Evidence map›Paper›PMID 35535697›Full record

ArticleHuman reproduction (Oxford, England)2022

Actionable secondary findings following exome sequencing of 836 non-obstructive azoospermia cases and their value in patient management.

Laura Kasak, Kristiina Lillepea, Liina Nagirnaja, Kenneth I Aston, Peter N Schlegel, João Gonçalves, Filipa Carvalho, Daniel Moreno-Mendoza, Kristian Almstrup, Michael L Eisenberg and 7 more

Open access · greenAbstract read
In one paragraph

Article in Human reproduction (Oxford, England), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
7.2field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 1 synthesis or guideline pooled it, 20 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Article
  4. Human reproduction open · 2026
    Article
  5. Genes · 2025
    Review
  6. Review
  7. Review
  8. Article
  9. Article
  10. Article
  11. Article
  12. Review
  13. Review
  14. Undiagnosed RASopathies in infertile men.Frontiers in endocrinology · 2024
    Article
  15. Article
  16. Male infertility.Nature reviews. Disease primers · 2023
    Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

17 authors at 12 institutions in 7 countries.

Laura KasakDepartment of Biomedicine, Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia.ORCID 0000-0003-4182-2396
Kristiina LillepeaDepartment of Biomedicine, Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia.
Liina NagirnajaDivision of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR, USA.ORCID 0000-0003-1948-2495
Kenneth I AstonAndrology and IVF Laboratory, Department of Surgery (Urology), University of Utah School of Medicine, Salt Lake City, UT, USA.ORCID 0000-0001-6459-2103
Peter N SchlegelDepartment of Urology, Weill Cornell Medicine, New York, NY, USA.ORCID 0000-0002-7129-8137
João GonçalvesDepartamento de Genética Humana, Instituto Nacional de Saúde Dr. Ricardo Jorge, Lisboa, Portugal.
Filipa CarvalhoServiço de Genética, Departamento de Patologia, Faculdade de Medicina da Universidade do Porto, Porto, Portugal.
Daniel Moreno-MendozaAndrology Department, Fundació Puigvert, Universitat Autònoma de Barcelona, Instituto de Investigaciones Biomédicas Sant Pau (IIB-Sant Pau), Barcelona, Spain.
Kristian AlmstrupDepartment of Growth and Reproduction, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark.ORCID 0000-0002-1832-0307
Michael L EisenbergDepartment of Urology, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0000-0001-5482-0141
Keith A JarviDivision of Urology, Department of Surgery, Mount Sinai Hospital, University of Toronto, Toronto, ON, Canada.ORCID 0000-0001-6966-9114
Moira K O'BryanSchool of BioSciences and Bio21 Institute, Faculty of Science, The University of Melbourne, Parkville, Australia.ORCID 0000-0001-7298-4940
Alexandra M Lopesi3S-Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal.
Donald F ConradDivision of Genetics, Oregon National Primate Research Center, Oregon Health & Science University, Beaverton, OR, USA.ORCID 0000-0003-3828-8970
GEMINI Consortium
Margus PunabDepartment of Biomedicine, Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia.ORCID 0000-0001-9601-6311
Maris LaanDepartment of Biomedicine, Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia.ORCID 0000-0002-8519-243X
Oregon National Primate Research Center · USUniversidade do Porto · PTUniversity of Tartu · EECopenhagen University Hospital · DKCornell University · USMount Sinai Hospital · CANational Institute of Health Dr. Ricardo Jorge · PTStanford University · USTartu University Hospital · EEThe University of Melbourne · AUUniversity of Utah · USUniversitat Autònoma de Barcelona · ES

Funding

Project IIIP50HD096723 · NICHD · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Kyle Edwin Orwig · 2019 to 2026
$15.0M
GENOMICS OF SPERMATOGENIC IMPAIRMENTR01HD078641 · NICHD · WASHINGTON UNIVERSITY · PI Kenneth Ivan Aston, DONALD F. CONRAD · 2014 to 2026
$6.3M
NICHD NIH HHS P50 HD096723NICHD NIH HHS R01 HD078641
6 · The paper itself

