Use of artificial intelligence embryo selection based on static images to predict first-trimester pregnancy loss
被引:2
作者:
Chavez-Badiola, Alejandro
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Univ Kent, Sch Biosci, Canterbury, England
IVF 2 0 Ltd, London, England
New Hope Fertil Ctr, Guadalajara, Mexico
Conceivable Life Sci, New York, NY USAUniv Kent, Sch Biosci, Canterbury, England
Chavez-Badiola, Alejandro
[1
,2
,3
,4
]
Farias, Adolfo Flores-Saiffe
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Conceivable Life Sci, New York, NY USAUniv Kent, Sch Biosci, Canterbury, England
Farias, Adolfo Flores-Saiffe
[4
]
Mendizabal-Ruiz, Gerardo
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机构:
Conceivable Life Sci, New York, NY USA
Univ Guadalajara, Dept Ciencias Computac, Guadalajara, MexicoUniv Kent, Sch Biosci, Canterbury, England
Mendizabal-Ruiz, Gerardo
[4
,5
]
Silvestri, Giuseppe
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Univ Kent, Sch Biosci, Canterbury, England
Conceivable Life Sci, New York, NY USAUniv Kent, Sch Biosci, Canterbury, England
Research question: Can an artificial intelligence embryo selection assistant predict the incidence of first-trimester spontaneous abortion using static images of IVF embryos? Design: In a blind, retrospective study, a cohort of 172 blastocysts from IVF cases with single embryo transfer and a positive biochemical pregnancy test was ranked retrospectively by the artificial intelligence morphometric algorithm ERICA. Making use of static embryo images from a light microscope, each blastocyst was assigned to one of four possible groups (optimal, good, fair or poor), and linear regression was used to correlate the results with the presence or absence of a normal fetal heart beat as an indicator of ongoing pregnancy or spontaneous abortion, respectively. Additional analyses included modelling for recipient age and chromosomal status established by preimplantation genetic testing for aneuploidy (PGT-A). Results: Embryos classified as optimal/good had a lower incidence of spontaneous abortion (16.1%) compared with embryos classified as fair/poor (25%; OR = 0.46, P = 0.005). The incidence of spontaneous abortion in chromosomally normal embryos (determined by PGT-A) was 13.3% for optimal/good embryos and 20.0% for fair/poor embryos, although the difference was not significant (P = 0.531). There was a significant association between embryo rank and recipient age (P = 0.018), in that the incidence of spontaneous abortion was unexpectedly lower in older recipients (21.3% for age <= 35 years, 17.9% for age 36-38 years, 16.4% for age >= 39 years; OR = 0.354, P = 0.0181). Overall, these results support correlation between risk of
机构:
Indian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, IndiaIndian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, India
Ashary, Nancy
Tiwari, Abhishek
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Indian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, IndiaIndian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, India
Tiwari, Abhishek
Modi, Deepak
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Indian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, IndiaIndian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, India
机构:
Ben Gurion Univ Negev, Fac Hlth Sci, POB 151, IL-84101 Beer Sheva, IsraelSoroka Univ, Med Ctr, Recurrent Pregnancy Loss Clin, Maternal Fetal Med & Ultrasound, POB 151, IL-84101 Beer Sheva, Israel
Halper, Katherine Ida
Orvieto, Raoul
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机构:
Chaim Sheba Med Ctr, Dept Obstet & Gynecol, IL-52621 Ramat Gan, Israel
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, IsraelSoroka Univ, Med Ctr, Recurrent Pregnancy Loss Clin, Maternal Fetal Med & Ultrasound, POB 151, IL-84101 Beer Sheva, Israel
机构:
New Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, EnglandNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Chavez-Badiola, Alejandro
Flores-Saiffe-Farias, Adolfo
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New Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, EnglandNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Flores-Saiffe-Farias, Adolfo
Mendizabal-Ruiz, Gerardo
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机构:
Univ Guadalajara, Dept Computat Sci, Guadalajara, Jalisco, MexicoNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Mendizabal-Ruiz, Gerardo
Drakeley, Andrew J.
