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Ian Cotgreave, SFT 2011-03-18
1
Personal reflections on the future role(s) of “toxicologists” in drug discovery and developmentIan A Cotgreave
Annual Meeting of the Swedish Society of Toxicology (SFT)Nobel ForumK lin k In tit t t
Molecular ToxicologyGlobal Safety AssessmentAstraZeneca R+DSödertälje
Karolinska Institutet
18-03-2011
Format for the presentation
•Introduction to the current drug discovery/development paradigm.•An over-view of current definitions and roles for “t i l i t ”“toxicologists”.•Emerging demands on safety science from current attrition trends.•Challenges to toxicology and “toxicologists”:
• Front-loading (in silico, in vitro, in vivo methods) versus regulatory demands. Should we let go of traditions?
• New mechanisms, new methods and new tools, where will they fit?
• Is “Personalized Toxicology” possible as a natural part of “Personalized Medicine”?.
R&D | Innovative Medicines | Global Safety Assessment
• Mechanism-based translational risk assessment versus traditional regulatory toxicology, alternative or complement?
• Novel Therapeutic modalities, are we prepared?• Do we need to change the way we train toxicologists?
•Concluding remarks.
2 Name | Date
Ian Cotgreave, SFT 2011-03-18
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Forskningsprocessen inom läkemedels utveckling
Prekliniska studier Kliniska prövningar
KEMI/FARMAKO-
OG
IND* FAS I FAS II FAS III NDA** FAS IV
Discovery Development
LOGI
Sökande efteraktiva substanser
Toxikologi, effektstudier på olika djurslag
Myndighets-behandling
Effektstudier på friska försöks-personer
Patientstudier i begränsad skala
Jämförande studier på stort antal patienter
Myndighets-behandling
Fortsatta jämförande studier
50–150individer
100–200patienter
500–5 000patienter
Registrering, introduktion på marknaden**New Drug
ApplicationAnsökan om att få
k d fö
KUNSKAPS-
NIVÅ
KUNSKAPS-
NIVÅ
*Investigational New DrugAnsökan om att få ge ett nytt läkemedel till människa
R&D | Innovative Medicines | Global Safety AssessmentName | Date
8–12 år från idé till färdigt läkemedel
marknadsföra ett nytt läkemedel
2–4 år 2–6 mån 3–6 år 1–3 år
TIDSÅTGÅNG
So where does toxicology? fit in the R+D process? Regulatory toxicology versus ”front-loading” toxicology
År
1 162 3 4 5 6 7 8 9 10 11 12 13 14 15
Förstapatentansökan
Ansökan omklinisk prövning
Ansökan omregistrering
Explorativ forskning (Discovery) Läkemedelsutveckling (Development) Identifiering avIdentifiering avmåltavlor ochledsubstanser
Optimering avledsubstans
Test avterapikoncept
Klinisk utveckling Lansering
Kliniska prövningarFas I50-150personer
Fas II100-200personer
Fas III500-5 000personer
Fas IV, fortsatta studier
Forskningsstöd under livscykeln
Toxikologiska och farmakokinetiska studier(absorption, distribution, metabolism, utsöndring)
Farmaceutisk och analytisk utveckling
Processutveckling och tillverkning
R&D | Innovative Medicines | Global Safety Assessment
Processutveckling och tillverkning
Registreringsarbete
Försäljning och marknadsföring (inkl planering och förberedelser)
Antal substanserUpp till 1 000 000 10-15 1-8 1-3 1
Name | Date
Ian Cotgreave, SFT 2011-03-18
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So what kinds of ”toxicologists” do we have in the industry today?
• Drug project leaders:- Generalists covering regulatory toxicology demands (Toxicology
Project Leaders (TPLs))- Generalists covering early riks mitigation in drug projects (Discovery
toxicologists (DxTs))toxicologists (DxTs))
• Specialist support functions to in vivo toxicologicalresearch (Clinical, regulatory and exploratory):- Toxicologic Pathology.- Clinical Chemistry. - Reproductive Toxicology.- Genetic Toxicology.- Molecular Toxicology- QA
• Specialist functions supporting non in vivo toxicologicalh (Cli i l l t d l t )
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research (Clinical, regulatory and exploratory)- Molecular Toxicology- Genetic Toxicology- Computational Toxicology
Name | Date
Have ”toxicologists” been doing a good job in this paradigm? What lessons can we learn via the attrition of our compounds due to toxicity?
• Predicting dose-dependent toxicity in and from animal studies has worked fairly well.studies has worked fairly well.
