Evidence map›Paper›PMID 42135951›Full record

ArticleBioinformatics (Oxford, England)2026

PEStimate: predicting offspring disease risk after polygenic embryo screening.

Liraz Klausner, Ateret Revital, Todd Lencz, Shai Carmi

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

  • Update of
    2025
5 · Who and what money

Authors and funding

4 authors.

Liraz KlausnerBraun School of Public Health and Community Medicine, The Hebrew University of Jerusalem, Jerusalem, 9112102, Israel.
Ateret RevitalBraun School of Public Health and Community Medicine, The Hebrew University of Jerusalem, Jerusalem, 9112102, Israel.
Todd LenczInstitute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY 11030, United States.ORCID 0000-0001-8586-338X
Shai CarmiBraun School of Public Health and Community Medicine, The Hebrew University of Jerusalem, Jerusalem, 9112102, Israel.ORCID 0000-0002-0188-2610

Funding

Polygenic Embryo Screening: Towards Informed Decision-MakingR01HG011711 · NHGRI · FEINSTEIN INSTITUTE FOR MEDICAL RESEARCH · PI CARMI, SHAI, LAZARO-MUNOZ, GABRIEL · 2021 to 2025
$6.2M
National Human Genome Research Institute of the National Institutes of Health R01HG011711NHGRI NIH HHS R01 HG011711NIH HHS
6 · The paper itself

Abstract

motivationPolygenic embryo screening (PES) is a new, controversial technology, whereby human in vitro fertilization embryos are screened for their genetic risk of complex, polygenic diseases. PES aims to reduce the disease burden in offspring by prioritizing the selection of low-risk embryos. However, given that polygenic diseases are usually late-onset, PES outcomes must be estimated by epidemiological modeling. The liability threshold model has been previously used to predict outcomes. However, predictions rely on complex sets of equations, some of which require numerical integration or simulation. Further, previous models failed to account for the possibility that the selected embryo will not be born.

resultsHere, we present PEStimate, a freely available online app for predicting PES outcomes when screening for a single disease. PEStimate predicts the offspring risk with and without PES, as well as generates plots of the risk reduction versus key parameters. Users can adjust the number of available embryos, the live birth rate, the disease prevalence, the accuracy of the genetic risk predictor, the embryo selection method, the genetic risk of parents, and the disease status of parents, siblings, uncles/aunts, and grandparents of the embryos. Our model includes, for the first time, the possibility of embryo implantation failure, showing that risk reductions have been previously overestimated. PEStimate provides geneticists, healthcare professionals, patients, and other stakeholders with a necessary tool for examining the impact of PES and weighing its potential benefits against possible personal and societal harms. AVAILABILITY AND IMPLEMENTATION: PEStimate: https://polygenicembryo.shinyapps.io/pestimate. Source code: https://github.com/Lirazk/PEStimate.

Indexed as

Genetic Predisposition to DiseaseGenetic TestingMultifactorial InheritancePreimplantation DiagnosisSoftwareFertilization in VitroGenetic Risk ScoreHumans

Identifiers

PMID42135951
PMCPMC13255997

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.