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h-index: 0
机构:
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, England
Liverpool Womens NHS Fdn Trust, Hewitt Fertil Ctr, Liverpool, Merseyside, EnglandNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Drakeley, Andrew J.
Cohen, Jacques
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h-index: 0
机构:
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, England
ART Inst Washington, Bethesda, MD USA
IVFqc, 1185 Sixth Ave, New York, NY USANew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
Dimitriadis, Irene
Zaninovic, Nikica
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Weill Cornell Med, Ronald O Perelman & Claudia Cohen Ctr Reprod Med, New York, NY USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
Zaninovic, Nikica
Chavez Badiola, Alejandro
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机构:
New Hope Fertil Ctr, Av Prado Norte 135, Mexico City, DF, Mexico
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, England
Univ Kent, Sch Biosci, Canterbury, Kent, EnglandHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
Chavez Badiola, Alejandro
Bormann, Charles L.
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
机构:
Indian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, IndiaIndian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, India
Ashary, Nancy
Tiwari, Abhishek
论文数: 0引用数: 0
h-index: 0
机构:
Indian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, IndiaIndian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, India
Tiwari, Abhishek
Modi, Deepak
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h-index: 0
机构:
Indian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, IndiaIndian Council Med Res, Natl Inst Res Reprod Hlth, Mol & Cellular Biol Lab, Bombay 400012, Maharashtra, India
机构:
Ben Gurion Univ Negev, Fac Hlth Sci, POB 151, IL-84101 Beer Sheva, IsraelSoroka Univ, Med Ctr, Recurrent Pregnancy Loss Clin, Maternal Fetal Med & Ultrasound, POB 151, IL-84101 Beer Sheva, Israel
Halper, Katherine Ida
Orvieto, Raoul
论文数: 0引用数: 0
h-index: 0
机构:
Chaim Sheba Med Ctr, Dept Obstet & Gynecol, IL-52621 Ramat Gan, Israel
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, IsraelSoroka Univ, Med Ctr, Recurrent Pregnancy Loss Clin, Maternal Fetal Med & Ultrasound, POB 151, IL-84101 Beer Sheva, Israel
机构:
New Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, EnglandNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Chavez-Badiola, Alejandro
Flores-Saiffe-Farias, Adolfo
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机构:
New Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, EnglandNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Flores-Saiffe-Farias, Adolfo
Mendizabal-Ruiz, Gerardo
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h-index: 0
机构:
Univ Guadalajara, Dept Computat Sci, Guadalajara, Jalisco, MexicoNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Mendizabal-Ruiz, Gerardo
Drakeley, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, England
Liverpool Womens NHS Fdn Trust, Hewitt Fertil Ctr, Liverpool, Merseyside, EnglandNew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
Drakeley, Andrew J.
Cohen, Jacques
论文数: 0引用数: 0
h-index: 0
机构:
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, England
ART Inst Washington, Bethesda, MD USA
IVFqc, 1185 Sixth Ave, New York, NY USANew Hope Fertil Ctr Mexico, Av Prado Norte 135, Mexico City 11000, DF, Mexico
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
Dimitriadis, Irene
Zaninovic, Nikica
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Ronald O Perelman & Claudia Cohen Ctr Reprod Med, New York, NY USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
Zaninovic, Nikica
Chavez Badiola, Alejandro
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h-index: 0
机构:
New Hope Fertil Ctr, Av Prado Norte 135, Mexico City, DF, Mexico
IVF 2 0 LTD, 1 Liverpool Rd, Maghull, Merseyside, England
Univ Kent, Sch Biosci, Canterbury, Kent, EnglandHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA
Chavez Badiola, Alejandro
Bormann, Charles L.
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h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USAHarvard Med Sch, Massachusetts Gen Hosp, Dept Obstet & Gynecol, Boston, MA 02115 USA