• Clinical experience often reveals surprises from:- collapsded safety margins- Ideosyncratic responses
R&D | Innovative Medicines | Global Safety AssessmentName | Date
Ian Cotgreave, SFT 2011-03-18
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Phase Preclinical ‘Nonclinical’ Phase I
AZ
Phase I Phase I-III Phase I-III Phase III/ Marketing
Post-Marketing
Post-Marketing
Information: Causes of attrition
Causes of attrition
Dose-limiting ADRs
Serious ADRs
Causes of attrition
Causes of attrition
ADRs on label Serious ADRs Withdrawal from sale
Source: ABPI (2008) Car (2006) AstraZeneca (2000-2009)
Sibille et al. (1998)
ABPI (2008) Olson et al. (2000)
BioPrint® (2006)
Budnitz et al. (2006)
Stevens & Baker (2008)
Sample size: 156 CDs stopped
88 CDs stopped 14 CDs with dose-limiting ADRs
1,015 subjects
63 CDs stopped
82 CDs stopped
1,138 drugs 21,298 patients
47 drugs
Cardiovascular: 24% 27% 7% 9% 35% 21% 36% 15% 45%
24% 27% 7% 9% 35% 21% 36% 15% 45%
Hepatotoxicity: 15% 8% 0% 7% 29% 21% 13% 0% 32%
Haematology/BM: 3% 7% 0% 2% 3% 4% 16% 10% 9%
Nervous system: 12% 14% 71% 28% 2% 21% 67% 39% 2%
Immunotox; photosensitivity:
7% 7% 0% 16% 10% 11% 25% 34% 2%
Gastrointestinal: 5% 3% 36% 23% 2% 5% 67% 14% 2%
Reprotox: 9% 13% 0% 0% 5% 1% 10% 0% 2%
Musculoskeletal: 8% 4% 0% 0% 5% 1% 28% 3% 2%
Respiratory: 1% 2% 0% 0% 2% 0% 32% 8% 2%
R&D | Innovative Medicines | Global Safety Assessment
Respiratory: 1% 2% 0% 0% 2% 0% 32% 8% 2%
Renal: 6% 2% 0% 0% 5% 9% 19% 2% 0%
Genetic tox: 5% 5% 0% 0% 0% 0% 0% 0% 0%
Carcinogenicity: 0% 3% 0% 0% 3% 0% 1% 0% 0%
Other: 4% 0% 0% 0% 2% 4% 16% 2% 2%
Adapted from Redfern WS et al. SOT 2010 Poster 1081 1-9% 10-19% >20%0%
The various toxicity domains have been ranked first by contribution to products withdrawn from sale, then by attrition during clinical development. Note general agreement between pairs of equivalent studies.
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So how should we respond to this in the coming generation?
1. Apply much more ”front-loaded” intellectual and practical scientific effort to ”de-risk” chemistries early and chaperoning the best compound into regulatory animal studies and humans.stud es and humans.
2. Accept and communicate risk, but avoid surprises.3. Respond more creatively to introducing modern molecular
risk assessment practices into the traditional scenario.4. Have the courage to apply ”breaking news” science in de-
risking proejcts.5. Foster much more pre-competitive collaboration between
pharma, universities and regulatory authorities.
R&D | Innovative Medicines | Global Safety Assessment
Will this require new breeds of ”toxicologists”?
8 Name | Date
Ian Cotgreave, SFT 2011-03-18
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Front-loading (in silico, in vitro, in vivo methods) versus current regulatory demands. Should we let go of our traditions?• The development of more complex modelling tools will
provide much more predictive power with respect to early de risking of projects de-risking of projects
- In silico methods- Cell-based models- Exploratory in vivo models
- So are these classed as toxicologist skills and should be fostered in the future?
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In Silico Methods
“Those who cannot remember the past are condemned to repeat it”.
George Santayana: Life of Reason, Reason in Common Sense, Scribner's, 1905, page 284
”The Nintendo generation are the teachers now!”
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g
Ian Cotgreave: SFT Annual meeting 2011
Ian Cotgreave, SFT 2011-03-18
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Computational Toxicology………Exploiting data & methods from all corners of AZ to address safety issues earlier in drug discovery
R&D | Innovative Medicines | Global Safety Assessment
Safety-Directed Drug
Design
Molecular Understanding of Adverse Events
Clinical Understanding of Adverse Events
Scott BoyerName | Date
….Developing tools for better utilization of internal and external unstructured data.
