involvement of a genetic counselor [24, 28, 29].
Although many genetics professionals do not believe that PGx would warrant the same amount of counseling as other genetic tests [10, 12], genetic counselors’ services in the delivery of PGx testing may more closely align with the education or teaching model of genetic counseling [23]. The teaching model describes the role of the counselor as providing information and correcting misinformation and misperceptions. This type of counseling may be described as “one size fits all” and can be beneficial when dealing with a high volume of patients across all medical specialties and even direct-to-consumer [23]. This type of service is exemplified by one U.S. laboratory’s experience in the introduction of the PGx test HLA-B*5701 for the HIV drug abacavir [30]. When the test result was sent back to the ordering physician, a genetic counselor would place a follow-up call to provide a “patient-specific interpretation,” considering the patient’s ethnicity and discussing treatment management plans [30].
In summary, genetics professionals, including counselors, anticipate that their primary role will be to assist health professionals on the use and interpretation of PGx testing [12, 13, 30]. As a result, their primary contact will likely be with practitioners rather than the patients. This vision fits well into our proposed pharmacist-genetic counselor delivery model. To a lesser extent, limited in large part by accessibility, genetic counselor services may fit into a clinical pathway where patients are seen first by their general practitioner and then potentially referred to a counselor for post-test counseling [12]. Thus, we envision at least three primary roles of genetic counselors via a clinical pathway in the delivery of PGx testing (Table): 1) facilitate patient understanding of genetics; 2) discuss implications of testing for other family members; and 3) discuss incidental findings. Counselors could facilitate patient understanding of the genetic component of testing and results that a general practitioner may not understand or have sufficient time to address. In particular, patients with limited health literacy may benefit from additional discussion with a counselor. It is particularly important for patients to clearly understand their PGx test results so that they will share them with different providers in the future that may be prescribing medications to avoid redundant testing and inform therapeutic decision-making without delay. Genetic counselors may also discuss the implications of PGx test results for other family members. For example, a patient found to have a variant in CYP2D6 associated with ultra-rapid metabolizer phenotype may consider having their child tested or more closely monitored if codeine is used for pain management. A number of cases have been reported of children dying after the use of codeine [31, 32]. Additionally, counselors could discuss incidental findings when a PGx variant is also linked to the onset or risk of disease. For example, the ApoeE gene is associated with not only statin efficacy but also with the risk of Alzheimer disease. Likewise, if a physician inquires about the appropriateness of the ApoE testing for statin treatment, a genetic counselor could inform him/her of the potential risks associated with this test related to the Alzheimer disease risk and perhaps advise use of a different PGx test that does not reveal incidental disease risk (e.g., SLCO1B1). Discussion of such incidental findings would be a particularly important role for genetic counselors in the clinical scenario presented.
Table 1.
Genetic Counselors | Pharmacists | |
---|---|---|
Skills | ||
Patient education | ✓ | ✓ |
Provider education | ✓ | ✓ |
Promoting informed decision-making | ✓ | |
Extensive knowledge of genetics | ✓ | |
Extensive knowledge of pharmaceuticals | ✓ | |
Communicating genetic testing results | ✓ | |
Roles | ||
Communicate incidental information revealed by PGx.result | ✓ | |
Discuss familial implications of PGx results | ✓ | |
Facilitate decision-making (pre-testing counseling) | ✓ | ✓ |
Communicate test results to patient | ✓ | ✓ |
Assist providers with interpreting PGx results | ✓ | ✓ |
Provide therapeutic recommendations to providers | ✓ | |
Provide therapeutic recommendations to patients/conduct therapeutic drug monitoring or MTM | ✓ | |
Advise on appropriateness of testing | ✓ | ✓ |
Test ordering/recommendation | ✓ |
Pharmacists & Delivery of PGx Testing
Pharmacists are widely anticipated to play a role in the delivery of PGx testing [18, 33–39]. Pharmacists are trained to assure the safety of drug therapy by assessing potential adverse drug interactions when a new drug is prescribed and by providing information about appropriate substitutions for patients with drug allergies and concomitant medications that should be avoided. Pharmacists are in a unique position to play a role in the delivery of PGx testing, serving as a medical liaison between the patient and the provider. Specifically, the pharmacist can consult with providers on behalf of the patient about PGx test results and advise on drug regimens based on PGx test results and other clinical factors to improve health outcomes [40]. Since medications are prescribed by most medical specialties, pharmacists have experience in interacting with all types of health providers and settings. In the U.S., pharmacists are involved in the delivery of increasingly more services [41] and the addition of PGx testing appears to be a natural extension of pharmacy practice. Pharmacists can serve as part of the medical home team, collaborating with physicians to perform medication-related assessments, involved in test ordering, monitoring and adjusting therapies to improve overall patient care [42]. Although they cannot order testing on their own by law, pharmacists may order PGx testing under a collaborative pharmacy practice agreement [43]. On a national scale, pharmacists are involved in the delivery of PGx testing for select medications through some pharmacy benefits management programs in the U.S., notably CVS Caremark and Medco [44,203].
A few surveys have been conducted on pharmacist attitudes toward PGx testing and their potential role. McCullough et al.[45] reported that 31% of pharmacist respondents’ believed they should recommend PGx testing within their clinical practice (58% neutral). More than half of respondents (53%) felt that providers should be asking pharmacists for recommendations on appropriate use of PGx testing. Seventy four percent agreed that pharmacists should make therapy recommendations based on results. Similarly, Roederer et al.[46] reported favorable attitudes of pharmacists in North Carolina (USA) toward PGx testing, as well as an interest in learning more about PGx testing.
Early visions of roles for pharmacists in PGx included three areas: 1) research and evaluation, 2) teaching, and 3) clinical integration of PGx test results [47]. Later, El-Ibiary et al.[48] suggested that pharmacists could potentially work in slightly different areas described as research, clinical valuation and/or implementation and education of PGx testing. In 2010, the National Academy of Clinical Biochemistry recommended that pharmacists serve as an intermediary between laboratories and physicians to assist with test interpretation [49]. There are a number of services and projects exploring the anticipated role of pharmacists in the delivery of PGx testing. In 2005, St Jude’s Children Hospital in Nashville, TN (USA) implemented a Clinical PGx service [50] in which clinical pharmacists review test results and provide a written consultation including recommendations for changes to therapy. The provision of PGx testing in a community pharmacy setting is also being explored as a delivery model [51, 52]. Swen et al. [53] demonstrated the feasibility of pharmacy-initiated PGx testing for primary care practice polypharmacy patients in the Netherlands. Consideration of PGx testing by the treating physician or pharmacist may be triggered by reporting of adverse drug reports, as was demonstrated in a Dutch feasibility study [54]. Additionally, we are investigating a clinical pharmacy intervention in primary care practice for the delivery of PGx testing [NCT01600846].
Test ordering and physician consultation would not be the only potential roles for pharmacists in the delivery of PGx testing. Pharmacists may also be expected to provide medication-related information to patients. In the U.S., most states require pharmacists to provide some type of “counseling” to patients dispensed prescription medications [55]. This type of pharmacist counseling corresponds to the education/teaching model of genetic counselors [23] mentioned previously, whereby pharmacists provide information in writing and/or orally about the intended use of the prescribed drug, dosage and administration schedule, common side effects, and potential drug interactions among other things.
