FEBRUARY 1, 2026
Biotech Take-Home
Predicting Phase 2 Clinical Trial Success & Orforglipron Launch
OVERVIEW
Agenda
Part 1 — DNTH Claseprubart
Predicting the likelihood of success of DNTH's claseprubart in MMN
- Rationale for selecting this program
- Core biological concepts
- The disease & the drug
- Key comparator trials
- Probability of success
Part 2 — Orforglipron
Modeling the launch of orforglipron
- Market context
- Population segmentation
- Penetration estimates
- Launch scenarios
Part 1
Claseprubart in MMN — The MOMENTUM Trial
Reading out in 2H26
THE PUNCHLINE
The Punchline
01
The Drug
Safe and efficacious. We know it hits its target from the Phase 2 in Myasthenia Gravis.
02
The Science
Positive Phase 2 results in MG demonstrate efficacy and safety, providing a foundation for expectations in MMN trials.
03
The Indication
Competitor ARGX's empasiprubart trial suggests that inhibiting the complement pathway works in this indication, and that placebo effects are manageable.
04
The Pathway
Successes and failures, but biological reason to believe this will succeed.
05
The Team
Management executing in MG with relevant pharma experience.
ASSET SELECTION
Rationale for Selecting This Trial
$2.3B
Market Cap — Investable
MMN
Off the Beaten Track — Not a huge focus of the street
⚖
Reasonable Challenge — No interim data, endpoint switching or clear fast-follow
CORE CONCEPTS
Innate vs Adaptive Immunity
The immune system has two arms: innate (fast, non-specific) and adaptive (slower, highly targeted). The complement system bridges both.
CORE CONCEPTS
The Complement Cascade
A chain of protein activations (Classical, Lectin, Alternative pathways) that tags pathogens for destruction. Classical pathway starts with C1s.
CORE CONCEPTS
Neuronal Structure & Signalling
Motor neurons transmit signals from the brain to muscles. Damage to myelin sheaths causes conduction blocks — the hallmark of MMN.
THE DISEASE
Meet Steve
Steve is a 40-year-old accountant from Dallas. Married with 2 kids. Supports Arsenal FC. Works out regularly.
- Notices his grip getting weaker — needs more chalk
- Tries more deadlifts and farmer's walks
- Right hand more noticeable, but he is left-handed
THE DISEASE
Steve's Symptoms Worsen
- Continues to worsen → visits doctor
- Primary care says "wait and watch"
- Neurologist does nerve conduction studies
THE DISEASE
Steve Gets a Diagnosis
- Nerve conduction studies reveal conduction blocks
- Anti-GM1 antibodies detected
- Diagnosed with Multifocal Motor Neuropathy (MMN)
- Started on IVIG — the only effective treatment
Steve's story is typical: years of progressive weakness before a rare diagnosis. High unmet need for better treatments.
THE DISEASE
Multifocal Motor Neuropathy (MMN)
Pure Motor Neuropathy
MMN exclusively affects motor nerves without sensory involvement, leading to muscle weakness and impaired motor function.
Epidemiology
1 in 100,000. 3,000 cases in the USA. 3:1 men. Mean age of onset is 40 years.
Affected Body Parts
The disease predominantly impacts the upper limbs, especially hands and wrists, causing difficulties in fine motor tasks and muscle control.
Disease Progression
MMN progresses progressively or in a stepwise manner, with conduction blocks causing deteriorating muscle strength over time.
Steve's sensation remained normal
THE DISEASE
Pathophysiology — Incompletely Understood
56–81%
Get conduction block
20–80%
Have anti-GM1 antibodies
THE DISEASE
Current Standard of Care
- IVIG is the only effective treatment
- Steroids and plasma-exchange are thought to worsen the condition
- Regular infusions required — burdensome for patients
- No approved alternatives
High unmet need given disease severity and lack of options.
THE DRUG
Claseprubart / DNTH-103
DNTH-103 = Claseprubart. Anti-C1s antibody targeting the classical complement pathway.
Mechanism
Anti-C1s antibody targeting the classical complement pathway
Half-life
YTE half-life extension technology
Selectivity
Binds only active C1s, not inactive — important for limiting off-target effects
CLINICAL DATA
The Drug is Active in Myasthenia Gravis
Clinical data shows a competitive reduction in MG-ADL score. Also signals management's ability to execute in a disease with placebo effects.
CLINICAL DATA
The Drug is Safe
Key concerns are infection rate and anti-nuclear/dsDNA antibodies (that could indicate autoimmune disease). Phase 1 data are similar.
EVIDENCE
Scientific Clues: Complement in MMN
Vlam et al. 2015
Complement activity associated with disease severity. Components of the classical pathway rather than others.