=
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Ian Cotgreave, SFT 2011-03-18
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Computational Predictive Toxicology – How?In vivo:
ScorecardCompound:>100 gm
Time: MonthsAnimals: Many
ScorecardCompound:>100 gm
Time: MonthsAnimals: Many
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Animals: ManyAnimals: Many
Name | Date
In vitro:
ScorecardCompound: 5 mg
ScorecardCompound: 5 mgp g
Time: DaysAnimals: None
p gTime: Days
Animals: None
R&D | Innovative Medicines | Global Safety AssessmentName | Date
Ian Cotgreave, SFT 2011-03-18
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In silico:
ScorecardCompound: NoneTime: SecondsAnimals: None
ScorecardCompound: NoneTime: SecondsAnimals: NoneAnimals: NoneAnimals: None
R&D | Innovative Medicines | Global Safety AssessmentName | Date
In vitro models
1. Molecular techniques
EpiVax (US) and Retrogenix (UK)Direct binding/association between LMW-drugs and specific HLA-molecules
Two-hybrid ligand fishingFor off-target binding
drugs and specific HLA molecules
R&D | Innovative Medicines | Global Safety Assessment16 Name | Date
Ian Cotgreave, SFT 2011-03-18
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2. Cell models: Stem CellshESC and iPSC-derived screening tools
R&D | Innovative Medicines | Global Safety Assessment17 Name | Date
iPSCs are pluripotent and can form cells of all germ layers
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•Toxicology most focused on hepatocytes and cardiomyocytes
18 Name | Date
Ian Cotgreave, SFT 2011-03-18
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Human variability in response: Are iPSCs the answer for liver?
• Variability in phases 0-III in bioactivation and detoxification.• Variabiltiy in toxicicty mechanism expression in DILI.• Variability in predosposition for DILI• Variability in predosposition for DILI.• IPSc techniques offer cloning and modelling of Genotypic
variances in: - CYPs, UGTs, MRPs etc- mitochondrial function- apoptotic regulators- hormonal responses- In fat metabolism
R&D | Innovative Medicines | Global Safety AssessmentName | Date
IMI (Eu/Pharma: ”Mega-Call”: Patient-derived Stem cells in drug discovery)
• A partnership between the EU Commission and 15 major pharma• Focussed on deriving iPSC from patients for:
- Safety/DMPK Screening. - Target validationTarget validation.- Disease modelling.- Includes build of independent CRO facilities and associated
infrastructure.- Has a budget of 100 million Euros.
• Being finalized now and due for emission during Q2
R&D | Innovative Medicines | Global Safety AssessmentName | Date
Ian Cotgreave, SFT 2011-03-18
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Induced pluripotent stem cells: A stem cell breakthrough.
F:\Science Day l 2010\stemcell br
R&D | Innovative Medicines | Global Safety Assessment
http://www.tv.com/video/WizGdIzkMLN03MaY2ah3Qg6jB9qQIAVK/stem-cell-breakthrough?o=cbs
Name | Date
Animal models
1. ”Humanized” mice, Not just CYPs, but such as hHLA
Drug HLA association Toxicity Reference
AstraZenecaHuman HLA-transgenic mouse model developedfor Ximelagatran treatment.
Drug HLA association Toxicity Reference
Abacavir B*5701 Skin Mallal, 2002Allopurinol B*5801 Skin Hung, 2005
Carbamazepine B*1502 Skin Chung, 2004
NevirapineDRB1*0101Cw8, B14
LiverSkin
Martin, 2005Littera, 2006
Fl l illi B*5701 Li D l 2009
R&D | Innovative Medicines | Global Safety Assessment22 Name | Date
Flucloxacillin B*5701 Liver Daly, 2009
Ximelagatran DRB1*0701 Liver Kindmark, 2008
Ian Cotgreave, SFT 2011-03-18
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2. Disease models
Zucker Obese ratsNon-obese diabetic mice
R&D | Innovative Medicines | Global Safety Assessment23 Name | Date
Zebra fish with renal disease
New mechanisms, new methods and tools, where will they fit?
1. Mechanisms: Stress response (not just oxidative stress, heat shock, shear stress etc…..)
Depiction of PKR as transducer of “ribotoxic stress” response. ”ER stress response”ribotoxic stress response.
R&D | Innovative Medicines | Global Safety Assessment24 Name | Date
Zhou H et al. Toxicol. Sci. 2003;74:335-344
Ian Cotgreave, SFT 2011-03-18
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Mechanisms: Epigenetics
R&D | Innovative Medicines | Global Safety Assessment25 Name | Date
2. Mechanisms: New molecular entities
Small non-coding RNAs: miRNA
R&D | Innovative Medicines | Global Safety Assessment26 Name | Date
”Vault” RNAs
Ian Cotgreave, SFT 2011-03-18
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2. New methods and tools: Imaging
Bioluminescence New bioluminiscence model measuresCD8+ T-cell function in the liver.