A more intensive type of pharmacist counseling is known as medication therapy management (MTM). Typically provided to high-risk patients and independent of medication dispensing, MTM services include a comprehensive review of a patient’s current and past medication history and development of a medication-related action plan [56–58]. By focusing on the patient’s complete medication therapy regimen, the pharmacist can assess various factors potentially causing medication-related problems. While MTM programs have received high patient satisfaction reports [59, 60], improvement in health outcomes and cost-savings are inconsistent [61–67]. PGx test results could become a routine part of MTM services to assess risks for potential adverse effects and need for medication therapy changes based on a patient’s genetic make-up [68].
The delivery of PGx testing by pharmacists could also be modeled after therapeutic drug monitoring services [69] such as anticoagulation or diabetes clinics For example, warfarin is one of the most commonly prescribed medications for prophylaxis and treatment of thromboembolic disorders and embolic complications arising from atrial fibrillation or cardiac valve replacement. In the 1980’s, anticoagulation clinics were established to provide patient education, adjust warfarin dosage to maintain therapeutic benefit, and monitor patients for hemorrhagic and thromboembolic complications. As these clinics are often directed by pharmacists, a patient’s CYP2C9/VKORC1 genotype could be added to the other clinical biomarkers considered in determining the optimal initial dose.
Team-based Delivery Approach
Genetic counselors and pharmacists have marked strengths and weaknesses in providing pharmacogenetic services. Genetic counselors’ can facilitate informed decision-making and patient understanding of PGx test results; however, their lack of knowledge regarding pharmacokinetics and pharmacodynamics may hinder aiding patients and clinicians to understand how to use those results [12, 37]. The probabilistic nature of PGx test results, not unlike other genetic test results, will necessitate careful communication to ensure patient comprehension [9], a skill genetic counselors are especially trained to do. In contrast, although pharmacists obviously have a much better understanding of drugs and how PGx test results could be used to inform risk of adverse drug reactions and treatment options, their knowledge of genetics and communicating genetic results to patients is limited.
Therefore, since neither genetic counselors nor pharmacists are trained to fully provide the spectrum of services associated with the delivery of PGx testing, a partnership delivery model may provide the optimal delivery of these tests [18]. As described in more detail in each of the respective sections above and shown in the Table, genetic counselors would provide support regarding disease susceptibility, familial interpretation, and other issues specific to genetic testing, while pharmacists would provide support in test interpretation and guidance about drug dosing and selection. Both genetic counselors and pharmacists would primarily advise the general practitioner, the latter being the primary contact for patients. For example, CYP2C9/VKORC1 testing may only involve the pharmacist, whereas the ApoE test would likely involve both a genetic counselors and pharmacist.
This team-based PGx consultation model could be implemented through a combination of approaches, including electronically (e.g., providing pharmacist/genetic counselor notes to physician in electronic medical record or with laboratory test results), by phone (e.g., counseling of patients and physician consultation), and/or in-person. The service could be associated with a reference testing laboratory, through a hospital’s pharmacy or genetics department, through a patient-centered medical home model [70–73], or through a private contracting service.[71, 72] Organizational infrastructures would need to be established to enable implementation of new services such as pharmacogenetic testing [74].
The implementation of such a consultation service may face several barriers. Notably, the major obstacles appear to be the adequate preparation of pharmacists and genetic counselors to provide effective pharmacogenetic testing services, availability of a workforce to do so, patient and physician preferences, test readiness, and reimbursement issues.
Barrier #1: Preparing Counselors & Pharmacists to Deliver PGx Testing Services
Reported pharmacist knowledge of PGx testing varies from good to poor, often associated with year of graduation and degree (PharmD vs. BSc)[45, 46, 48, 75]. For example, Kadafour et al. [75] reported that more than 40% of respondents to a survey of anticoagulation providers in the U.S. were uncertain about the clinical utility of PGx testing for warfarin use. Thus, before pharmacists can advise either patients or health professionals about the use of pharmacogenetic testing, they will need to be knowledgeable about genetics and pharmacogenetics [76, 77]. Recently, an evaluation of outpatient pharmacists’ knowledge of pharmacogenomics after a continuing education program showed that while knowledge scores increased slightly, there is still a need for greater educational efforts [78].
In recent years, changes to pharmacy curricula have been recommended and/or implemented to prepare pharmacists to appropriately use laboratory diagnostics [46, 79–82]. Licensed or registered pharmacists in the U.S. and U.K. require advanced specialty training (PharmD and MPharm, respectively). In the U.S., prior to 2000, individuals with a Bachelor’s degree from an accredited school of pharmacy could also obtain a pharmacist licensee. In the U.S., several groups have recommended inclusion of PGx educational requirements as a component of pharmacy curriculum including the Accreditation Council for Pharmacy Education [204], the American Society of Health-System Pharmacists [205], the American College of Clinical Pharmacy [83], and the American Association of Colleges of Pharmacy [84]. In the UK, the Royal Pharmaceutical Society has recognized the importance of promoting pharmacist knowledge of genetics and pharmacogenetics to adequately prepare them to provide PGx testing [74]. Pharmacy educators appear to have heeded calls for increased PGx education, and the profession is leading medical education in this area [37]. In 2010, 92% of pharmacy schools and 89% clinical degree or doctor of pharmacy programs incorporated PGx education compared to 39% of schools surveyed in 2005 [85, 86]. In addition, the availability of continuing education programs on pharmacogenetics will help update practicing pharmacists about these new tools [47].
Completion of Masters-level specialty training programs is required in the U.S. and U.K. to be eligible for genetic counselor licensure or registration, respectively. In contrast to pharmacists, professional organizations of medical geneticists and genetic counselors have not formally recommended changes to the educational curricula specific to pharmacogenetics nor recognized the role of genetic specialists in the delivery of PGx testing. This may be due to the fact that ‘new’ educational material is not warranted for genetic specialists to appropriately deliver PGx testing (i.e., current training deemed sufficient to provide PGx testing services). Haga et al.[21] reported that 90 percent of genetic counselors had had some education relating to pharmacogenetics, though more than half indicated that they learned about pharmacogenetics outside of their training programs (literature, seminars, professional meetings, or testing laboratory representatives). Overall, promoting patient understanding about the meaning and significance of the test result for patients and their family members are within the current realm of standard genetic counseling practice; counselors would only need additional education about the genetics of drug response in order to provide counseling specific for PGx testing.
Cross-training of genetic counselors and pharmacists would help develop better understanding of the fundamental concepts in each respective field. In the U.S., of 120 schools of pharmacy, 13 have a genetic counseling program at the same institution, permitting convenient access and exchange of information. Additionally, many genetic counseling programs have established relationships with other institutions to enable students to complete clinical rotations required of the program. Thus, it may be feasible to coordinate genetic counselor training with pharmacy programs at other institutions. In addition to didactic learning, interactive group analysis and co-clinical training would enable each group to develop greater appreciation for the respective expertise and how the professions could work together to provide comprehensive care regarding PGx testing. It may even be possible to develop a dual-training program for individuals interested in becoming board-certified as a genetic counselor and pharmacist.
A sound understanding of the evidence for clinical validity and utility will be needed for accurate interpretation and application of PGx test results. We anticipate that the pharmacist or genetic counselor will interact with the medical director of the testing laboratory to gather information about the test characteristics such as sensitivity, specificity and predictive value. For example, many PGx studies have been performed on populations of European descent, and test characteristics may be less certain for other populations. While counselors or pharmacists should possess a good understanding of issues that could affect test interpretation, we would not expect them to possess the knowledge and skills to review original literature to make these assessments on their own.
