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Patient-Centered Reverse Translation
John A. Wagner, MD, PhD
• Research starts with and returns to the patient
• Powerful trend in research and medicine focusing on patient-centricity
• Precision medicine approaches driven by reverse translation drives companion diagnostics
Key Take Home Message
• Reverse. [adjective] Going in or turned towards the direction opposite to that previously stated.
• Translation. [noun] The process of translating words or text from one language into another.
oxforddictionaries.com
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
Wagner CPT 2018;103:168-170
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
Forward Translation• Application or translation of
laboratory research to clinical experiments or patients
• Bench-to-bedside
Bench-to-bedside approach is limiting
• The most obvious limitations are in target discovery and the frequent route reversals necessary for drug discovery and development
• Targets do not emerge from a vacuum, and that is where a patient-centered reverse translation approach is particularly critical
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
Reverse Translation• Application or translation of
clinical, patient-centered data to laboratory research
• Bedside-to-bench
Reverse translation (A & B)
• Reverse translation activities aim to explain disease and patient biology through an integrative, cross-functional approach linking “omic” data derived from a deep characterization of patients with their health phenotype data
• The goal is to generate actionable hypotheses about disease mechanisms and drug response supporting validation of existing targets, identifying new targets and disease mechanisms/indications and driving precision medicine strategies
• Data for reverse translation can be derived from exploratory characterization of patients in clinical trials, non-interventional human studies or through access to well characterized patient databases/tissue repositories, including public-profit consortia efforts
• Precision medicine strategies may ultimately become companion diagnostics
Reverse translation (E)
• Forward translation does not formally account for the critical reverse steps
• Learnings from patients that are reflected back to drug discovery and development tools (e.g., biomarkers, animals models, or modeling and simulation approaches, including quantitative disease models)
• Refinements of a therapeutic (e.g., pharmacokinetically unacceptable profiles leading to different desired molecular or metabolic properties)
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
1. Experiment of Nature
PCSK 9 mutations associated with remarkably low cholesterol and reduced incidence of coronary artery disease
2. Understanding LDL MechanismPCSK9 null mice confirmed low cholesterol and PCSK9 binding LDL receptors linked with control of LDL cholesterol levels
3. Inhibition of PCSK9Discovery of antibody inhibitors of PCSK9 resulted in forward translation of therapeutics that reduced degradation of LDL receptors and lowering cholesterol levels
4. IMPLEMENTATION: A NEW APPROACH
Monoclonal antibodies, alirocumab and evolocumab, were approved 12 years after the initial bedside observations, and have been shown to dramatically reduce LDL cholesterol in patients with hypercholesterolemia
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
1. Experiment of Nature
PCSK 9 mutations associated with remarkably low cholesterol and reduced incidence of coronary artery disease
2. Understanding LDL MechanismPCSK9 null mice confirmed low cholesterol and PCSK9 binding LDL receptors linked with control of LDL cholesterol levels
3. Inhibition of PCSK9Discovery of antibody inhibitors of PCSK9 resulted in forward translation of therapeutics that reduced degradation of LDL receptors and lowering cholesterol levels
MPLEMENTATION: A NEW APPROACH
noclonal antibodies, alirocumab and locumab, were approved 12 years
er the initial bedside observations, and ve been shown to dramatically reduce L cholesterol in patients with ercholesterolemia
Cohen JC et al. N Engl J Med 2006;354:1264-1272.
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
1. Experiment of Nature
PCSK 9 mutations associated with remarkably low cholesterol and reduced incidence of coronary artery disease
2. Understanding LDL MechanismPCSK9 null mice confirmed low cholesterol and PCSK9 binding LD receptors linked with control of LDL cholesterol levels
3. Inhibition of PCSK9Discovery of antibody inhibitors of PCSK9 resulted in forward translation of therapeutics that reduced degradation of LDL receptors and lowering cholesterol levels
4. IMPLEMENTATION: A NEW APPROACH
Monoclonal antibodies, alirocumab and evolocumab, were approved 12 years after the initial bedside observations, and have been shown to dramatically reduce LDL cholesterol in patients with hypercholesterolemia
Stein EA et al. N Engl J Med 2012;366:1108-1118.
