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Toxgnostics is part of
personalized medicine Personalized medicine, also referred to as precision medicine, is a medical model that separates people into different groups—with medical decisions, practices, interventions and/or products being tailored to the individual patient based on the ...
as it describes the guiding principles for the discovery of
pharmacogenomic Pharmacogenomics is the study of the role of the genome in drug response. Its name ('' pharmaco-'' + ''genomics'') reflects its combining of pharmacology and genomics. Pharmacogenomics analyzes how the genetic makeup of an individual affects the ...
biomarker tests, also referred to as
companion diagnostic A medical test is a medical procedure performed to detect, diagnose, or monitor diseases, disease processes, susceptibility, or to determine a course of treatment. Medical tests such as, physical and visual exams, diagnostic imaging, genetic te ...
tests, which identify if an individual patient is likely to suffer severe drug toxicity from treatment with a specific therapeutic agent. Once at-risk individuals are identified, drug toxicity can be prevented using elective dose reduction or prescription of a different medication.Church D, Kerr R, Domingo E, Rosmarin D, Palles C, Maskell K, Tomlinson I, Kerr D (2014). "'Toxgnostics': an unmet need in cancer medicine". Nat Rev Cancer (6):440-5. doi:10.1038/nrc3729. .


Background

The majority of toxgnostic studies have been candidate gene studies restricted to the known Absorption, Distribution, Metabolism, and Excretion genes (
ADME ADME is an abbreviation in pharmacokinetics and pharmacology for " absorption, distribution, metabolism, and excretion", and describes the disposition of a pharmaceutical compound within an organism. The four criteria all influence the drug le ...
) of drug treated patients. The PharmaADME consortium identified 32 core genes containing 184 variants within common pathways that should be included in ADME candidate gene studies of toxicity biomarkers. Toxicity biomarkers that have been clinically validated using this restricted panel of genes include the P450 cytochrome assay that is currently recommended for routine clinical use of the oral anticoagulant warfarin. Using
next-generation sequencing Massive parallel sequencing or massively parallel sequencing is any of several high-throughput approaches to DNA sequencing using the concept of massively parallel processing; it is also called next-generation sequencing (NGS) or second-generation s ...
methods and
genome-wide association studies In genomics, a genome-wide association study (GWA study, or GWAS), also known as whole genome association study (WGA study, or WGAS), is an observational study of a genome-wide set of genetic variants in different individuals to see if any varia ...
a more comprehensive toxgnostic approach can be utilized through unbiased analysis of several million variants across the whole human genome, including introns and exons, for pharmacogenomic markers of drug induced toxicity. Cancer drugs have been highlighted as particularly appropriate candidates for toxgnostic studies due to the significant toxicity profiles associated with both targeted therapies and chemotherapy. Most cancer patients obtain only modest benefit from treatment, whereas toxicity is common and often associated with severe side effects which include considerable morbidity and mortality. One of the most commonly used chemotherapy drugs
5-fluorouracil Fluorouracil (5-FU), sold under the brand name Adrucil among others, is a cytotoxic chemotherapy medication used to treat cancer. By intravenous injection it is used for treatment of colorectal cancer, oesophageal cancer, stomach cancer, pancrea ...
(5FU) prescribed as
adjuvant therapy Adjuvant therapy, also known as adjunct therapy, adjuvant care, or augmentation therapy, is a therapy that is given in addition to the primary or initial therapy to maximize its effectiveness. The surgeries and complex treatment regimens used in ...
following surgical resection of early stage
colorectal cancer Colorectal cancer (CRC), also known as bowel cancer, colon cancer, or rectal cancer, is the development of cancer from the colon or rectum (parts of the large intestine). Signs and symptoms may include blood in the stool, a change in bowel m ...
benefits only approx. 4% of patients, whereas 30–40% of those treated will suffer severe toxicity such as
neutropenia Neutropenia is an abnormally low concentration of neutrophils (a type of white blood cell) in the blood. Neutrophils make up the majority of circulating white blood cells and serve as the primary defense against infections by destroying bacteria ...
,
mucositis Mucositis is the painful inflammation and ulceration of the mucous membranes lining the digestive tract, usually as an adverse effect of chemotherapy and radiotherapy treatment for cancer. Mucositis can occur anywhere along the gastrointestinal ( ...
,
hand-foot syndrome Chemotherapy-induced acral erythema, also known as palmar-plantar erythrodysesthesia or hand-foot syndrome is reddening, swelling, numbness and desquamation (skin sloughing or peeling) on palms of the hands and soles of the feet (and, occasionally ...
,
diarrhoea Diarrhea, also spelled diarrhoea, is the condition of having at least three loose, liquid, or watery bowel movements each day. It often lasts for a few days and can result in dehydration due to fluid loss. Signs of dehydration often begin wi ...
, and
stomatitis Stomatitis is inflammation of the mouth and lips. It refers to any inflammatory process affecting the mucous membranes of the mouth and lips, with or without oral ulceration. In its widest meaning, stomatitis can have a multitude of different cau ...
, fatal toxicities will kill 0.5-1% of people treated. Through the use of toxgnostic screens a number of genetic variants have now been identified that can be used to predict 5FU toxicity prior to treatment. These genetic variants can be used to identify the individuals predisposed to severe drug toxicity and the dose of 5FU chemotherapy can be reduced to prevent severe toxic side effects. Toxgnostic biomarker tests currently available for use in clinical practice include markers for
irinotecan Irinotecan, sold under the brand name Camptosar among others, is a medication used to treat colon cancer, and small cell lung cancer. For colon cancer it is used either alone or with fluorouracil. For small cell lung cancer it is used with cispl ...
,
thioguanine Tioguanine, also known as thioguanine or 6-thioguanine (6-TG) is a medication used to treat acute myeloid leukemia (AML), acute lymphocytic leukemia (ALL), and chronic myeloid leukemia (CML). Long-term use is not recommended. It is given by mouth. ...
,
warfarin Warfarin, sold under the brand name Coumadin among others, is a medication that is used as an anticoagulant (blood thinner). It is commonly used to prevent blood clots such as deep vein thrombosis and pulmonary embolism, and to prevent strok ...
and 5FU.


