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Strategic use of statistical thinking in drug development.

The role of the statistician and statistical thinking in the pharmaceutical industry has evolved greatly in the last four or five decades. Regulatory developments and the changing face of the science of drug development have driven this evolution. The increasing regulatory requirement for statistical input in critical areas has facilitated a wider range of applications. The pace of change of science in general has brought statisticians into contact with a wider range of potential customers. More importantly, it has allowed the statistician to become increasingly involved in strategic issues with the possibility of influencing the direction of the business. However, it is not clear that the statistical profession in industry is adequately prepared for these opportunities either in attitude or training. Changing the statisticians' approach to their role and acquiring the correct training and experience are critical for the profession to optimize their contribution to the drug discovery and development processes.

Drug Approval↗

Setting bioequivalence requirements for drug development based on preclinical data: optimizing oral drug delivery systems.

The recently proposed Biopharmaceutics Classification System can be used to classify drugs and set standards for scale-up and post-approval changes as well as standards for in vitro/in vivo correlation for immediate and controlled release products. This classification scheme is based on determining the underlying process that is controlling the drug absorption rate and extent, namely, drug solubility and intestinal membrane permeability. Theoretical analysis and experimental results suggest that a permeability/solubility classification scheme can be used to set more rationale drug standards. In particular, high solubility/high permeability, rapidly dissolving drugs may be regulated on the basis of a single point rapid dissolution test while low solubility dissolution rate limited drugs can be regulated based on an in vitro dissolution test that reflects the in vivo dissolution process. This dissolution test may include multiple time points, media change, as well as surfactants in order to reflect the in vivo dissolution process and would be used by the manufacturer for requesting a waiver from a bioequivalence (BE) trial. For controlled release products, the regulation of bioequivalence standards is more complex due to the potential differences in position-dependent permeability/solubility and metabolism of drugs along the gastrointestinal tract. These differences may result in drug absorption rates that are highly transit time dependent. This paper will present the current status of the biopharmaceutic drug classification scheme, the underlying developed data base and its application to optimizing IR and CR products.

Administration, Oral↗

Biomarker assay translation from discovery to clinical studies in cancer drug development: quantification of emerging protein biomarkers.

Many candidate biomarkers emerging from genomics and proteomics research have the potential to serve as predictive indexes for guiding the development of safer and more efficacious drugs. Research and development of biomarker discovery, selection, and clinical qualification, however, is still a relatively new field for the pharmaceutical industry. Advances in technology provide a plethora of analytical tools to discover and analyze mechanism-and-disease-specific biomarkers for drug development. In the discovery phase, differential proteomic analysis using mass spectrometry enables the identification of candidate biomarkers that are associated with a specific mechanism relevant to disease progression and affected by drug treatment. Reliable bioanalytical methods are then developed and implemented to select promising biomarkers for further studies in animals and humans. Quantitative analytical methods capable of generating reliable data constitute a solid basis for statistical assessment of the predictive utility of biomarkers. Biomarker method validation is diverse and for purposes that are very different from those of drug bioanalysis or diagnostic use. Besides being flexible, it should sufficiently demonstrate the method's ability to meet the study intent and the attendant regulatory requirements. Several papers have been published outlining specific requirements for successful biomarker method development and validation using a "Fit-for-Purpose" approach. Many of the challenges faced during biomarker discovery as well as during technology and process translation are discussed in this chapter, including preanalytical planning, assay development, and preclinical and clinical validation. Specific references to protein biomarkers for cancer drug development are also discussed.

Animals↗

Pharmacokinetics-pharmacodynamics during drug development--an example from Servier: ivabradine.

A short introduction to the principles of pharmacokinetic-pharmacodynamic (PK-PD) modelling and population approaches is provided in this article. The importance of implementing these techniques in the drug development process is illustrated by an example from experience at the Servier International Research Institute. This example demonstrates how the use of PK-PD modelling can rationalise the development process and save valuable time. Population approaches significantly contribute to the integration of PK-PD modelling into the different drug development phases by expanding the possibilities of application.

Angina Pectoris↗

Integrating pharmacogenomics into drug development.

The first observations of inherited differences in drug effects in the 1950s led to the recognition of a genetic basis for drug response. With the development of genetics and molecular biology, it became clear that certain drug responses could be associated with specific genetic variations or polymorphisms. There are now examples of polymorphisms that affect response to drugs ranging from common analgesics to chemotherapeutics. The goal of pharmacogenetics is to identify polymorphisms that can serve as predictive markers of drug response. This review summarizes how existing pharmacogenomic technologies can be applied advantageously throughout drug development to bring drugs successfully to market along with diagnostic tests that ensure their appropriate use.