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
Leptin
energy use ↑
Food intake ↓
RQ ↓Insulin sensitivity (↑)Glucose uptake (↑)
Fat mass ↓
MC4R ↑
Lipolysis ? Insulin release (↓)Glucoseproduction (↓)
Agonism of MC4R proposedto ↓ food intake and weight
MC4R Mechanism of Action
• Humans with mutations in MC4R– have obesity, hyperphagia (binge-eating), hyperinsulinemia– homozygotes worse than heterozygotes– similar syndrome in POMC-deficient humans
• MC4R knockout mice– similar phenotype as humans
• Animal pharmacology in rodents– MC4R antagonists increase food intake and body weight– MC4R agonists decrease food intake and body weight– effects in wild-type but not MC4R-knockout mice
Strong target validation, particularly genetic evidence
4 hr 10 hrN=28 14 hr 24 hr Total
p<0.001
↓p=0.009↓
p=0.020↓
p=0.065↓
p<0.001↓
p=0.004
24-hr intake:Sibutramine: ~18% ↓500 mg MK-493: ~ 7% ↓
Krishna R et al CPT 2009 Dec;86(6):659-66
Single 500-mg MK-0493 Dose Had Marginal Effects on 24-hr Food Intake
Hint of Efficacy in POC Study in Obese Patients Suggested Higher Exposures May Be Necessary
-2 Baseline 2 4 8 12 Week 12 Week 12 LS Means (LOCF) † LS Means (RMA) ‡
Week
-4
-3
-2
-1
0
1
2
3
4
Mea
n C
hang
e in
Bod
y W
eigh
t (kg
)
Placebo (N=64)L-000222628 200 mg (N=65)L-000222628 400 mg (N=61)
Significance from placebo established at Week 2 with N=80 per group
Efficacy of 200 mg diminishes after 4 weeks; 400 mg diminishes after 8 weeks (p=0.154 at week 12)
Rashes appear in 400 mg group 7-21 days on treatment
Placebo 200 mg 400 mg
Cumulat
ive Inci
dence R
ate (%)
0
5
10
15
20
25
Days After First Dose0 7 14 21 28 35 42 49 56 63 70 77 84
-2 Baseline 2 4 8 12 Week 12 Week 12 LS Means (LOCF) † LS Means (RMA) ‡
Week
-4
-3
-2
-1
0
1
2
3
4
Mea
n C
hang
e in
Bod
y W
eigh
t (kg
)
Placebo (N=64)L-000222628 200 mg (N=65)L-000222628 400 mg (N=61)
Significance from placebo established at Week 2 with N=80 per group
Efficacy of 200 mg diminishes after 4 weeks; 400 mg diminishes after 8 weeks (p=0.154 at week 12)
Rashes appear in 400 mg group 7-21 days on treatment
Placebo 200 mg 400 mg
Cumulat
ive Inci
dence R
ate (%)
0
5
10
15
20
25
Days After First Dose0 7 14 21 28 35 42 49 56 63 70 77 84
400 mgAUC ~ 8.9 µM.hrC24hr ~108 nM
Krishna R et al CPT 2009;86:659-66
-2 BL 2 4 6 10 14 18 Week 18RMA‡
(84% CI)
Placebo (n=53)MK-0493 (n=111) -1.2 (-2.6, 0.2) †
Chan
ge in
Bod
y W
eigh
t (kg
)
-5
-4
-3
-2
-1
0
1
2
Week
p=0.099
Probability >2.1 kg is ~11%
800 mgAUC ~ 22.4 µM.hrC24hr ~371 nM
Repeat POC Study with MK-0493, Done at MTD, Indicated Weight Loss was Not Statistically Significant
Targeting Upstream MC4 Pathway DefectsRare Diseases
eemers et al. Diabetes 2012; 61:383.allis et al. Human Molecular Genetics 2002; 11: 1997. ono et al. Clinical Chemistry 2005; 51: 1358.
Rhythm FocusMC4 Pathway
Decreased AppetiteDecreased Weight
MC4 NeuronsPOMC NeuronsMC4R
Setmelanotide
LepR
DownstreamUpstream
MC4R
MSH
PCSK
POMC DeficiencyPOMC Hetz / POMC Epigenetic Deficiency
Leptin Receptor Deficiency
LEPTIN SIGNAL
Bardet-Biedl & Alström Syndromes
hnen P et al. N Engl J Med 2016;375:240-246
inal Article
oopiomelanocortin Deficiency eated with a Melanocortin-4 ceptor Agonist
Kühnen, M.D., Karine Clément, M.D., Susanna Wiegand, M.D., Oliver enstein, M.D., Keith Gottesdiener, M.D., Lea L. Martini, M.D., Knut Mai, Ulrike Blume-Peytavi, M.D., Annette Grüters, M.D., and Heiko Krude,
POMC Deficiency Obesity Phase 2 Study
Therapy & Tools
Patient
Target
A
BC
DE
Mechanism
Vision for translational medicine• Research starts with and returns
to the patient• Powerful trend in research and
medicine focusing on patient-centricity
• Research starts with and returns to the patient
• Powerful trend in research and medicine focusing on patient-centricity
• Precision medicine approaches driven by reverse translation drives companion diagnostics
Key Take Home Message