Toxgnostic principles

Toxgnostic studies are defined by four key elements: # Analysis should be embedded within large, prospective, randomized, controlled clinical trials (i.e.
Phase III clinical trials The phases of clinical research are the stages in which scientists conduct experiments with a health intervention to obtain sufficient evidence for a process considered effective as a medical treatment. For drug development, the clinical phases ...
) # The phenotype of interest should be clinically relevant and clearly defined using internationally standardized criteria and systematically captured such as the US
National Cancer Institute The National Cancer Institute (NCI) coordinates the United States National Cancer Program and is part of the National Institutes of Health (NIH), which is one of eleven agencies that are part of the U.S. Department of Health and Human Services. ...
(NCI)
Common Terminology Criteria for Adverse Events The Common Terminology Criteria for Adverse Events (CTCAE), formerly called the Common Toxicity Criteria (CTC or NCI-CTC), are a set of criteria for the standardized classification of adverse effects of drugs used in cancer therapy. The CTCAE syst ...
(CTCAE) grade 3–5 toxicity. # Analysis should be unbiased to encompass the maximum relevant genomic diversity, rather than being limited by what is often a superficial understanding of the pathways involved in the
pharmacokinetics Pharmacokinetics (from Ancient Greek ''pharmakon'' "drug" and ''kinetikos'' "moving, putting in motion"; see chemical kinetics), sometimes abbreviated as PK, is a branch of pharmacology dedicated to determining the fate of substances administered ...
and
pharmacodynamics Pharmacodynamics (PD) is the study of the biochemical and physiologic effects of drugs (especially pharmaceutical drugs). The effects can include those manifested within animals (including humans), microorganisms, or combinations of organisms (fo ...
of the agent. # The performance of individual variants should be compared with that of a combined risk score, which may outperform each individual variant when they are analysed separately. Appropriate analytical approaches for toxgnostic studies include
candidate gene The candidate gene approach to conducting genetic association studies focuses on associations between genetic variation within pre-specified genes of interest, and phenotypes or disease states. This is in contrast to genome-wide association studies ...
studies,
GWAS In genomics, a genome-wide association study (GWA study, or GWAS), also known as whole genome association study (WGA study, or WGAS), is an observational study of a genome-wide set of Single-nucleotide polymorphism, genetic variants in different i ...
and
whole genome sequencing Whole genome sequencing (WGS), also known as full genome sequencing, complete genome sequencing, or entire genome sequencing, is the process of determining the entirety, or nearly the entirety, of the DNA sequence of an organism's genome at a s ...
. GWAS and whole genome sequencing are the most comprehensive approaches though careful considerations must be applied to the relevance, analysis and interpretation of the results to prevent over-fitting, which produces false-positive results, a proposed GWAS workflow is shown below.


Regulatory oversight of toxgnostic tests

Toxicity biomarkers can be co-developed and co-approved with the respective drug as a companion diagnostic test, this requires
premarket approval The United States Federal Food, Drug, and Cosmetic Act (abbreviated as FFDCA, FDCA, or FD&C) is a set of laws passed by the United States Congress in 1938 giving authority to the U.S. Food and Drug Administration (FDA) to oversee the safety of f ...
(PMA). The
Food and Drug Administration The United States Food and Drug Administration (FDA or US FDA) is a List of United States federal agencies, federal agency of the United States Department of Health and Human Services, Department of Health and Human Services. The FDA is respon ...
(FDA) IVD Companion Diagnostic Device guidance issued in draft 14 July 2011 states that a companion diagnostic test can be used to “Identify patients likely to be at increased risk for serious adverse reactions as a result of treatment with a particular therapeutic product”. Additionally there are guidelines for the submission of pharmacogenomic studies from the FDA and draft guidance from the
European Medicines Agency The European Medicines Agency (EMA) is an agency of the European Union (EU) in charge of the evaluation and supervision of medicinal products. Prior to 2004, it was known as the European Agency for the Evaluation of Medicinal Products or Euro ...
(EMA).{{cite web, url=http://www.ema.europa.eu/docs/en_GB/document_library/Scientific_guideline/2014/01/WC500160232.pdf , title=Guidance , date=10 January 2014 , website=www.ema.europa.eu


References

Genomics Toxicology