Abstract

study questionWhat is the load, distribution and added clinical value of secondary findings (SFs) identified in exome sequencing (ES) of patients with non-obstructive azoospermia (NOA)? SUMMARY ANSWER: One in 28 NOA cases carried an identifiable, medically actionable SF. WHAT IS KNOWN ALREADY: In addition to molecular diagnostics, ES allows assessment of clinically actionable disease-related gene variants that are not connected to the patient's primary diagnosis, but the knowledge of which may allow the prevention, delay or amelioration of late-onset monogenic conditions. Data on SFs in specific clinical patient groups, including reproductive failure, are currently limited. STUDY DESIGN, SIZE, DURATION: The study group was a retrospective cohort of patients with NOA recruited in 10 clinics across six countries and formed in the framework of the international GEMINI (The GEnetics of Male INfertility Initiative) study. PARTICIPANTS/MATERIALS, SETTING,

methodsES data of 836 patients with NOA were exploited to analyze SFs in 85 genes recommended by the American College of Medical Genetics and Genomics (ACMG), Geisinger's MyCode, and Clinical Genome Resource. The identified 6374 exonic variants were annotated with ANNOVAR and filtered for allele frequency, retaining 1381 rare or novel missense and loss-of-function variants. After automatic assessment of pathogenicity with ClinVar and InterVar, 87 variants were manually curated. The final list of confident disease-causing SFs was communicated to the corresponding GEMINI centers. When patient consent had been given, available family health history and non-andrological medical data were retrospectively assessed. MAIN RESULTS AND THE ROLE OF CHANCE: We found a 3.6% total frequency of SFs, 3.3% from the 59 ACMG SF v2.0 genes. One in 70 patients carried SFs in genes linked to familial cancer syndromes, whereas 1 in 60 cases was predisposed to congenital heart disease or other cardiovascular conditions. Retrospective assessment confirmed clinico-molecular diagnoses in several cases. Notably, 37% (11/30) of patients with SFs carried variants in genes linked to male infertility in mice, suggesting that some SFs may have a co-contributing role in spermatogenic impairment. Further studies are needed to determine whether these observations represent chance findings or the profile of SFs in NOA patients is indeed different from the general population. LIMITATIONS, REASONS FOR CAUTION: One limitation of our cohort was the low proportion of non-Caucasian ethnicities (9%). Additionally, as comprehensive clinical data were not available retrospectively for all men with SFs, we were not able to confirm a clinico-molecular diagnosis and assess the penetrance of the specific variants. WIDER IMPLICATIONS OF THE

findingsFor the first time, this study analyzed medically actionable SFs in men with spermatogenic failure. With the evolving process to incorporate ES into routine andrology practice for molecular diagnostic purposes, additional assessment of SFs can inform about future significant health concerns for infertility patients. Timely detection of SFs and respective genetic counseling will broaden options for disease prevention and early treatment, as well as inform choices and opportunities regarding family planning. A notable fraction of SFs was detected in genes implicated in maintaining genome integrity, essential in both mitosis and meiosis. Thus, potential genetic pleiotropy may exist between certain adult-onset monogenic diseases and NOA. STUDY FUNDING/COMPETING INTEREST(S): This work was supported by the Estonian Research Council grants IUT34-12 and PRG1021 (M.L. and M.P.); National Institutes of Health of the United States of America grant R01HD078641 (D.F.C., K.I.A. and P.N.S.); National Institutes of Health of the United States of America grant P50HD096723 (D.F.C. and P.N.S.); National Health and Medical Research Council of Australia grant APP1120356 (M.K.O'B., D.F.C. and K.I.A.); Fundação para a Ciência e a Tecnologia (FCT)/Ministério da Ciência, Tecnologia e Inovação grant POCI-01-0145-FEDER-007274 (A.M.L., F.C. and J.G.) and FCT: IF/01262/2014 (A.M.L.). J.G. was partially funded by FCT/Ministério da Ciência, Tecnologia e Ensino Superior (MCTES), through the Centre for Toxicogenomics and Human Health-ToxOmics (grants UID/BIM/00009/2016 and UIDB/00009/2020). M.L.E. is a consultant for, and holds stock in, Roman, Sandstone, Dadi, Hannah, Underdog and has received funding from NIH/NICHD. Co-authors L.K., K.L., L.N., K.I.A., P.N.S., J.G., F.C., D.M.-M., K.A., K.A.J., M.K.O'B., A.M.L., D.F.C., M.P. and M.L. declare no conflict of interest. TRIAL REGISTRATION NUMBER: N/A.

Indexed as

AzoospermiaInfertility, MaleAnimalsExomeHumansMaleMiceRetrospective Studiesandrologyexome sequencingfamilial cancer syndromesgenetic counselingmale infertilitymedically actionable variantnon-obstructive azoospermiapatient managementsecondary findings

Identifiers

PMID35535697
PMCPMC9631463
OpenAlexW4226306349

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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.