Artificial Intelligence in Andrology: From Semen Analysis to Image Diagnostics
Ramy Abou Ghayda
(1)
,
Rossella Cannarella
(2, 3)
,
Aldo E Calogero
(2)
,
Rupin Shah
(4)
,
Amarnath Rambhatla
(5)
,
Wael Zohdy
(6)
,
Parviz Kavoussi
(7)
,
Tomer Avidor-Reiss
(8)
,
Florence Boitrelle
(9, 10)
,
Taymour Mostafa
(6)
,
Ramadan Saleh
(11)
,
Tuncay Toprak
(12)
,
Ponco Birowo
(13)
,
Gianmaria Salvio
(14)
,
Gokhan Calik
(15)
,
Shinnosuke Kuroda
(3, 16)
,
Raneen Sawaid Kaiyal
(3)
,
Imad Ziouziou
(17)
,
Andrea Crafa
(2)
,
Nguyen Ho Vinh Phuoc
(18)
,
Giorgio I Russo
(2)
,
Damayanthi Durairajanayagam
(19)
,
Manaf Al-Hashimi
(20, 21)
,
Taha Abo-Almagd Abdel-Meguid Hamoda
(22, 23)
,
Germar-Michael Pinggera
(24)
,
Ricky Adriansjah
(25)
,
Israel Maldonado Rosas
,
Mohamed Arafa
(26, 27)
,
Eric Chung
(28)
,
Widi Atmoko
(13)
,
Lucia Rocco
(29)
,
Haocheng Lin
(30)
,
Eric Huyghe
(28)
,
Priyank Kothari
,
Jesus Fernando Solorzano Vazquez
,
Fotios Dimitriadis
(31)
,
Nicolas Garrido
,
Sheryl Homa
(32)
,
Marco Falcone
(33)
,
Marjan Sabbaghian
(34)
,
Hussein Kandil
,
Edmund Ko
(35)
,
Marlon Martinez
(36)
,
Quang Nguyen
(36, 37)
,
Ahmed M Harraz
(38)
,
Ege Can Serefoglu
(39)
,
Vilvapathy Senguttuvan Karthikeyan
,
Dung Mai Ba Tien
,
Sunil Jindal
,
Sava Micic
,
Marina Bellavia
,
Hamed Alali
,
Nazim Gherabi
,
Sheena Lewis
,
Hyun Jun Park
(40)
,
Mara Simopoulou
(41)
,
Hassan Sallam
(42)
,
Liliana Ramirez
,
Giovanni Colpi
,
Ashok Agarwal
(3)
1
Case Western Reserve University [Cleveland]
2 University of Catania [Italy]
3 Cleveland Clinic
4 Lilavati Hospital and Research Centre
5 Vattikuti Urology Institute
6 Cairo University
7 University of Texas Health Science Center at San Antonio [San Antonio, Tx, USA]
8 University of Toledo
9 CHI Poissy-Saint-Germain
10 BREED - Biologie de la Reproduction, Environnement, Epigénétique & Développement
11 Sohag University
12 Fatih University
13 Cipto Mangunkusumo Hospital [Jakarta]
14 UNIVPM - Università Politecnica delle Marche [Ancona]
15 Istanbul Medipol University
16 YCU - Yokohama City University
17 Université Ibn Zohr [Agadir]
18 University of Medicine Pham Ngoc Thach
19 UiTM - Universiti Teknologi MARA [Shah Alam]
20 Burjeel Hospital
21 Khalifa University
22 King Abdulaziz University
23 Minia University
24 IMU - Innsbruck Medical University = Medizinische Universität Innsbruck
25 UnPad - Universitas Padjadjaran
26 Hamad medical corporation
27 Weill Cornell Medicine [Qatar]
28 University of Queensland [Brisbane]
29 Università degli studi della Campania "Luigi Vanvitelli" = University of the Study of Campania Luigi Vanvitelli
30 Peking University [Beijing]
31 Aristotle University of Thessaloniki
32 University of Kent [Canterbury]
33 Molinette Hospital
34 Royan Institute for Reproductive Biomedicine [Tehran, Iran]
35 Loma Linda University
36 University of Santo Tomas [Manila, Philippines]
37 VNU - Vietnam National University [Hanoï]
38 Mansoura University [Egypt]
39 Biruni University
40 Pusan National University
41 NKUA - National and Kapodistrian University of Athens
42 Alexandria University [Alexandrie]
2 University of Catania [Italy]
3 Cleveland Clinic
4 Lilavati Hospital and Research Centre
5 Vattikuti Urology Institute
6 Cairo University
7 University of Texas Health Science Center at San Antonio [San Antonio, Tx, USA]
8 University of Toledo
9 CHI Poissy-Saint-Germain
10 BREED - Biologie de la Reproduction, Environnement, Epigénétique & Développement
11 Sohag University
12 Fatih University