Barrier #2: Limited Genetic Counselor Workforce
The number of genetic tests has prodigiously increased due to the rapid identification of disease genes through genome-wide association studies and whole genome sequencing, as well as PGx tests, companion diagnostics and tests for disease prognosis or recurrence. As a result, the demand for genetics services may soon exceed the ability of the limited number of practicing genetics specialists to supply those services. Therefore, it may not be possible for all patients that undergo PGx testing to be seen by genetics professionals [19, 87, 88] and genetic counselors themselves have recognized that they may not be able to meet the anticipated increase for services required if PGx testing becomes widely adopted [12]. In the U.S., there are more than 3,000 board-certified genetic counselors [206]. In contrast, there are almost 275,000 practicing pharmacists in the U.S. [207]. In addition, genetic counselors typically specialize in prenatal, pediatric, or cancer care, while a substantially smaller number specialize in areas such as genomic medicine, personal genomics, and pharmacogenetics [208]. The current practice settings for genetic counselors may pose a barrier to their broader involvement in the delivery of PGx testing.
To address potential challenges due to workforce shortages, changes to curricula of training programs to reflect use of new tests for different purposes and by different clinical specialties may expand the diversity of practice settings (such as general care) for genetic counselors. In the interim, the development and implementation of a method of triage to ensure that patients in greatest need for genetic services, such as those manifesting symptoms of anxiety, are scheduled to be seen immediately [12]. Alternatively, given that counseling for PGx testing is anticipated to adopt the teaching model and the non-directive counseling approach will not typically be necessary, other health professions such as genetic nurses could assist in providing information to inform decision-making and help patients understand test results[89–91], thereby limiting the time required of genetic counselors to interact directly with patients. Given the development of new modes of healthcare delivery (e.g., phone, Internet), the absence of an onsite counselor may no longer be considered a limitation to access.
Barrier #3: Patient & Professional Preferences
Overall, surveys of patients and the general public in the U.S. and abroad have shown strong support for PGx testing [25, 92, 93] . However, patients’ preferences about which health professional should be involved in the delivery of these tests is varied. Patients have expressed a preference in receiving PGx testing services from a trusted and familiar provider [10]. Although pharmacists are among the top-rated health professionals with respect to honesty and ethical standards [209], data on patient attitudes are conflicting regarding their comfort in receiving PGx information or testing from pharmacists. An Australian qualitative study reported that physicians and pharmacists were likely to be the primary sources of information for patients about pharmacogenetic testing [94]. However, in 2005, a series of workshops in the UK reported that participants were against the delivery of PGx tests by pharmacists due to their perceived inability to provide expert guidance regarding the use of such tests [95]. Similarly, a more recent British survey reported that patients as well as health professionals did not want a pharmacist to explain a PGx test result [9]. In a survey of a sample of the U.S. general public, Haga et al.[96] reported that 74 percent of respondents were comfortable sharing results with their pharmacist, though this was a significantly smaller proportion compared to those comfortable with sharing test results among physicians involved in their care. A survey of primary care physicians reported little recognition of a role for pharmacists in the delivery of PGx testing [8]. Attitudes about pharmacist counseling are reported to be variable, due in part to the uncertain role of pharmacists and customer expectations [97]. Additionally, it is difficult to generalize patient and practitioner perspectives based on current literature as data are derived from various countries, which have different training and practice for pharmacists.
To our knowledge, little data are available about public preferences for a genetic specialist to be involved in the delivery of PGx services. Rogausch et al.[25] reported that eight percent of asthma patients would want a genetic specialist to communicate PGx test results to them (compared to 80 percent who would want their general practitioner to report the results). A survey of a sample of U.S. primary care physicians found that 14 percent believed that genetic specialists should have primary responsibility for communicating test results to patients [8].
Barrier #4: Test Readiness
Ikediobi et al. [98] identified three major challenges to the translation of PGx testing: incomplete knowledge of the impact of PGx variants, the availability of alternative biomarkers or methods of monitoring toxicity, and the lack of an infrastructure to interpret, communicate, and apply PGx test results in therapeutic decision-making. Although a number of PGx tests are clinically available, there is substantial debate about the clinical utility of these tests [99–101], including the ApoE test for statins [102]. Some of the underlying genetic associations demonstrating clinical validity may be confounded due to lack of standardization of phenotypes [103–105]. The unclear clinical use of some tests may present liability issues for current and future clinical treatment [106–108].
This uncertainty presents an additional challenge for pharmacists and genetic counselors to first understand the benefits and limitations, and clinical evidence of these tests and conveying this information to health providers and/or patients. The same test may have different levels of acceptance and perceived benefit depending on the drug it may be ordered for as exemplified by the varying uses of TPMT testing for leukemia treatment by oncologists or treatment of inflammatory bowel disease by gastroenterologists [109] Given this dynamic field, professional consultation is even more critical to insure understanding of the test.
A related issue regarding test readiness is the best time to test a patient [19]. Typically, a clinician would order a PGx test as medically needed, when a patient required treatment. However, waiting for the test result would delay treatment, requiring the clinician to weigh the benefits and risks of treatment without the test results. To avoid this problem, some have advocated for ‘preemptive’ testing where PGx testing would be performed in advance of treatment [5, 6]. Some are advocating use of whole genome analysis (including PGx variants) to enable a completely personalized approach to healthcare over the course of an individual’s lifetime [110]. With this model, review of PGx results may not be conducted until it is known which drug the patient needs. At that time, a pharmacist or genetic counselor could be consulted.
Barrier #5: Reimbursement
Another major barrier in implementing the pharmacist/counseling PGx service is the issue of reimbursement. In the U.S., the majority of genetic counselors are not typically reimbursed for services provided because they are not licensed and therefore, must practice alongside a physician. However, new billing procedures now enable counselors to bill for their services; preliminary evidence suggest that this change has increased access to genetic services [111, 112]. Many genetic counselors believe that licensure would provide the recognition and allow counselors to provide services independently [113]. As licensure must be provided by the state of practice, legislation is being considered in some states to grant counselors licensure. Pharmacist-provided therapeutic drug monitoring services at anticoagulation clinics are reimbursable. It is uncertain whether pharmacists are currently being reimbursed for PGx testing and evaluation services if provided, however MTM services are reimbursable through most insurances and thus, counseling for PGx testing may be provided as part of this service.
Compounding the problem of reimbursement for clinical PGx consultations is the issue of reimbursement for the actual test [114]. Current coverage determination policies for PGx tests vary widely in the U.S. and Europe [115, 116, 210]. Payers consider a range of factors to determine whether or not to reimburse for a specific test including data comparing the new PGx tests to standard of care, predictive value and cost offsets [117, 118]. Coverage decisions will continue to change as new data become available, public awareness increases and testing costs decrease.
Conclusion
Professional and public acceptance of PGx testing will depend in great part on 1) the availability of strong evidence to support the use of PGx testing and 2) and the delivery of testing by trusted and respected experts. A partnership between genetic counselors and pharmacists will enable provision of comprehensive services for both patients and clinicians, providing education about the appropriate use (or not) of testing based on current evidence. Given their current dual role, pharmacists can pave the way toward greater acceptance on the part of both patients and physicians [36]. Likewise, genetic counselors can promote effective communication strategies and ensure understanding of test results, critical for ensuring the long-term utility of PGx testing over the patient’s lifetime. Due to some of the barriers described above, we anticipate the involvement of the proposed pharmacist/genetic counselor model to be initially limited until the evidence for PGx testing is more robust to support widespread use and greater professional awareness is attained.
Executive Summary.
