Innovation trajectory of Software as a Medical Device: Evidence from the US FDA-approved products
Jiakan Yu1, Jiajie Zhang2, Shuto Miyashita1
1Department of Innovation Science, School of Environment and Society, Institute of Science Tokyo, Tokyo, Japan.
Digital Health
|July 2, 2026
Summary
Software as a Medical Device (SaMD) innovation is often stagnant, with most companies only achieving one approval. Larger enterprises and software companies show faster portfolio expansion, highlighting resource barriers for smaller firms.
Area of Science:
- Digital Health
- Health Informatics
- Medical Device Innovation
Background:
- Software as a Medical Device (SaMD) is a key area in digital health innovation.
- Understanding enterprise portfolio evolution in the regulated SaMD market is limited.
Purpose of the Study:
- Characterize SaMD innovation trajectories using enterprise-level portfolio data.
- Assess how enterprise characteristics influence these trajectories.
Main Methods:
- Analyzed 578 FDA-approved SaMD products from 289 enterprises (2012-2022) via OpenFDA.
- Employed a multi-state model to track innovation from initial approval to diversification.
- Utilized survival analysis (Kaplan-Meier, competing-risks, Cox regression) to examine enterprise size and industry effects.
Main Results:
- 67% of enterprises had only one FDA submission; innovation trajectories are largely stagnating.
- Median time to first portfolio expansion is 8.41 years; large enterprises expand significantly faster than micro enterprises.
- Focused expansion is five times more common than diversification; enterprise size is the dominant predictor of expansion.
Conclusions:
- SaMD innovation follows constrained trajectories, likely due to resource barriers for smaller enterprises.
- Innovation systems need to facilitate integration of complementary assets for sustainable growth.
- A shift towards coordinated, multi-domain ecosystems is crucial for SaMD innovation.
Related Concept Videos
Drug Products: Biologics, Biosimilars and Interchangeables
Biologics, derived from living sources such as humans, animals, or microorganisms, represent a significant category of pharmaceuticals. These complex molecules, developed through advanced biotechnological methods or purified from natural sources, include essential medical treatments like insulin and growth hormones. The complexity of biologics arises from their large molecular structures and the intricate processes required for their production, making them distinct from conventional...
FDA Approved Drugs: Changes to Approved Drugs
Post-approval, manufacturers may modify an approved new or generic drug product. Such modifications can encompass alterations in the Active Pharmaceutical Ingredient (API), manufacturing process, formulation, batch size, manufacturing site, and container closure system (FDA Guidance for Industry, April 2004). Often, a drug product may undergo multiple changes.These modifications require careful evaluation to determine their potential impact on the drug product's identity, strength, quality,...
Issues And Trends In Healthcare Delivery System
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Clinical Trials: Overview
Clinical development focuses on how the drug will interact with the human body and encompasses four key phases of clinical trials, each serving a specific purpose in assessing the safety and effectiveness of new drugs. These phases overlap and build upon one another. Phase I involves a small group of healthy volunteers (typically 20-80 individuals) or, in cases where significant toxicity is expected, patients with the targeted disease, such as cancer or AIDS. The volunteers are tested for...
Impact of Pharmacokinetic–Pharmacodynamic Models: Regulatory Decisions
PK–PD modeling has significantly influenced FDA regulatory decisions, particularly drug approval, dosage optimization, and labeling. These models integrate pharmacokinetics (PK) and pharmacodynamics (PD) to predict drug behavior and effects, aiding in optimizing dosing regimens and enhancing the probability of clinical trial success.One notable example is Nesiritide (Natrecor®), a recombinant human brain natriuretic peptide for treating acute decompensated congestive heart failure (CHF).
Drug Regulation
Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...