13 Cipto Mangunkusumo Hospital [Jakarta]
14 UNIVPM - Università Politecnica delle Marche [Ancona]
15 Istanbul Medipol University
16 YCU - Yokohama City University
17 Université Ibn Zohr [Agadir]
18 University of Medicine Pham Ngoc Thach
19 UiTM - Universiti Teknologi MARA [Shah Alam]
20 Burjeel Hospital
21 Khalifa University
22 King Abdulaziz University
23 Minia University
24 IMU - Innsbruck Medical University = Medizinische Universität Innsbruck
25 UnPad - Universitas Padjadjaran
26 Hamad medical corporation
27 Weill Cornell Medicine [Qatar]
28 University of Queensland [Brisbane]
29 Università degli studi della Campania "Luigi Vanvitelli" = University of the Study of Campania Luigi Vanvitelli
30 Peking University [Beijing]
31 Aristotle University of Thessaloniki
32 University of Kent [Canterbury]
33 Molinette Hospital
34 Royan Institute for Reproductive Biomedicine [Tehran, Iran]
35 Loma Linda University
36 University of Santo Tomas [Manila, Philippines]
37 VNU - Vietnam National University [Hanoï]
38 Mansoura University [Egypt]
39 Biruni University
40 Pusan National University
41 NKUA - National and Kapodistrian University of Athens
42 Alexandria University [Alexandrie]
Ramy Abou Ghayda
- Function : Author
- PersonId : 820301
- ORCID : 0000-0002-5170-3983
Rossella Cannarella
- Function : Author
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- ORCID : 0000-0003-4599-8487
Aldo E Calogero
- Function : Author
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- ORCID : 0000-0001-6950-335X
Rupin Shah
- Function : Author
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- ORCID : 0000-0002-7868-5949
Amarnath Rambhatla
- Function : Author
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- ORCID : 0000-0002-1383-6670
Parviz Kavoussi
- Function : Author
- PersonId : 808487
- ORCID : 0000-0001-7390-5837
Tomer Avidor-Reiss
- Function : Author
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Florence Boitrelle
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Ponco Birowo
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Gianmaria Salvio
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Gokhan Calik
- Function : Author
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Shinnosuke Kuroda
- Function : Author
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Raneen Sawaid Kaiyal
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Imad Ziouziou
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Andrea Crafa
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Nguyen Ho Vinh Phuoc
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Giorgio I Russo
- Function : Author
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Damayanthi Durairajanayagam
- Function : Author
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- ORCID : 0000-0001-9049-0215
Manaf Al-Hashimi
- Function : Author
- PersonId : 1260611
- ORCID : 0000-0002-2458-179X
Taha Abo-Almagd Abdel-Meguid Hamoda
- Function : Author
- PersonId : 813431
- ORCID : 0000-0002-8070-4088
Germar-Michael Pinggera
- Function : Author
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Ricky Adriansjah
- Function : Author
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Israel Maldonado Rosas
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Mohamed Arafa
- Function : Author
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Eric Chung
- Function : Author
- PersonId : 799373
- ORCID : 0000-0003-3373-3668