The clinical delivery model of pharmacogenetic (PGx) testing is unclear at this time as well as the evidence to support use of some PGx tests.
The appropriate use of PGx testing may require multiple steps including pre-test counseling, consideration of the appropriateness of testing, alternative drug and pharmacovigilance options, turnaround time, patient interest and post-test counseling.
We propose that a partnership between genetic counselors and pharmacists to assist clinicians in the delivery of comprehensive PGx services. The complementary knowledge and skill set supports the partnership between genetic counselors and pharmacists to provide comprehensive PGx testing services.
Acknowledgement
This work was supported by funding from the U.S. National Institutes of Health 5R01-GM081416-05. We thank Dr. Jivan Moaddeb, PharmD for discussions and contributions to an earlier draft of the manuscript.
REFERENCES
- 1.Wang L, McLeod HL, Weinshilboum RM. Genomics and drug response. The New England journal of medicine. 2011;364(12):1144–1153. doi: 10.1056/NEJMra1010600. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Frueh FW, Amur S, Mummaneni P, Epstein RS, Aubert RE, DeLuca TM, Verbrugge RR, Burckart GJ, Lesko LJ. Pharmacogenomic biomarker information in drug labels approved by the United States food and drug administration: prevalence of related drug use. Pharmacotherapy. 2008;28(8):992–998. doi: 10.1592/phco.28.8.992. [DOI] [PubMed] [Google Scholar]
- 3.Zineh I, Gerhard T, Aquilante CL, Beitelshees AL, Beasley BN, Hartzema AG. Availability of pharmacogenomics-based prescribing information in drug package inserts for currently approved drugs. The pharmacogenomics journal. 2004;4(6):354–358. doi: 10.1038/sj.tpj.6500284. [DOI] [PubMed] [Google Scholar]
- 4.Lesko LJ, Zineh I. DNA, drugs and chariots: on a decade of pharmacogenomics at the US FDA. Pharmacogenomics. 2010;11(4):507–512. doi: 10.2217/pgs.10.16. [DOI] [PubMed] [Google Scholar]
- 5.Pulley JM, Denny JC, Peterson JF, Bernard GR, Vnencak-Jones CL, Ramirez AH, Delaney JT, Bowton E, Brothers K, Johnson K, et al. Operational implementation of prospective genotyping for personalized medicine: the design of the Vanderbilt PREDICT project. Clinical pharmacology and therapeutics. 2012;92(1):87–95. doi: 10.1038/clpt.2011.371. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Schildcrout JS, Denny JC, Bowton E, Gregg W, Pulley JM, Basford MA, Cowan JD, Xu H, Ramirez AH, Crawford DC, et al. Optimizing drug outcomes through pharmacogenetics: a case for preemptive genotyping. Clinical pharmacology and therapeutics. 2012;92(2):235–242. doi: 10.1038/clpt.2012.66. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Roederer MW. NAVAGATE: a rubric to move from pharmacogenomics science to pharmacogenomics practice. Pharmacogenomics. 2012;13(11):1307–1313. doi: 10.2217/pgs.12.110. [DOI] [PubMed] [Google Scholar]
- 8.Haga SB, Burke W, Ginsburg GS, Mills R, Agans R. Primary care physicians' knowledge of and experience with pharmacogenetic testing. Clinical genetics. 2012;82(4):388–394. doi: 10.1111/j.1399-0004.2012.01908.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Payne K, Fargher EA, Roberts SA, Tricker K, Elliott RA, Ratcliffe J, Newman WG. Valuing pharmacogenetic testing services: a comparison of patients' and health care professionals' preferences. Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research. 2011;14(1):121–134. doi: 10.1016/j.jval.2010.10.007. [DOI] [PubMed] [Google Scholar]
- 10.Fargher EA, Eddy C, Newman W, Qasim F, Tricker K, Elliott RA, Payne K. Patients' and healthcare professionals' views on pharmacogenetic testing and its future delivery in the NHS. Pharmacogenomics. 2007;8(11):1511–1519. doi: 10.2217/14622416.8.11.1511. [DOI] [PubMed] [Google Scholar]
- 11.Chan IS, Ginsburg GS. Personalized medicine: progress and promise. Annual review of genomics and human genetics. 2011;12:217–244. doi: 10.1146/annurev-genom-082410-101446. [DOI] [PubMed] [Google Scholar]
- 12.Callard A, Newman W, Payne K. Delivering a pharmacogenetic service: is there a role for genetic counselors? Journal of genetic counseling. 2012;21(4):527–535. doi: 10.1007/s10897-011-9415-4. [DOI] [PubMed] [Google Scholar]
- 13.Haga SB, Tindall G, O'Daniel JM. Professional perspectives about pharmacogenetic testing and managing ancillary findings. Genetic testing and molecular biomarkers. 2012;16(1):21–24. doi: 10.1089/gtmb.2011.0045. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Pedro-Botet J, Schaefer EJ, Bakker-Arkema RG, Black DM, Stein EM, Corella D, Ordovas JM. Apolipoprotein E genotype affects plasma lipid response to atorvastatin in a gender specific manner. Atherosclerosis. 2001;158(1):183–193. doi: 10.1016/s0021-9150(01)00410-5. [DOI] [PubMed] [Google Scholar]
- 15.Voora D, Shah SH, Spasojevic I, Ali S, Reed CR, Salisbury BA, Ginsburg GS. The SLCO1B1*5 genetic variant is associated with statin-induced side effects. Journal of the American College of Cardiology. 2009;54(17):1609–1616. doi: 10.1016/j.jacc.2009.04.053. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Coon KD, Myers AJ, Craig DW, Webster JA, Pearson JV, Lince DH, Zismann VL, Beach TG, Leung D, Bryden L, et al. A high-density whole-genome association study reveals that APOE is the major susceptibility gene for sporadic late-onset Alzheimer's disease. The Journal of clinical psychiatry. 2007;68(4):613–618. doi: 10.4088/jcp.v68n0419. [DOI] [PubMed] [Google Scholar]
- 17.Corder EH, Saunders AM, Strittmatter WJ, Schmechel DE, Gaskell PC, Small GW, Roses AD, Haines JL, Pericak-Vance MA. Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer's disease in late onset families. Science. 1993;261(5123):921–923. doi: 10.1126/science.8346443. [DOI] [PubMed] [Google Scholar]
- 18.Ellingrod VL, Moline J. Incorporating Pharmacogenomics into Practice. J Pharm Pract. 2007;20:277–282. [Google Scholar]
- 19.Haga SB, Burke W. Pharmacogenetic testing: not as simple as it seems. Genetics in medicine : official journal of the American College of Medical Genetics. 2008;10(6):391–395. doi: 10.1097/GIM.0b013e31817701d4. [DOI] [PubMed] [Google Scholar]
- 20.O'Daniel JM. The prospect of genome-guided preventive medicine: a need and opportunity for genetic counselors. Journal of genetic counseling. 2010;19(4):315–327. doi: 10.1007/s10897-010-9302-4. [DOI] [PubMed] [Google Scholar]
