Gopal Kotecha
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

Claseprubart in MMN — The MOMENTUM Trial

Reading out in 2H26

MOMENTUM trial design
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.

Innate vs Adaptive Immunity
CORE CONCEPTS

The Complement Cascade

A chain of protein activations (Classical, Lectin, Alternative pathways) that tags pathogens for destruction. Classical pathway starts with C1s.

The Complement Cascade
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.

Neuronal Structure Nerve conduction study
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
Meet Steve
THE DISEASE

Steve's Symptoms Worsen

  • Continues to worsen → visits doctor
  • Primary care says "wait and watch"
  • Neurologist does nerve conduction studies
Steve's symptoms worsen
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.
Steve gets diagnosed
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

Steve was 40

Steve could still squat

Slowly worsened

THE DISEASE

Pathophysiology — Incompletely Understood

56–81%
Get conduction block
20–80%
Have anti-GM1 antibodies
Pathophysiology Diagnostic Criteria
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.
Steve on IVIG treatment
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

Complement cascade — DNTH-103 MoA
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.

MG-ADL efficacy data
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.

Safety data Meningitis risk data
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.

Vlam et al. 2015 complement data

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.

Complement cascade targets
COMPARATORS

DNTH Directly Compares With ARGX

Claseprubart vs empasiprubart: Lower IC50 by ½ an order of magnitude.
PD comparison claseprubart vs empasiprubart
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

QuestionAnswerValueWeightTotal
Does the drug do anything?Safe & efficacious; hits target in MG Ph2820%16%
How much do we know about the science?Animal models + multiple experiments on complement6.520%13%
How hard is the indication to trial in?Unknown, but placebo effect manageable (ARGX data)720%14%
How validated is the target/pathway?Successes & failures; biological reason to believe820%16%
Will management execute?Executing in MG, relevant pharma experience7.520%15%
74%

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?

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
Wegovy injection
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
CDC obesity prevalence map

Source: CDC

COMPARISON

Orfo vs Wegovy

Wegovy (Semaglutide)

  • Higher efficacy (~15% vs 12%)
  • Cardiovascular outcomes label
Semaglutide chemical structure

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 chemical structure

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

SegmentUSWWCommentsSource
Overweight80M1.5BWHO Fact Sheet; CDC/NHANES
Obese100M900MCDC Obesity Prevalence (NHANES)
Type 2 Diabetes40M500MHigh overlap w/ overweight/obeseIDF Diabetes Atlas; ADA/CDC
Obstructive Sleep Apnea85M1BHigh overlap w/ overweight/obeseAASM estimates; systematic reviews
GLP-experienced30M60MKFF / Axios health polls
Needle-phobic70M1.5BCuts across all segmentsAlsbrooks 2022
Lifestyle/cosmetic25M150MSubgroup of overweight, cash payGasoyan 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.

Reddit r/glp1 discussion

Source: Reddit r/glp1

ESTIMATES

Peak Penetrations

SegmentUSPen.EU5/JPPen.
Overweight80M5%100M2%
Obese100M10%80M5%
Needle-phobic*70M5%95M3%
Lifestyle/cosmetic*25M3%30M2%

*Overlaps with overweight/obese segments

PEAK SALES

Total Market at Peak

18M
US patients at peak
$72B
US peak sales @ $4k/yr
$24B
WW ex-US @ $2.5k/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

Historical launch curves
LAUNCH CURVES

Launch Curve Percentiles — Data

PercentileYr 1Yr 2Yr 3Yr 4Yr 5
10th1%6%13%18%27%
25th2%14%26%36%44%
Median6%30%48%59%71%
75th17%48%71%80%94%
90th30%76%91%94%100%
SCENARIO 1

Method 1: Bull Peak Sales, Median Launch

Year20262027202820292030
% of peak6%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

Year20262027202820292030
% of peak17%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