Biomedical Technology↗

The European Organisation for Research and Treatment of Cancer strategy for new drug development in brain tumors.

The European Organisation for Research and Treatment of Cancer (EORTC) has carried out clinical trials for nearly 30 years. During this time, several disease-oriented groups within the EORTC have been shaped by rapidly changing regulations in the area of drug development. Continual networking, dissemination of knowledge, and the establishment of specialized administrative units have allowed the EORTC to play a leading role in the development of improved treatment options for patients with brain tumors. Recently, the EORTC Brain Tumor Group and the EORTC New Drug Development Group have been integrated to create a network of institutions dedicated to screening new chemotherapy agents for the treatment of high-grade gliomas. Indeed, several new regimens and agents have already been investigated by this collaboration. Most notable are the recently closed study on temozolomide (Temodar [US], Temodal [international]; Schering-Plough Corporation, Kenilworth, NJ) in the adjuvant setting and in combination with radiotherapy in patients newly diagnosed with glioblastoma multiforme, and the ongoing study on oral STI571 for the treatment of gliomas. Within the current networks, a well-defined strategy has been implemented to select specific and targeted agents for the drug screening process. By sharing their expertise with the EORTC networks, medical oncologists, neuro-oncologists, and radiologists can assist in the clinical development of potentially active agents in patients with brain tumors.

Antineoplastic Agents↗

[Our policy and future tasks related to ICH in anti-cancer drug development--a discussion from the viewpoint of an enterprise].

International harmonization of data to be submitted in order to receive governmental authorization for the release of new medicines (ICH) has been promoted by Japan, the USA and European countries. Because of this trend, the Japanese drug authority, the medical institutions which perform clinical trials of not yet authorized new drugs and the pharmaceutical companies which contract these trials to medical institutions, are now required to change greatly their conventional views concerning drug development. The trend towards ICH has also been having a great impact on the development of anti-cancer agents in Japan. The greatest impact of ICH is that it requires pharmaceutical companies to take responsibility for the planning, pursuit and management of clinical trials of new drugs. To meet this requirement, it is urgent that pharmaceutical companies educate and train staff members involved in drug development, so that they attain high levels of medical proficiency in the field concerned. It is also necessary for these companies to organize in house groups of specialists in making clinical trials, who can evaluate clinical data and make decisions about outcomes by themselves. At the same time, medical institutions are required to establish a system which supports the clinical trials carried out within the hospital, while meeting the appropriate guidelines. Thus, medical institutions are required to make greater efforts to ensure adequate disclosure of diagnosis of cancer to a patient, obtain informed consent from patients and develop a hospital system capable of conducting excellent clinical trials. The governmental authority related to drugs is required to improve drug administration, including streamlining regulations and providing consultation services concerning the appropriate strategy for particular clinical trials. If the relevant governmental authority, medical institutions, pharmaceutical companies and mass media cooperate with the goal of improving the environment and systems related to clinical trials, the current system of clinical trials will be improved significantly, allowing more scientific and ethical clinical trials. This, in turn, will promote the smoother development of anti cancer agents in this country. At present, both the views on and the manner of conducting clinical trials (especially phase I clinical trials) differ in Japan and Western countries. These differences cause differences in the scheduling of preclinical studies, possibly leading to delayed commencement of phase I clinical trials in Japan. Among these issues, the procedures for preclinical studies of safety and pharmacokinetics studies (absorption, distribution, metabolism and elimination of drugs) need to be internationally standardized as soon as possible.

Animals↗

Animal models of cardiovascular disease for pharmacologic drug development and testing: appropriateness of comparison to the human disease state and pharmacotherapeutics.

For proper drug development, targeting and testing the use of suitable animal models that are well controlled with regard to duration, degree, and stage of the disease are vitally needed. Furthermore reliable phenotyping and genotyping with regard to functional physiology as well as cellular biochemistry and molecular biology are vital to early decision making in drug discovery, development, and successful clinical development. The use of animal models allows the design of clinical trials without the complication of having to impose "accepted treatment modalities" on top of investigative agents. With the availability of human myocardium for study as a result of cardiac transplantation programs, experimental findings previously reported in several animal models of heart disease have been questioned with regard to suitability for comparison to the human condition. With the development and application of sophisticated techniques and biochemical assays to the study of heart tissue several adaptive changes have been identified and labeled "markers of heart failure." Several animal models share some of these adaptive changes in common with failing human myocardium, but not others. The goal of this report is to point out similarities and differences reported to date in failing and nonfailing human myocardium to that reported in animal models of human heart disease. This discussion indicates important dissimilarities found in several key animal models that have resulted in the development of cardioactive agents and therapeutic interventions for the treatment of human heart disease and the unexpected outcomes. Although focusing on heart failure, a vital goal of this report is to emphasize some key principles supporting the need for clear, comprehensive, and unbiased evaluation of animal models currently in use to study any disease condition, as well as the need for further model development and study in open collaborative efforts.