- 21.Haga S, O'Daniel J, Tindall G, Mills R, Lipkus I, Agans R. Survey of genetic counselors and clinical geneticists' use and attitudes toward pharmacogenetic testing. Clinical genetics. 2012 doi: 10.1111/j.1399-0004.2012.01848.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Hoop JG, Lapid MI, Paulson RM, Roberts LW. Clinical and ethical considerations in pharmacogenetic testing: views of physicians in 3"early adopting" departments of psychiatry. The Journal of clinical psychiatry. 2010;71(6):745–753. doi: 10.4088/JCP.08m04695whi. [DOI] [PubMed] [Google Scholar]
- 23.Kessler S. Psychological Aspects of Genetic Counseling. IX. Teaching and Counseling. Journal of genetic counseling. 1997;6(3):287–295. doi: 10.1023/A:1025676205440. [DOI] [PubMed] [Google Scholar]
- 24.Newman W, Murphy B, Callard A, Payne K. A role for genetic counsellors and clinical geneticists in pharmacogenetics? Clinical genetics. 2012 doi: 10.1111/j.1399-0004.2012.01872.x. [DOI] [PubMed] [Google Scholar]
- 25.Rogausch A, Prause D, Schallenberg A, Brockmoller J, Himmel W. Patients' and physicians' perspectives on pharmacogenetic testing. Pharmacogenomics. 2006;7(1):49–59. doi: 10.2217/14622416.7.1.49. [DOI] [PubMed] [Google Scholar]
- 26.Haga SB, O'Daniel JM, Tindall GM, Lipkus IR, Agans R. Public attitudes toward ancillary information revealed by pharmacogenetic testing under limited information conditions. Genetics in medicine : official journal of the American College of Medical Genetics. 2011;13(8):723–728. doi: 10.1097/GIM.0b013e31821afcc0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Henrikson NB, Burke W, Veenstra DL. Ancillary risk information and pharmacogenetic tests: social and policy implications. The pharmacogenomics journal. 2008;8(2):85–89. doi: 10.1038/sj.tpj.6500457. [DOI] [PubMed] [Google Scholar]
- 28.Ashley EA, Butte AJ, Wheeler MT, Chen R, Klein TE, Dewey FE, Dudley JT, Ormond KE, Pavlovic A, Morgan AA, et al. Clinical assessment incorporating a personal genome. Lancet. 2010;375(9725):1525–1535. doi: 10.1016/S0140-6736(10)60452-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Ormond KE, Wheeler MT, Hudgins L, Klein TE, Butte AJ, Altman RB, Ashley EA, Greely HT. Challenges in the clinical application of whole-genome sequencing. Lancet. 2010;375(9727):1749–1751. doi: 10.1016/S0140-6736(10)60599-5. [DOI] [PubMed] [Google Scholar]
- 30.Faruki H, Heine U, Brown T, Koester R, Lai-Goldman M. HLA-B*5701 clinical testing: early experience in the United States. Pharmacogenetics and genomics. 2007;17(10):857–860. doi: 10.1097/FPC.0b013e328285da2e. [DOI] [PubMed] [Google Scholar]
- 31.Voelker R. Children's deaths linked with postsurgical codeine. JAMA : the journal of the American Medical Association. 2012;308(10):963. doi: 10.1001/2012.jama.11525. [DOI] [PubMed] [Google Scholar]
- 32.Kelly LE, Rieder M, van den Anker J, Malkin B, Ross C, Neely MN, Carleton B, Hayden MR, Madadi P, Koren G. More codeine fatalities after tonsillectomy in North American children. Pediatrics. 2012;129(5):e1343–e1347. doi: 10.1542/peds.2011-2538. [DOI] [PubMed] [Google Scholar]
- 33.Brock TP, Valgus JM, Smith SR, Summers KM. Pharmacogenomics: implications and considerations for pharmacists. Pharmacogenomics. 2003;4(3):321–330. doi: 10.1517/phgs.4.3.321.22698. [DOI] [PubMed] [Google Scholar]
- 34.Clemerson JP, Payne K, Bissell P, Anderson C. Pharmacogenetics, the next challenge for pharmacy? Pharmacy world & science : PWS. 2006;28(3):126–130. doi: 10.1007/s11096-006-9029-3. [DOI] [PubMed] [Google Scholar]
- 35.Johnson JA, Bootman JL, Evans WE, Hudson RA, Knoell D, Simmons L, Straubinger RM, Meyer S. Pharmacogenomics: A Scientific Revolution in Pharmaceutical Sciences and Pharmacy Practice. Report of the 2001–2002 Academic Affairs Committee. American journal of pharmaceutical education. 2002;66(Winter Supplement):12S–15S. [Google Scholar]
- 36.Corkindale D, Ward H, McKinnon R. Low adoption of pharmacogenetic testing: an exploration and explanation of the reasons in Australia. Pers Med. 2007;4(2):191–199. doi: 10.2217/17410541.4.2.191. [DOI] [PubMed] [Google Scholar]
- 37.Nickola TJ, Green JS, Harralson AF, O'Brien TJ. The current and future state of pharmacogenomics medical education in the USA. Pharmacogenomics. 2012;13(12):1419–1425. doi: 10.2217/pgs.12.113. [DOI] [PubMed] [Google Scholar]
- 38.Kennedy MJ, Phan H, Benavides S, Potts A, Sorensen S. The role of the pediatric pharmacist in personalized medicine and clinical pharmacogenomics for children: pediatric pharmacogenomics working group. J Pediatr Pharmacol Ther. 2011;16(2):118–122. doi: 10.5863/1551-6776-16.2.118. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.APhA. Report of the 2010 APhA House of Delegates: actions of the legislative body of the American Pharmacists Association. J Am Pharm Assoc. 2010;50(4):471–472. doi: 10.1331/JAPhA.2010.10525. [DOI] [PubMed] [Google Scholar]
- 40.Simmons-Yon A, Roth MT, Vu M, Kavalieratos D, Weinberger M, Rao JK. Understanding pharmacists' experiences with advice-giving in the community pharmacy setting: A focus group study. Patient education and counseling. 2012;89(3):476–483. doi: 10.1016/j.pec.2012.08.011. [DOI] [PubMed] [Google Scholar]
- 41.Albanese NP, Rouse MJ. Scope of contemporary pharmacy practice: roles, responsibilities, and functions of pharmacists and pharmacy technicians. Journal of the American Pharmacists Association : JAPhA. 2010;50(2):e35–e69. doi: 10.1331/JAPhA.2010.10510. [DOI] [PubMed] [Google Scholar]
- 42.Smith M, Bates DW, Bodenheimer T, Cleary PD. Why pharmacists belong in the medical home. Health Aff (Millwood) 2010;29(5):906–913. doi: 10.1377/hlthaff.2010.0209. [DOI] [PubMed] [Google Scholar]
- 43.Hammond RW, Schwartz AH, Campbell MJ, Remington TL, Chuck S, Blair MM, Vassey AM, Rospond RM, Herner SJ, Webb CE. Collaborative drug therapy management by pharmacists--2003. Pharmacotherapy. 2003;23(9):1210–1225. doi: 10.1592/phco.23.10.1210.32752. [DOI] [PubMed] [Google Scholar]
- 44.Russell Teagarden J, Stanek EJ. On pharmacogenomics in pharmacy benefit management. Pharmacotherapy. 2012;32(2):103–111. doi: 10.1002/PHAR.1039. [DOI] [PubMed] [Google Scholar]
- 45.McCullough KB, Formea CM, Berg KD, Burzynski JA, Cunningham JL, Ou NN, Rudis MI, Stollings JL, Nicholson WT. Assessment of the pharmacogenomics educational needs of pharmacists. American journal of pharmaceutical education. 2011;75(3):51. doi: 10.5688/ajpe75351. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Roederer M, Van Riper M, Valgus J, Knafl G, McLeod H. Knowledge, attitudes and education of pharmacists regarding pharmacogenetic testing. Pers Med. 2012;9(1):19–27. doi: 10.2217/pme.11.87. [DOI] [PubMed] [Google Scholar]