PET imaging
R&D | Innovative Medicines | Global Safety Assessment27 Name | Date
Distribution ofA neurotoxinin the brain
NMR (MRI) imagingImaging human liver for pathophysiology
R&D | Innovative Medicines | Global Safety Assessment28 Name | Date
Ian Cotgreave, SFT 2011-03-18
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Emerging methods: Carbon dating of cell turnover
”Half lives” of human cardiomyocytes have been Measured accurately
”Human cell carbon datingConsortium”
“By the time a halt was called to above ground nuclear testing in 1963, levels of carbon-14 in the atmosphere had doubled beyond natural background levels, says Frisén. Since the halt, this has halved every 11 years. By taking this into account, one can see detectable changes in levels of carbon-14 in modern DNA, he says. "Most molecules of the cell will turn over all the time. But DNA is a material that does not exchange carbon after cell division, so it serves as a time capsule for carbon " Frisén says”
R&D | Innovative Medicines | Global Safety Assessment29 Name | Date
a time capsule for carbon, Frisén says .
O Bergmann et al. Science 2009;324:98-102
Applications in toxicology in the future?
Personalized Health Care and Safety
• Will it be possible to individualise t f h i k “Id assessment of human risk: “Ideosyncracy
“and “Personalised toxicology”?• The development of mechanistically-
validated biomarkers of human toxicity
R&D | Innovative Medicines | Global Safety Assessment30 Name | Date
Ian Cotgreave, SFT 2011-03-18
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Variability in Adverse Drug Reactions
• Why do a few people get a side effect while others don’t?• Some side effects seem like an overdose (excessive pharmacologic effect)• Others are very rare and seemingly random (“idiosyncratic”)• Some of this variability in human drug responses caused by people’s genetic
differences but not alldifferences but not all
Type A (intrinsic) Type B (idiosyncratic)
PredictableUsually dose dependent
High morbidityLow mortality
Responds to dose reduction
UnpredictableRarely dose dependent
Low morbidityHigh mortality
Responds to drug withdrawal
R&D | Innovative Medicines | Global Safety Assessment
pRelatively common (75% of ADRs)
p gVery rare
Name | Date Ina Schuppe-Koistinen
Enable personalized healthcareStratify patient groups
based on their likelihood for
ImpactImpact
Enable launch of drugs thatotherwise would have failed
Safety Biomarkers (SBMs) can add value in three areas:
based on their likelihood foradverse drug reactions (ADRs)
Identify projects with safety liability earlyIdentify compounds with weak safety profiles and
elevated risk for causing future ADR,within a compound family early
Enable more competitivelaunches
R d l l f t i t
Increased safety for trialsubjects
Potential to stop compounds with safety issues early
R&D | Innovative Medicines | Global Safety Assessment
Increase patient safetyUse common toxicity SBMs to
monitor clinical trials and discoverOrgan toxicity while damage is still
reversible
Reduce level of uncertaintyat key decision points
Reduce level of late stagesafety related attrition
32 Name | Date Ina Schuppe-Koistinen
Ian Cotgreave, SFT 2011-03-18
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R&D | Innovative Medicines | Global Safety Assessment
Sim and Ingelman-Sundberg, TiPS in press
33 Name | Date
PHC Based on Genetic Differences in Metabolism
R&D | Innovative Medicines | Global Safety Assessment
• topoisomerase inhibitor for treatment of colon cancer (Pfizer) • glucouronidation by UGT1A1• slow metabolizers with ”*28 variant” recieve larger than expected dose• dosed for each patient according to genotype
34 Name | Date
Ina Schuppe-Koistinen
Ian Cotgreave, SFT 2011-03-18
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Other kinds of biomarkers: What types of new DILI biomarkers are needed?
- New biomarker(s) should be more sensitive and specific for detection of DILI and give mechanistic information about the injury.
• Predicitive DILI biomarkers that signal liver injury before ALT has increased in patients.
• Prognostic DILI biomarkers that follow the development of injury and signal if a patient is recovering or developing acute liver failure.