Animals↗

Using bibliometric analyses of patent literature for predicting the clinical fates of developing drugs.

Certain bibliometric features of the early literatures of developing drugs can be used to predict their ultimate clinical fates. The chronological sequence of publications is expressed as a binary vector with 1 for a patent and 0 for a nonpatent. The decimal equivalents for standardized vector lengths provide scalar values for comparing one drug with another. In order to incorporate concordant patents, fuzzy subsets are employed, with the number of attempts required to achieve transitive closure being the values for comparison. The methods involved are described using minoxidil as an example.

Bibliographies as Topic↗

Role of population pharmacokinetics in drug development. A pharmaceutical industry perspective.

Population pharmacokinetic analysis is a relatively new approach which can be used to obtain important pharmacokinetic and pharmacodynamic information from sparse data sets routinely obtained in phase II and III clinical trials, these studies typically have many patients but few observations per patient. Similarly, this approach is beneficial for studies in which intensive blood sampling is not attainable, such as in children and patients with cancer and AIDS. It was not until the late 1980s and the early 1990s that this approach (which had been introduced by Sheiner and Beal approximately 20 years earlier) gained appreciable momentum. Today many pharmaceutical companies use this approach routinely, to differing extents, during their drug development process. Advocacy by the US Food and Drug Administration for pharmacokinetic screening during phase II and III studies was an important factor in the widespread adoption of this approach. A second factor was the gradual realisation that the approach can be cost effective in revealing clinically important information about the determinants of interpatient pharmacokinetic and pharmacodynamic variability in treated patients. However, several important issues remain to be resolved (such as the optimal study design, quality of the data and user-friendly software) which could determine the future role of the population approach in drug development.

Animals↗

Pharmaceutical education in the wake of genomic technologies for drug development and personalized medicine.

The development of safe and effective new therapeutics is a long, difficult, and expensive process. Over the last 20-30 years, recombinant DNA (rDNA) technology has provided a multiple of new methods, molecular targets and DNA-based diagnostics to pharmaceutical research that can be utilized in assays for screening and developing potential biopharmaceutical drugs. In parallel, new innovative approaches to drug delivery systems were discovered and reached the market. Pharmaceutical biotechnology, pharmacogenomics, combinatorial chemistry, in close relation to high-throughput screening technologies, and bioinformatics are major advances that give a new direction to pharmaceutical sciences. To meet with the needs of this new dynamic era of pharmaceutical research and health care environment, pharmaceutical education has to set new priorities to keep pace with the challenges related to genomic technologies. The development of new initiative education programs, for both undergraduate and graduate curricula, in pharmacy has to be focused on preparing pharmacists oriented for both pharmacy practice and drug research and development. This can be achieved by providing future pharmacists with knowledge, skills and attitudes to be more competitive in the health care system, pharmacy practice-related fields, pharmaceutical industry and drug research and development areas, or finally in academia. Educators and pharmacy school members have the responsibility of deciding how, to what extent, by which methods, and/or in which way these changes and new directions in the education programs should be developed.

Animals↗

Anticancer Drug Development: The Way Forward.