- 47.Brock TP, Faulkner CM, Williams DM, Smith SR. Continuing-education programs in pharmacogenomics for pharmacists. Am J Health-Syst Ph. 2002;59(8):722–725. doi: 10.1093/ajhp/59.8.722. [DOI] [PubMed] [Google Scholar]
- 48.El-Ibiary SY, Cheng C, Alldredge B. Potential roles for pharmacists in pharmacogenetics. Journal of the American Pharmacists Association : JAPhA. 2008;48(2):e21–e29. doi: 10.1331/JAPhA.2008.07050. quiz e30-32. [DOI] [PubMed] [Google Scholar]
- 49.Valdes R, Payne DA, Linder MW, editors. Laboratory Medicine Practice Guidelines: Laboratory Analysis and Application of Pharmacogenetics to Clinical Practice. Washington, DC: National Academy of Clinical Biochemistry (NACB); 2010. [Google Scholar]
- 50.Crews KR, Cross SJ, McCormick JN, Baker DK, Molinelli AR, Mullins R, Relling MV, Hoffman JM. Development and implementation of a pharmacist-managed clinical pharmacogenetics service. American journal of health-system pharmacy : AJHP : official journal of the American Society of Health-System Pharmacists. 2011;68(2):143–150. doi: 10.2146/ajhp100113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.O'Connor SK, Ferreri SP, Michaels NM, Greco AJ, Viera AJ, Faruki H, McLeod HL, Roederer MW. Exploratory planning and implementation of a pilot pharmacogenetic program in a community pharmacy. Pharmacogenomics. 2012;13(8):955–962. doi: 10.2217/pgs.12.67. [DOI] [PubMed] [Google Scholar]
- 52.Padgett L, O'Connor S, Roederer M, McLeod H, Ferreri S. Pharmacogenomics in a community pharmacy: ACT now. Journal of the American Pharmacists Association : JAPhA. 2011;51(2):189–193. doi: 10.1331/JAPhA.2011.10178. [DOI] [PubMed] [Google Scholar]
- 53.Swen JJ, van der Straaten T, Wessels JA, Bouvy ML, Vlassak EE, Assendelft WJ, Guchelaar HJ. Feasibility of pharmacy-initiated pharmacogenetic screening for CYP2D6 and CYP2C19. European journal of clinical pharmacology. 2012;68(4):363–370. doi: 10.1007/s00228-011-1130-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.van Puijenbroek E, Conemans J, van Grootheest K. Spontaneous ADR reports as a trigger for pharmacogenetic research: a prospective observational study in the Netherlands. Drug safety : an international journal of medical toxicology and drug experience. 2009;32(3):255–264. doi: 10.2165/00002018-200932030-00008. [DOI] [PubMed] [Google Scholar]
- 55.Omnibus budget reconciliation Act of 1990 [5 November 1990. Excerpts] Digest Public Gen Bills. 1990;101(Pt(2)1):213–217. [PubMed] [Google Scholar]
- 56.Medication therapy management in pharmacy practice: core elements of an MTM service model (version 2.0) Journal of the American Pharmacists Association : JAPhA. 2008;48(3):341–353. doi: 10.1331/JAPhA.2008.08514. [DOI] [PubMed] [Google Scholar]
- 57.Bluml BM. Definition of medication therapy management: development of professionwide consensus. Journal of the American Pharmacists Association : JAPhA. 2005;45(5):566–572. doi: 10.1331/1544345055001274. [DOI] [PubMed] [Google Scholar]
- 58.Oladapo AO, Rascati KL. Review of survey articles regarding medication therapy management (MTM) services/programs in the United States. J Pharm Pract. 2012;25(4):457–470. doi: 10.1177/0897190012442715. [DOI] [PubMed] [Google Scholar]
- 59.Cranor CW, Christensen DB. The Asheville Project: Short-term outcomes of a community pharmacy diabetes care program. Journal of the American Pharmacists Association : JAPhA. 2012;52(6):838–850. doi: 10.1331/JAPhA.2012.12542. [DOI] [PubMed] [Google Scholar]
- 60.Fera T, Bluml BM, Ellis WM. Diabetes Ten City Challenge: final economic and clinical results. Journal of the American Pharmacists Association : JAPhA. 2009;49(3):383–391. doi: 10.1331/JAPhA.2009.09015. [DOI] [PubMed] [Google Scholar]
- 61.Barnett MJ, Frank J, Wehring H, Newland B, VonMuenster S, Kumbera P, Halterman T, Perry PJ. Analysis of pharmacist-provided medication therapy management (MTM) services in community pharmacies over 7 years. Journal of managed care pharmacy : JMCP. 2009;15(1):18–31. doi: 10.18553/jmcp.2009.15.1.18. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Doucette WR, Witry MJ, Farris KB, McDonough RP. Community pharmacist-provided extended diabetes care. The Annals of pharmacotherapy. 2009;43(5):882–889. doi: 10.1345/aph.1L605. [DOI] [PubMed] [Google Scholar]
- 63.Planas LG, Crosby KM, Mitchell KD, Farmer KC. Evaluation of a hypertension medication therapy management program in patients with diabetes. Journal of the American Pharmacists Association : JAPhA. 2009;49(2):164–170. doi: 10.1331/JAPhA.2009.08164. [DOI] [PubMed] [Google Scholar]
- 64.Touchette DR, Masica AL, Dolor RJ, Schumock GT, Choi YK, Kim Y, Smith SR. Safety-focused medication therapy management: a randomized controlled trial. Journal of the American Pharmacists Association : JAPhA. 2012;52(5):603–612. doi: 10.1331/JAPhA.2012.12036. [DOI] [PubMed] [Google Scholar]
- 65.Welch EK, Delate T, Chester EA, Stubbings T. Assessment of the impact of medication therapy management delivered to home-based Medicare beneficiaries. The Annals of pharmacotherapy. 2009;43(4):603–610. doi: 10.1345/aph.1L524. [DOI] [PubMed] [Google Scholar]
- 66.Ramalho de Oliveira D, Brummel AR, Miller DB. Medication therapy management: 10 years of experience in a large integrated health care system. Journal of managed care pharmacy : JMCP. 2010;16(3):185–195. doi: 10.18553/jmcp.2010.16.3.185. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Brummel AR, Soliman AM, Carlson AM, de Oliveira DR. Optimal diabetes care outcomes following face-to-face medication therapy management services. Popul Health Manag. 2013;16(1):28–34. doi: 10.1089/pop.2012.0023. [DOI] [PubMed] [Google Scholar]
- 68.Reiss SM. Integrating pharmacogenomics into pharmacy practice via medication therapy management. Journal of the American Pharmacists Association : JAPhA. 2011;51(6):e64–e74. doi: 10.1331/JAPhA.2011.11543. [DOI] [PubMed] [Google Scholar]
- 69.Shaw L, Burckhard G. Therapeutic drug monitoring and pharmacogenetics interface considerations. In: Valdes R, Payne DA, Linder MW, editors. Laboratory medicine practice guidelines: guidelines and recommendations for laboratory analysis and application of pharmacogenetics to clinical practice. Washington, DC: National Academy of Clinical Biochemistry (NACB); 2010. pp. 29–34. [Google Scholar]
- 70.Bein B. AMA delegates adopt AAFP's joint principles of patient-centered medical home. Ann Fam Med. 2009;7(1):86–87. doi: 10.1370/afm.955. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.American College of Emergency Physicians. The patient-centered medical home model. Ann Emerg Med. 2009;53(2):289–291. doi: 10.1016/j.annemergmed.2008.10.020. [DOI] [PubMed] [Google Scholar]
