EndoTwin-W

Investigational Research Software v1.0
Epigenuity LLC / R. Goyal
U.S. Provisional Patent App. No. 64/074,643

EndoTwin-W Research Platform

For Clinics v1.0 U.S. Provisional Patent App. No. 64/074,643
Select Clinical Use Case

Patient Assessment

Mid-secretory phase (days 19-23) optimal for PRS assessment

Serial Biomarker Sampling

Progesterone Resistance Score (PRS)

PRS Grade --
Decidualization
Inflammation

Circulating Biomarker Assessment

Condition Pathway Disruption Fingerprint

Predicted Gene Expression Changes (16 Target Genes)

GeneCategoryPredicted log2FCDirectionGap Detected

Clinical Summary Report

Advanced Analysis: |

Drug Interaction Analysis

Analyze receptor occupancy and pathway modifications from concurrent medications.

Monte Carlo Uncertainty Quantification

Propagate parameter uncertainty through the model to quantify output variability.

200

Sobol Sensitivity Analysis

Global variance-based sensitivity indices identifying key model parameters.

Spatial Graph Analysis

Spatial zone decomposition of endometrial tissue compartments and pathway scores.

IVF Cycle Optimization

Simulate follicular growth, predict oocyte yield, assess OHSS risk, and compare stimulation protocols using POSEIDON stratification.

Regulatory Status

EndoTwin-W is investigational software undergoing FDA regulatory evaluation.
EndoTwin-W is being evaluated through FDA's Pre-Submission (Q-Submission) program toward De Novo classification. It is not currently cleared or approved by FDA and is provided for research and validation use only.

Legal Basis

Section 3060(a) of the 21st Century Cures Act (Pub. L. 114-255, enacted December 13, 2016) amended Section 520 of the Federal Food, Drug, and Cosmetic Act (21 U.S.C. 360j) to add subsection (o), which excludes certain clinical decision support software from the definition of a "device" under Section 201(h) of the FD&C Act. Software meeting all four criteria of Section 520(o)(1)(E) is not a medical device and requires no FDA clearance, approval, or registration.

FDA guidance: "Changes to Existing Medical Software Policies Resulting from Section 3060 of the 21st Century Cures Act" (January 2026, superseding September 2022 version). Available at: FDA.gov Guidance Documents.

Background: Prior Internal CDS Assessment (Superseded — Now Undergoing FDA De Novo Evaluation)

# Statutory Criterion EndoTwin-W (prior internal assessment) Met?
1 Not intended to acquire, process, or analyze a medical image, a signal from an in vitro diagnostic device, or a pattern or signal from a signal acquisition system. EndoTwin-W accepts numerical laboratory values (glycodelin-A and CA-125 concentrations) manually entered from a standard blood draw report. It does not process medical images, raw IVD instrument signals, or signal acquisition patterns. Yes
2 Intended for the purpose of displaying, analyzing, or printing medical information about a patient or other medical information. EndoTwin-W analyzes and displays patient-specific medical information: Progesterone Resistance Score, pathway disruption profiles, predicted gene expression changes, biomarker assessment, and window-of-implantation timing predictions. Yes
3 Intended for the purpose of supporting or providing recommendations to a health care professional about prevention, diagnosis, or treatment of a disease or condition. EndoTwin-W provides recommendations to OB/GYN physicians regarding endometrial receptivity assessment, progesterone resistance classification, and condition-specific pathway disruptions as a research aid for studying endometrial receptivity. Yes
4 Intended for the purpose of enabling such health care professional to independently review the basis for such recommendations so that it is not the intent that the professional rely primarily on any of such recommendations to make a clinical decision regarding an individual patient. EndoTwin-W displays full mechanistic transparency: individual pathway disruption scores, per-gene predicted expression changes with fold-change magnitudes, underlying biomarker values, radar visualization of pathway contributions, and gap detection analysis. The clinician can independently evaluate the basis for every recommendation and is expected to exercise independent clinical judgment. Yes
Determination: EndoTwin-W is undergoing FDA regulatory evaluation through the Pre-Submission (Q-Submission) program toward De Novo classification. It is not currently cleared or approved by FDA. Pending that evaluation, EndoTwin-W is provided for research and validation use only and is not for clinical decision-making.

References: 21st Century Cures Act, Pub. L. 114-255, Section 3060(a) (2016); 21 U.S.C. 360j(o)(1)(E); FDA Guidance, "Changes to Existing Medical Software Policies Resulting from Section 3060 of the 21st Century Cures Act" (January 2026).

Investigational Research Software — Not for Clinical Use. EndoTwin-W is investigational software under FDA regulatory evaluation; it is not cleared or approved by FDA and is intended for research and validation use only, not clinical decision-making. Preliminary analyses across 531 samples from 13 independent transcriptomic datasets are under ongoing validation. Epigenuity LLC.