Cancer chemotherapy celebrated its fiftieth anniversary last year. It was in 1945 that wartime research on the nitrogen mustards, which uncovered their potential use in the treatment of leukaemias and other cancers, was first made public. Fifty years later, more than sixty drugs have been registered in the USA for the treatment of cancer, but there are still lessons to be learnt. One problem, paradoxically, is that many anticancer agents produce a response in several different classes of the disease. This means that once a new agent has been shown to be effective in one cancer, much effort is devoted to further investigations of the same drug in various combinations for different disorders. While this approach has led to advances in the treatment of many childhood cancers and some rare diseases, a plethora of studies on metastatic colon cancer, for example, has yielded little benefit. 5-fluorouracil continues to be used in trials, yet there is no evidence for an increase in survival. The lesson to be learnt is that many common cancers are not adequately treated by present-day chemotherapy, and most trials of this sort are a waste of time. Significant increases in survival will only occur if the selectivity of present-day anticancer agents can be increased or new classes of more selective agents can be discovered. There are two fundamental problems in drug development: a lack of suitable laboratory tests and the difficulty of conducting early clinical trials. Firstly, no existing laboratory method can accurately predict which chemical will be effective against a particular class of human cancer. At best, tests can demonstrate a general 'anticancer' property. This is well exemplified by the discovery of cisplatin. The fact that cisplatin caused regression in a number of transplanted rodent tumours created no great excitement amongst chemotherapists. It was only later when it was tested clinically against ovarian cancer that results were sufficiently positive to encourage others to investigate. Only then was it discovered that metastatic teratoma was extraordinarily sensitive to the drug. This finding was made as a result of phase II trials and no laboratory model could have predicted it. The lesson to be learnt is that new drugs should be tested extensively in phase II trials before they are discarded. The second problem concerns early clinical trials. Because new drugs can only be tested against advanced and usually heavily pretreated disease, it is unlikely that dramatic responses will occur. The methods used to detect responses in solid tumours and metastases are crude, and it is likely that many useful drugs are missed. New techniques are needed to detect small but important responses. In addition to these technical problems, clinical trials are expensive and the time required for preclinical pharmacology and toxicology is lengthy. In the early days, drugs could enter clinical trials after fairly simple toxicological studies. The thalidomide disaster in the 1960s, however, led to the setting up of regulatory bodies to scrutinize drugs before clinical trials. This proved detrimental for cancer drug development because a series of fairly long-term tests is now required. These must be carried out in both rodents and one other species, usually the dog. This approach was probably a good thing for most medicines where a large margin of safety is required between the therapeutic dose and the dose which causes side effects, but was inappropriate for anticancer agents which are tested at the maximum possible dose which gives manageable side effects. These new regulations meant that the cost of one clinical trial after the 1970s was equivalent to the cost of ten before that time. Solutions to these problems are available, although to put them into practice would require the cooperation of government regulatory authorities, the pharmaceutical industry and other organisations such as the US National Cancer Institute (NCI), the UK Cancer Research Campaign (CRC) and the European Organisation for Research and Treatment of Cancer (EORTC). Firstly, it is important to switch from clinical trials of analogues and combinations of standard drugs to trials of new classes of anticancer agents. Further, an international effort should be launched whereby these new agents can be rapidly tested in phase II trials against common solid cancers using new techniques to detect small but significant tumour responses. Lead chemicals discovered in this way could then be taken back to the laboratory for further development. There is no shortage of new drugs which act by mechanisms quite different from present-day agents, and new approaches can greatly increase the amount of cytotoxic agents delivered to solid tumours. As long ago as 1980, the CRC introduced protocols which enabled early clinical trials to be carried out rapidly and with minimal cost. These procedures used short-term tests only in rodents to determine a safe starting dose. The test can be completed within six months and around fifty clinical trials using this protocol have been successfully carried out in collaboration with the EORTC. Despite this, the American Food and Drug Administration (FDA), regulatory authorities in many other countries and many drug companies still insist on using a second animal species before a phase I clinical trial is permitted instead of using the money spent to develop several agents with minimal toxicology testing. The EORTC and CRC also plan to introduce positron emission tomographic scanning into early clinical trials as a highly sensitive method of measuring tumour response. Cancer mortality has changed little over the past forty years, mainly because of our failure to develop curative chemotherapy for the common solid cancers. The way forward is to carry out extensive phase I and II clinical trials of the many new types of anticancer agent that have become available as a result of increased knowledge about cancer cells and how they differ from normal tissues. In order to do this, the regulatory authorities must recognize that minimal toxicology protocols are adequate, and drug companies must be persuaded to give more emphasis to the search for new chemotherapeutic agents. A coordinated effort to achieve these aims would be a wonderful way to mark the fiftieth anniversary of modern chemotherapy. Unfortunately the regulatory authorities find it less risky to stick with extensive safety testing rather than to use shortcuts, however well-validated clinically. Many but not all drug companies, mindful of profits, prefer the easy way out and concentrate on analogues, while most clinicians opt for trials of combinations of known agents, being aware that they are worth a publication or two. Reprinted with permission from Helix, Volume V, Issue 1, 1996, pp. 20-21.

Journal Article↗

Drug development for asthma.