Groen et al. 2024
CD55 polymorphisms associated with MMN susceptibility and disease course. CD55 increases complement activation threshold.
Yuki et al. 2011
IVIG blocks complement deposition mediated by anti-GM1 antibodies.
Harshnitz et al. 2016
IgM antibodies from MMN serum + GM1 complexes → complement breakdown products detected, primarily classical pathway.
Source: Vlam et al., 2015
COMPARATORS
Other Drugs Give Us Key Context
✗ Eculizumab (Anti-C5)
Failed in MMN. Targeting downstream (C5) appears insufficient — upstream classical pathway inhibition may be required, as C3b-mediated opsonization is not blocked.
✓ Empasiprubart (Anti-C2, ARGX-117)
Ph2 interim data suggest it works. Effect appears clinically meaningful (n=27). Note: ARGX are experts at complement biology.
COMPARATORS
DNTH Directly Compares With ARGX
Claseprubart vs empasiprubart: Lower IC50 by ½ an order of magnitude.
MANAGEMENT
Thinking Through Management
Strengths
- Storied pharma backgrounds
- Strong business & medical affairs expertise
- MMN is 3rd indication — "platform in a product" potential
Concerns
- Most leaders have biz/med affairs backgrounds, not operational trial experience
- MMN prevalence is 10% of lead MG indication
- Success in MMN important for broader platform validation
FRAMEWORK
Predicting Likelihood of Success
P(trial success AND transition to Ph3)
= P(clinical trial success) × P(transition | success)
P(transition | success) = 100% (high unmet need, no other drugs)
COMPS
Comps for Probability Estimation
57%
Ph2 success in MMN, MG & CIDP
n=21
43%
Ph2 success for complement targets
n=92
100%
Complement + MMN/MG/CIDP
n=4
Data from Citeline / Pharmapremia
PROBABILITY
Predicting Likelihood of Success
| Question | Answer | Value | Weight | Total |
| Does the drug do anything? | Safe & efficacious; hits target in MG Ph2 | 8 | 20% | 16% |
| How much do we know about the science? | Animal models + multiple experiments on complement | 6.5 | 20% | 13% |
| How hard is the indication to trial in? | Unknown, but placebo effect manageable (ARGX data) | 7 | 20% | 14% |
| How validated is the target/pathway? | Successes & failures; biological reason to believe | 8 | 20% | 16% |
| Will management execute? | Executing in MG, relevant pharma experience | 7.5 | 20% | 15% |
Overall likelihood of clinical trial success
REFLECTIONS
Other Thoughts
- Which sections of this could an LLM automate? Either speed up or improve the process?
- How to turn this into an investment?
- What questions to ask management?
Part 2
Orforglipron Launch Model
Modeling one of the largest drug launches ever
MARKET CONTEXT
Market Context
- Obesity GLP-1 market is already established and validated
- Demand constrained by supply, not lack of interest
- Significant pent-up demand for an oral GLP-1
- Injections remain a barrier for many patients
- Orfo is a small molecule (not peptide) — easier to manufacture, requires less API
- LLY is taking this launch very seriously
OPPORTUNITY
Scale of Opportunity
This could be one of the largest launches ever.
LLY reported in Feb 2025 that they had built up a $550M stockpile pre-launch ($5–7B implied sales).
28k
Wegovy scripts by week 3
(despite supply issues)
2nd
in class is an advantage here
Source: CDC
COMPARISON
Orfo vs Wegovy
Wegovy (Semaglutide)
- Higher efficacy (~15% vs 12%)
- Cardiovascular outcomes label
Semaglutide (peptide)
Orforglipron
- Can be taken any time (no empty stomach requirement)
- FDA national priority expedited review
- Oral pill — no injection
- Small molecule — easier manufacturing
Orforglipron (small molecule)
PRICING & RISKS
Pricing Strategy & Launch Risks
Pricing
- Novo has reduced pricing to drive access
- Expect first month offers ($149)
- Pill allows micro-dosing
Risks
- Compounding remains a threat
- Drugs going generic in India and Canada
- Insurance uptake uncertainty
MARKET SIZING
Population Segmentation
| Segment | US | WW | Comments | Source |
| Overweight | 80M | 1.5B | | WHO Fact Sheet; CDC/NHANES |
| Obese | 100M | 900M | | CDC Obesity Prevalence (NHANES) |
| Type 2 Diabetes | 40M | 500M | High overlap w/ overweight/obese | IDF Diabetes Atlas; ADA/CDC |
| Obstructive Sleep Apnea | 85M | 1B | High overlap w/ overweight/obese | AASM estimates; systematic reviews |
| GLP-experienced | 30M | 60M | | KFF / Axios health polls |
| Needle-phobic | 70M | 1.5B | Cuts across all segments | Alsbrooks 2022 |
| Lifestyle/cosmetic | 25M | 150M | Subgroup of overweight, cash pay | Gasoyan et al. 2020; CDC |
PENETRATION
Thinking About Penetration
- ⅓ of all US adults take a multivitamin
- >50% of American adults wear prescription eyeglasses
- Obesity drugs have network effects — people see results on others
- ~30% of US adults who try a GLP-1 cannot tolerate (GI symptoms, fatigue)
- Morgan Stanley estimates 11% global / 20% eligible US patients could be on obesity drugs*
- Market split: GLP-1 (Wegovy/Ozempic) · Duals (Zepbound/Mounjaro) · Oral incretins (Rybelsus/Orforglipron)
*Penetration estimates were made independently before reviewing the Morgan Stanley numbers.