- 72.Backer LA. Building the case for the patient-centered medical home. Fam Pract Manag. 2009;16(1):14–18. [PubMed] [Google Scholar]
- 73.Berdine HJ, Skomo ML. Development and integration of pharmacist clinical services into the patient-centered medical home. Journal of the American Pharmacists Association : JAPhA. 2012;52(5):661–667. doi: 10.1331/JAPhA.2012.10206. [DOI] [PubMed] [Google Scholar]
- 74.Martin P, Morrison M. Realising the Potential of Genomic Medicine. London: Royal Pharmaceutical Society of Great Britain; 2006. p. 143. [Google Scholar]
- 75.Kadafour M, Haugh R, Posin M, Kayser SR, Shin J. Survey on warfarin pharmacogenetic testing among anticoagulation providers. Pharmacogenomics. 2009;10(11):1853–1860. doi: 10.2217/pgs.09.117. [DOI] [PubMed] [Google Scholar]
- 76.Burton H, Shuttleworth A. Genetics Education for Pharmacists. The Pharmaceutical Journal. 2003;270(7232):84–85. [Google Scholar]
- 77.Newton R, Lithgow J, Po ALW, Bennett C, Farndon P. How will pharmacogenetics impact on pharmacy practice? Pharmacists' views and educational priorities. Birmingham: NJS: National Genetics Education and Development Centre; 2007. [Google Scholar]
- 78.Formea CM, Nicholson WT, McCullough KB, Berg KD, Berg ML, Cunningham JL, Merten JA, Ou NN, Stollings JL. Development and evaluation of a pharmacogenomics educational program for pharmacists. American journal of pharmaceutical education. 2013;77(1):10. doi: 10.5688/ajpe77110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 79.Frueh FW, Gurwitz D. From pharmacogenetics to personalized medicine: a vital need for educating health professionals and the community. Pharmacogenomics. 2004;5(5):571–579. doi: 10.1517/14622416.5.5.571. [DOI] [PubMed] [Google Scholar]
- 80.Gurwitz D, Lunshof JE, Dedoussis G, Flordellis CS, Fuhr U, Kirchheiner J, Licinio J, Llerena A, Manolopoulos VG, Sheffield LJ, et al. Pharmacogenomics education: International Society of Pharmacogenomics recommendations for medical, pharmaceutical, and health schools deans of education. The pharmacogenomics journal. 2005;5(4):221–225. doi: 10.1038/sj.tpj.6500312. [DOI] [PubMed] [Google Scholar]
- 81.Anderson C, Bates I, Beck D, Brock TP, Futter B, Mercer H, Rouse M, Whitmarsh S, Wuliji T, Yonemura A. The WHO UNESCO FIP Pharmacy Education Taskforce. Hum Resour Health. 2009;7:45. doi: 10.1186/1478-4491-7-45. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 82.McKinnon R, Anderson C. Transforming pharmaceutical education to accelerate the acceptance and implementation of personalized medicine. American journal of pharmaceutical education. 2011;75(6):107. doi: 10.5688/ajpe756107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 83.Cavallari LH, Overholser BR, Anderson D, Boyce E, Buie L, Formea CM, Gallagher JC, Hayney MS, Oestreich J. Pharm ACC Recommended Basic Science Foundation Necessary to Prepare Pharmacists to Manage Personalized Pharmacotherapy. Pharmacotherapy. 2010;30(6):626–626. [Google Scholar]
- 84.AACP. Final Report of the 2007–2008 Bylaws and Policy Development Committee. American journal of pharmaceutical education. 2008;72(6) doi: 10.5688/ajpe7710S20. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 85.Latif DA. Pharmacogenetics and pharmacogenomics instruction in schools of pharmacy in the USA: is it adequate? Pharmacogenomics. 2005;6(4):317–319. doi: 10.1517/14622416.6.4.317. [DOI] [PubMed] [Google Scholar]
- 86.Murphy JE, Green JS, Adams LA, Squire RB, Kuo GM, McKay A. Pharmacogenomics in the curricula of colleges and schools of pharmacy in the United States. American journal of pharmaceutical education. 2010;74(1):7. doi: 10.5688/aj740107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 87.Netzer C, Biller-Andorno N. Pharmacogenetic testing, informed consent and the problem of secondary information. Bioethics. 2004;18(4):344–360. doi: 10.1111/j.1467-8519.2004.00401.x. [DOI] [PubMed] [Google Scholar]
- 88.Robertson JA. Consent and privacy in pharmacogenetic testing. Nat Genet. 2001;28(3):207–209. doi: 10.1038/90032. [DOI] [PubMed] [Google Scholar]
- 89.Skirton H, Arimori N, Aoki M. A historical comparison of the development of specialist genetic nursing in the United Kingdom and Japan. Nurs Health Sci. 2006;8(4):231–236. doi: 10.1111/j.1442-2018.2006.00288.x. [DOI] [PubMed] [Google Scholar]
- 90.Williams JK, Skirton H, Reed D, Johnson M, Maas M, Daack-Hirsch S. Genetic counseling outcomes validation by genetics nurses in the UK and US. J Nurs Scholarsh. 2001;33(4):369–374. doi: 10.1111/j.1547-5069.2001.00369.x. [DOI] [PubMed] [Google Scholar]
- 91.Lea DH, Williams JK, Cooksey JA, Flanagan PA, Forte G, Blitzer MG. U.S. genetics nurses in advanced practice. J Nurs Scholarsh. 2006;38(3):213–218. doi: 10.1111/j.1547-5069.2006.00105.x. [DOI] [PubMed] [Google Scholar]
- 92.Almarsdottir AB, Bjornsdottir I, Traulsen JM. A lay prescription for tailor-made drugs--focus group reflections on pharmacogenomics. Health policy. 2005;71(2):233–241. doi: 10.1016/j.healthpol.2004.08.010. [DOI] [PubMed] [Google Scholar]
- 93.Haga SB, O'Daniel JM, Tindall GM, Lipkus IR, Agans R. Survey of US public attitudes toward pharmacogenetic testing. The pharmacogenomics journal. 2012;12(3):197–204. doi: 10.1038/tpj.2011.1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 94.Haddy CA, Ward HM, Angley MT, McKinnon RA. Consumers' views of pharmacogenetics--A qualitative study. Res Social Adm Pharm. 2010;6(3):221–231. doi: 10.1016/j.sapharm.2009.08.002. [DOI] [PubMed] [Google Scholar]
- 95.Society TR. Pharmacogenetics dialogue: Findings from public workshops on personalised medicines held by the Royal Society's Science in Society programme. 2005 [Google Scholar]
- 96.Haga SB, Kawamoto K, Agans R, Ginsburg GS. Consideration of patient preferences and challenges in storage and access of pharmacogenetic test results. Genetics in medicine : official journal of the American College of Medical Genetics. 2011;13(10):887–890. doi: 10.1097/GIM.0b013e31822077a5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 97.Kaae S, Traulsen JM, Norgaard LS. Customer interest in and experience with various types of pharmacy counselling - a qualitative study. Health expectations : an international journal of public participation in health care and health policy. 2012 doi: 10.1111/hex.12003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 98.Ikediobi ON, Shin J, Nussbaum RL, Phillips KA, Walsh JM, Ladabaum U, Marshall D. Addressing the challenges of the clinical application of pharmacogenetic testing. Clinical pharmacology and therapeutics. 2009;86(1):28–31. doi: 10.1038/clpt.2009.30. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 99.Daly AK. Pharmacogenomics of adverse drug reactions. Genome medicine. 2013;5(1):5. doi: 10.1186/gm409. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 100.Ma JD, Lee KC, Kuo GM. Clinical application of pharmacogenomics. J Pharm Pract. 2012;25(4):417–427. doi: 10.1177/0897190012448309. [DOI] [PubMed] [Google Scholar]
