{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,9]],"date-time":"2025-09-09T21:01:31Z","timestamp":1757451691129},"reference-count":47,"publisher":"Oxford University Press (OUP)","issue":"3","license":[{"start":{"date-parts":[[2020,6,1]],"date-time":"2020-06-01T00:00:00Z","timestamp":1590969600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"name":"GFI"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,8,21]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>The patient\u2019s response to an IVF stimulation protocol is highly variable and thus difficult to predict. When a cycle fails, there are often no apparent or obvious reasons to explain the failure. Having clues on what went wrong during stimulation could serve as a basis to improve and personalize the next protocol. This exploratory study aimed to investigate if it is possible to distinguish different failure causes or different follicular responses in a population of nonpregnant IVF patients. Using qRT-PCR, we analyzed a panel of genes indicative of different failure causes in patients who did not achieve pregnancy following an IVF cycle. For each patient, a pool of follicular cells from all aspirated follicles was used as a sample which gives a global picture of the patient\u2019s ovary and not a specific picture of each follicle. We performed hierarchical clustering analysis to split the patients according to the gene expression pattern. Hierarchical analysis showed that the population of nonpregnant IVF patients could be divided into three clusters. Gene expression was significantly different, and each cluster displayed a particular gene expression pattern. Follicular cells from patients in clusters 1, 2 and 3 displayed respectively a pattern of gene expression related to large incompetent follicles with a higher apoptosis (over matured), to follicles not ready to ovulate (under mature) and to an excess of inflammation with no visible symptoms. This study reinforces the idea that women often have different response to the same protocol and would benefit from more personalized treatments.<\/jats:p>","DOI":"10.1093\/biolre\/ioaa089","type":"journal-article","created":{"date-parts":[[2020,6,2]],"date-time":"2020-06-02T05:10:08Z","timestamp":1591074608000},"page":"599-607","source":"Crossref","is-referenced-by-count":2,"title":["Patients who failed to conceive following an in vitro fertilization cycle can be clustered into different failure causes using gene expression hierarchical analysis\u2020"],"prefix":"10.1093","volume":"103","author":[{"given":"Chlo\u00e9 S","family":"Fortin","sequence":"first","affiliation":[{"name":"Centre de Recherche en Reproduction, D\u00e9veloppement et Sant\u00e9 Interg\u00e9n\u00e9rationnelle (CRDSI), Universit\u00e9 Laval, Qu\u00e9bec, QC, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Scot","family":"Hamilton","sequence":"additional","affiliation":[{"name":"Reproductive Care Centre, Toronto, ON, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Martin","family":"Laforest","sequence":"additional","affiliation":[{"name":"PROCREA Cliniques, Qu\u00e9bec, QC, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marie-Claude","family":"L\u00e9veill\u00e9","sequence":"additional","affiliation":[{"name":"Ottawa Fertility Centre, Ottawa, ON, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marc-Andr\u00e9","family":"Sirard","sequence":"additional","affiliation":[{"name":"Centre de Recherche en Reproduction, D\u00e9veloppement et Sant\u00e9 Interg\u00e9n\u00e9rationnelle (CRDSI), Universit\u00e9 Laval, Qu\u00e9bec, QC, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2020,6,1]]},"reference":[{"key":"2020082123370345300_ref1","volume-title":"Public Health Agency of Canada\u2014Fertility","author":"Government of 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