Asthma is characterized by abnormal immune cell accumulation and activation in the airways as well as dysfunction of specialized parenchymal cells. Research strategies to define asthma pathogenesis have focused on the hypothesis that this altered state is a consequence of an excessive allergen-driven response. Drug development for asthma has been directed at improving existing agents and expanding new modalities that target the Th2 allergic cascade. Significant opportunities are being pursued in each of these areas. However, this strategy may not account for some critical aspects of asthma pathogenesis. Alternative considerations include the need for a multidisciplinary approach to dissect the complexity of the asthma phenotype as well as a better understanding of nonallergic factors (especially viral reprogramming of airway behavior) in the development of the phenotype. Each of these considerations may provide an alternative strategy for further drug development for asthma and other complex diseases.

Anti-Inflammatory Agents↗

The mammalian innate immune system: potential targets for drug development.

The innate immune system is the oldest mammalian defence against invading micro-organisms and provides the first line of defence against them, however until recently a detailed understanding of its complexity has been lacking. This review describes recent advances that have been made in understanding the components of the innate immune system, including the pathogen sensing mechanisms, receptor and intracellular signalling pathways, linkage to the acquired immune system, and effectors of the innate immune response. These discoveries have created an opportunity for the development of novel drugs through the identification of targets for rational drug design. The opportunity for the development of novel anti-inflammatory and antimicrobial drugs through modulation of pro-inflammatory or antimicrobial signals within the innate immune system, are discussed. A more detailed understanding of the effectors of the innate immune system is providing an opportunity for the design of effector mimetics as novel antimicrobial drugs. The innate immune system is providing the basis for much-needed alternative approaches to controlling infection and inflammation in human medicine.

Animals↗

Genetically engineered mice in drug development.

Complex metabolic diseases like type 2 diabetes (noninsulin-dependent diabetes) and obesity present a difficult challenge to pharmaceutical companies in their attempts to develop new therapies. The polygenic nature of these diseases and the influence of nongenetic factors make it difficult to identify the most critical molecular processes to target for drug development. Transgenic animal models provide an approach to evaluate specific sites in metabolic and hormone signalling pathways under physiologic (as opposed to in vitro) conditions. The advantages and limitations of using transgenic animals in drug development will be covered and an overview of recent information from transgenic studies relevant to type 2 diabetes and obesity will be given.

Animals↗

Hepatotoxicity in drug development: detection, significance and solutions.

Despite considerable progress in the understanding of the mechanism of liver toxicity we are not yet able to design non-hepatotoxic molecules rationally. Also, there is no "universal" in vitro primary screening approach for early identification of hepatotoxic molecules. In most cases hepatotoxicity is detected at later stages of drug development in animal toxicity studies or clinical trials. Although the liver is the most common target organ for drug candidates in animal toxicity studies, hepatotoxicity rarely leads to cessation of drug development during the preclinical phase. Indeed, contrary to other target organs, liver toxicity is usually reversible and can be monitored in man by sensitive serum enzyme tests. Therefore in many cases a compound found hepatotoxic in an animal species will be tested in man for a definitive assessment of its hepatotoxic potential. Liver toxicity in man may be acceptable when a drug has major therapeutic potential. In this situation mechanistic studies are essential to assess the risk in man and in some cases to identify protective agents. When liver toxicity leads to project termination a secondary screening approach may be envisaged if biologically active analogs are available.

Animals↗

The application of in vitro models of drug metabolism and toxicity in drug discovery and drug development.

In vitro models are being used increasingly during all phases of the drug development process in concert with the more traditional in vivo toxicological and pharmacokinetic evaluations. These in vitro models may be classified empirically as either validated in vitro screens, value-added screens or 'ad-hoc' mechanistic screens. The application of these screens is discussed with respect to their level of validation, standardization, uses of human tissue, level of iteration with in vivo studies, regulatory position and utility in the drug discovery and development process. The predictability and reproducibility of these screens is discussed, as well as future trends in regard to emerging technology and its application.

Animals↗

Pharmacogenomics and drug development.

It is generally anticipated that pharmacogenomic information will have a large impact on drug development and will facilitate individualized drug treatment. However, there has been relatively little quantitative modeling to assess how pharmacogenomic information could be best utilized in clinical practice. Using a quantitative model, this review demonstrates that efficacy is increased and toxicity is reduced when a genetically-guided dose adjustment strategy is utilized in a clinical trial. However, there is limited information available regarding the genetic variables affecting the disposition or mechanism of action of most commonly used medications. These genetic factors must be identified to enable pharmacogenomic testing to be routinely used in the clinic. A recently described murine haplotype-based computational genetic analysis method provides one strategy for identifying genetic factors regulating the pharmacokinetics and pharmacodynamics of commonly used medications.

Animals↗