- 101.Shah RR, Shah DR. Personalized medicine: is it a pharmacogenetic mirage? British journal of clinical pharmacology. 2012;74(4):698–721. doi: 10.1111/j.1365-2125.2012.04328.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 102.Zintzaras E, Kitsios GD, Triposkiadis F, Lau J, Raman G. APOE gene polymorphisms and response to statin therapy. The pharmacogenomics journal. 2009;9(4):248–257. doi: 10.1038/tpj.2009.25. [DOI] [PubMed] [Google Scholar]
- 103.Aithal GP, Day CP, Kesteven PJ, Daly AK. Association of polymorphisms in the cytochrome P450 CYP2C9 with warfarin dose requirement and risk of bleeding complications. Lancet. 1999;353(9154):717–719. doi: 10.1016/S0140-6736(98)04474-2. [DOI] [PubMed] [Google Scholar]
- 104.de Souza JA, Olopade OI. CYP2D6 genotyping and tamoxifen: an unfinished story in the quest for personalized medicine. Semin Oncol. 2011;38(2):263–273. doi: 10.1053/j.seminoncol.2011.01.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 105.Pirmohamed M, Aithal GP, Behr E, Daly A, Roden D. The phenotype standardization project: improving pharmacogenetic studies of serious adverse drug reactions. Clinical pharmacology and therapeutics. 2011;89(6):784–785. doi: 10.1038/clpt.2011.30. [DOI] [PubMed] [Google Scholar]
- 106.Braff JP, Chatterjee B, Hochman M, Kennington J, Kolavala C, Layman K, Parver C, Rice CS, Selby MC, Washlick JR, et al. Patient-tailored medicine, part two: personalized medicine and the legal landscape. J Health Life Sci Law. 2009;2(2):1–3. 5–43. [PubMed] [Google Scholar]
- 107.Donovan MJ. Legal issues stemming from the advancement of pharmacogenomics. UCLA Journal of Law & Technology. 2010;vol. 14:35. [Google Scholar]
- 108.Evans BJ. Finding a liability-free space in which personalized medicine can bloom. Clinical pharmacology and therapeutics. 2007;82(4):461–465. doi: 10.1038/sj.clpt.6100335. [DOI] [PubMed] [Google Scholar]
- 109.Daly AK. Genetic polymorphisms affecting drug metabolism: recent advances and clinical aspects. Adv Pharmacol. 2012;63:137–167. doi: 10.1016/B978-0-12-398339-8.00004-5. [DOI] [PubMed] [Google Scholar]
- 110.Cordero P, Ashley EA. Whole-genome sequencing in personalized therapeutics. Clinical pharmacology and therapeutics. 2012;91(6):1001–1009. doi: 10.1038/clpt.2012.51. [DOI] [PubMed] [Google Scholar]
- 111.Gustafson SL, Pfeiffer G, Eng C. A large health system's approach to utilization of the genetic counselor CPT(R) 96040 code. Genetics in medicine : official journal of the American College of Medical Genetics. 2011;13(12):1011–1014. doi: 10.1097/GIM.0b013e3182296344. [DOI] [PubMed] [Google Scholar]
- 112.Harrison TA, Doyle DL, McGowan C, Cohen L, Repass E, Pfau RB, Brown T. Billing for medical genetics and genetic counseling services: a national survey. Journal of genetic counseling. 2010;19(1):38–43. doi: 10.1007/s10897-009-9249-5. [DOI] [PubMed] [Google Scholar]
- 113.Mester JL, Trepanier AM, Harper CE, Rozek LS, Yashar BM, Uhlmann WR. Perceptions of licensure: a survey of Michigan genetic counselors. Journal of genetic counseling. 2009;18(4):357–365. doi: 10.1007/s10897-009-9225-0. [DOI] [PubMed] [Google Scholar]
- 114.Deverka PA, Vernon J, McLeod HL. Economic opportunities and challenges for pharmacogenomics. Annu Rev Pharmacol Toxicol. 2010;50:423–437. doi: 10.1146/annurev.pharmtox.010909.105805. [DOI] [PubMed] [Google Scholar]
- 115.Hresko A, Haga S. Insurance Coverage Policies for Personalized Medicine. Journal of Personalized Medicine. 2012;2(4):201–216. doi: 10.3390/jpm2040201. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 116.Miller I, Ashton-Chess J, Spolders H, Fert V, Ferrara J, Kroll W, Askaa J, Larcier P, Terry PF, Bruinvels A, et al. Market access challenges in the EU for high medical value diagnostic tests. Pers Med. 2011;8(2):137–148. doi: 10.2217/pme.11.2. [DOI] [PubMed] [Google Scholar]
- 117.Epstein RS, Frueh FW, Geren D, Hummer D, McKibbin S, O'Connor S, Randhawa G, Zelman B. Payer perspectives on pharmacogenomics testing and drug development. Pharmacogenomics. 2009;10(1):149–151. doi: 10.2217/14622416.10.1.149. [DOI] [PubMed] [Google Scholar]
- 118.Frueh FW. Real-world clinical effectiveness, regulatory transparency and payer coverage: three ingredients for translating pharmacogenomics into clinical practice. Pharmacogenomics. 2010;11(5):657–660. doi: 10.2217/pgs.10.46. [DOI] [PubMed] [Google Scholar]
- 201.PharmGKB. http://pharmgkb.org/search/labelList.action.
- 202.Clinical Pharmacology Subcommittee of the Advisory Committee for Pharmaceutical Science Transcript. http://www.fda.gov/ohrms/dockets/ac/03/transcripts/3947T2.htm.
- 203.CVS Caremark and Generation Health Online Target Medications That Will Be the Focus of New Pharmacogenomics Partnership. http://info.cvscaremark.com/newsroom/press-releases/cvs-caremark-and-generation-health-outline-target-medications-will-be-focus-
- 204.Accreditation Standards and Guidelines: Professional Program in Pharmacy Leading to the Doctor of Pharmacy Degree. http://www.acpe-accredit.org/standards/default.asp.
- 205.ASHP Formulary Management Policy Position: Pharmacogenomics. http://www.ashp.org/DocLibrary/BestPractices/FormularyPositions.aspx.
- 206.American Board of Genetic Counseling. http://www.abgc.net/ABGC/AmericanBoardofGeneticCounselors.asp.
- 207.Occupational Outlook Handbook: Pharmacists. http://www.bls.gov/ooh/healthcare/pharmacists.htm.
- 208.National Society of Genetic Counselors: 2012 Professional Status Survey. http://www.nsgc.org/Publications/ProfessionalStatusSurvey/tabid/142/Default.aspx.
- 209.Honesty/Ethics in Professions. http://www.gallup.com/poll/1654/honesty-ethics-professions.aspx. [Google Scholar]
- 210.Advancing Access to Personalized Medicine: A Comparative Assessment of European Reimbursement Systems. http://www.personalizedmedicinecoalition.org/sites/default/files/files/PMC_Europe_Reimbursement_Paper_Final.pdf. [Google Scholar]