• Susceptibility biomarkers for patient stratification to select patients at risk
R&D | Innovative Medicines | Global Safety Assessment35 Name | Date Ina Schuppe-Koistinen
Safety Biomarker Development Process within AZ
AZ TechnologiesPGx
OmicsRegulators
SBMDiscovery
SBM Qualification
SBM Assay Validation
SBM
ImagingCandidate SBMs
From literature
ConsortiaPSTC/IMI
Regulators
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GSA Patient Safety/PHC
Ina Schuppe-Koistinen
Ian Cotgreave, SFT 2011-03-18
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Mechanism-based translational risk assessment versus traditional regulatory toxicology, alternative or complement?
There is currently great effort to form very large public-private partnership (PPP)consortia to develop the use of private partnership (PPP)consortia to develop the use of alternatives to animals to better predict human risk. These are founded on:
- Definition of toxicity pathways and biomarkers of these.- Definition of the trans-species relevance of these pathways
and markers (translatability).- Development of new test paradigms to model acute and
chronic toxicity in responces to foreign chemicals.
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Here are two examples from differing angles…
37 Name | Date
Through a Memorandum of Understanding, research, develop, validate and translate innovative chemical testing methods that characterize toxicity pathways
•Research, develop, validate and translate innovative chemical testing methods that characterize toxicity pathways.•Research ways to use new tools to identify chemical induced biological activity mechanisms.•Prioritize which chemicals need more extensive toxicological evaluation.•Develop models that can be used to more effectively predict how chemicals will affect biological responses. •Identify chemicals, assays, informatic analyses, and targeted testing needed for the innovative testing methods.
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•Plan to have nearly 10,000 chemicals under study at NCGC by the third quarter of FY2010. •Conduct 50 or more ToxCast™ high-throughput screening assays on this enlarged chemical library every year for the next several years. •Be able to provide the data generated from the innovative chemical testing methods to risk assessors to use when making decisions about protecting human health and environment.
38 Name | Date
Ian Cotgreave, SFT 2011-03-18
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European Cosmetics Industry co-funds unique research initiative launched by the European Union’s Health Programme under the 7th Framework Programme (FP7): “Towards innovative, non-animal safety testing methods of chemicals and ingredients of cosmetic products”
•Project SCR&Tox, “Stem Cells for Relevant Efficient Extended and Normalized Toxicology”.•Project HeMiBio, “Hepatic Microfluidic Bioreactor”. •Project DETECTIVE, “Detection of endpoints and biomarkers of repeated dose toxicity using in vitro systems”.•Project COSMOS, “Integrated In Silico Models for the Prediction of Human Repeated Dose Toxicity of COSMetics to Optimise Safety”.
testing methods of chemicals and ingredients of cosmetic products
R&D | Innovative Medicines | Global Safety Assessment39 Name | Date
p y p y•Project NOTOX, “Predicting long-term toxic effects using computer models based onsystems characterization of organotypic cultures “.•Project ToxBank, “Supporting Integrated Data Analysis and Servicing of Alternative Testing Methods in Toxicology”.
Novel therapuetic modalities
The future of the pharmaceutical industry holds new therpeutic modalities which will pressurize the role of the ”toxicologist”
R&D | Innovative Medicines | Global Safety Assessment40 Name | Date
Ian Cotgreave, SFT 2011-03-18
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1. Cell therapies in regenerative medicine
E:\Science Day 2010\regenerated
R&D | Innovative Medicines | Global Safety AssessmentName | Date
However, the risks for serious adverse reactions are many!
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2. Scaffolds and materials in regenerative medicineExample: ”Nanomaterial” A new field of toxicology emerging
R&D | Innovative Medicines | Global Safety Assessment43 Name | Date
3. Molecular biological therapeuticsSiRNA
Humanised antibodies
Aptomers
R&D | Innovative Medicines | Global Safety Assessment44 Name | Date
Ian Cotgreave, SFT 2011-03-18
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Concluding remarks
1. So is there a future for ”toxicologists” in the pharmaceutical industry?
2. Yes, with particular focus on early prediction of human risk and de-risking of drug projects, before major investment decisions are made.
3 But the term ”toxicologist” covers a multitude of scientific 3. …But the term toxicologist covers a multitude of scientific skills and contributions.
4. Therefore the traditional view of the ”toxicologists” contribution to drug discovery and development should change.
5. This is driven both by the changing needs in prediction of risk and in the rapid expansion of relevant scientific areas.
6. Perhaps we should introduce the idea of ”cloud toxicologists” = multiple skill sets all contributing to solve a common prediction paradigm.
R&D | Innovative Medicines | Global Safety Assessment45 Name | Date
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It is critical that the training of ”toxicologists” in the future must adapt rapidly to these changing demands and rapidly evolving scientific possibilities.