Source: Reddit r/glp1
ESTIMATES
Peak Penetrations
| Segment | US | Pen. | EU5/JP | Pen. |
| Overweight | 80M | 5% | 100M | 2% |
| Obese | 100M | 10% | 80M | 5% |
| Needle-phobic* | 70M | 5% | 95M | 3% |
| Lifestyle/cosmetic* | 25M | 3% | 30M | 2% |
*Overlaps with overweight/obese segments
PEAK SALES
Total Market at Peak
$72B
US peak sales @ $4k/yr
Peak total market sales: ~$96B annually
SUPPLY
LLY Will Not Have Shortages
Stockpile
Assume LLY by launch has $1B worth of orfo stockpiled
Economics
COGS per patient $500, net price $3,500 → 85% gross margin for a small molecule
Implication
2M patient-years implied, or $7B of sales covered from day one
LIMITING FACTORS
Key Limiting Factors to Penetration
Payer Coverage
- Many insurers still exclude or restrict obesity drugs
- Medicare Part D coverage only recently expanded
- Prior authorization requirements slow uptake
- High list price creates affordability barriers without coverage
- Employers increasingly adding GLP-1 coverage, but not universal
Physician Willingness
- PCPs historically undertreated obesity — seen as lifestyle, not disease
- Limited training in obesity pharmacotherapy
- Prescribing momentum building but unevenly distributed
- Specialists (endocrinologists, cardiologists) more willing early adopters
- Oral formulation may lower prescribing hesitancy vs. injectables
LAUNCH CURVES
Historical Launch Curve Dataset
Sources
Built off various sources including Citeline
Year 1 Definition
Assume Year 1 is the first year of full sales (not partial launch year)
Inclusion Criteria
Only drugs that have >5 years of sales data are included in the dataset
LAUNCH CURVES
Historical Launch Curve Percentiles
LAUNCH CURVES
Launch Curve Percentiles — Data
| Percentile | Yr 1 | Yr 2 | Yr 3 | Yr 4 | Yr 5 |
| 10th | 1% | 6% | 13% | 18% | 27% |
| 25th | 2% | 14% | 26% | 36% | 44% |
| Median | 6% | 30% | 48% | 59% | 71% |
| 75th | 17% | 48% | 71% | 80% | 94% |
| 90th | 30% | 76% | 91% | 94% | 100% |
SCENARIO 1
Method 1: Bull Peak Sales, Median Launch
| Year | 2026 | 2027 | 2028 | 2029 | 2030 |
| % of peak | 6% | 30% | 48% | 59% | 71% |
| Sales | $6B | $29B | $46B | $57B | $68B |
Based on $96B bull-case peak sales with median historical launch trajectory
SCENARIO 2
Method 2: Consensus Peak, Top Quartile Launch
Visible Alpha consensus peak sales for Orforglipron across indications: $24B
| Year | 2026 | 2027 | 2028 | 2029 | 2030 |
| % of peak | 17% | 48% | 71% | 80% | 94% |
| Sales | $4B | $11B | $17B | $19B | $23B |
Note: Top decile is usually rare diseases / small launches — top quartile is more realistic for a blockbuster oral GLP-1.
NEXT STEPS
Further Directions
- Launch curve analysis should hone in on large companies launching blockbuster drugs (e.g. statins, antihypertensives) for more relevant comps
- Look at product launches of viral consumer products (e.g. iPhone, handbags) — obesity drugs have consumer-like demand dynamics
- Think more deeply about penetration and insurance — payer coverage trajectory will be a key swing factor for uptake
Thank You
DNTH Claseprubart · Orforglipron Launch Model
FEBRUARY 1, 2026