Widi Atmoko
- Function : Author
- PersonId : 1253468
- ORCID : 0000-0002-7793-7083
Lucia Rocco
- Function : Author
- PersonId : 795307
- ORCID : 0000-0001-6250-4798
Haocheng Lin
- Function : Author
- PersonId : 1253462
- ORCID : 0000-0002-5333-6611
Eric Huyghe
- Function : Author
- PersonId : 770805
- ORCID : 0000-0003-0585-1026
- IdRef : 181655853
Priyank Kothari
- Function : Author
- PersonId : 1253467
- ORCID : 0000-0002-3940-952X
Jesus Fernando Solorzano Vazquez
- Function : Author
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- ORCID : 0000-0003-4354-8351
Fotios Dimitriadis
- Function : Author
- PersonId : 813421
- ORCID : 0000-0003-1198-9144
Nicolas Garrido
- Function : Author
- PersonId : 1183748
- ORCID : 0000-0001-8271-5218
Sheryl Homa
- Function : Author
- PersonId : 1260623
- ORCID : 0000-0001-5027-0066
Marjan Sabbaghian
- Function : Author
- PersonId : 808135
- ORCID : 0000-0001-9439-268X
Hussein Kandil
- Function : Author
- PersonId : 807967
- ORCID : 0000-0002-5549-3274
Marlon Martinez
- Function : Author
- PersonId : 807970
- ORCID : 0000-0002-1191-8154
Quang Nguyen
- Function : Author
- PersonId : 1183766
- ORCID : 0000-0002-1670-8885
Ahmed M Harraz
- Function : Author
- PersonId : 1183746
- ORCID : 0000-0002-8902-517X
Ege Can Serefoglu
- Function : Author
- PersonId : 1183765
- ORCID : 0000-0002-2530-7012
Vilvapathy Senguttuvan Karthikeyan
- Function : Author
- PersonId : 1253466
- ORCID : 0000-0002-0244-476X
Dung Mai Ba Tien
- Function : Author
- PersonId : 1266952
- ORCID : 0000-0001-8605-2968
Sunil Jindal
- Function : Author
- PersonId : 807972
- ORCID : 0000-0002-8088-8710
Sava Micic
- Function : Author
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- ORCID : 0000-0001-9037-3318
Marina Bellavia
- Function : Author
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- ORCID : 0000-0002-5858-5246
Hamed Alali
- Function : Author
- PersonId : 1266954
- ORCID : 0000-0003-4228-4358
Nazim Gherabi
- Function : Author
- PersonId : 1253463
- ORCID : 0000-0001-7364-047X
Sheena Lewis
- Function : Author
- PersonId : 1260612
- ORCID : 0000-0001-5665-1572
Hyun Jun Park
- Function : Author
- PersonId : 808134
- ORCID : 0000-0003-0566-9574
Mara Simopoulou
- Function : Author
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- ORCID : 0000-0002-1000-9100
Hassan Sallam
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- ORCID : 0000-0003-1308-6280
Liliana Ramirez
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- ORCID : 0000-0002-8596-0654
Giovanni Colpi
- Function : Author
- PersonId : 808489
- ORCID : 0000-0003-1431-1777
Abstract
Artificial intelligence (AI) in medicine has gained a lot of momentum in the last decades and has been applied to various fields of medicine. Advances in computer science, medical informatics, robotics, and the need for personalized medicine have facilitated the role of AI in modern healthcare. Similarly, as in other fields, AI applications, such as machine learning, artificial neural networks, and deep learning, have shown great potential in andrology and reproductive medicine. AI-based tools are poised to become valuable assets with abilities to support and aid in diagnosing and treating male infertility, and in improving the accuracy of patient care. These automated, AI-based predictions may offer consistency and efficiency in terms of time and cost in infertility research and clinical management. In andrology and reproductive medicine, AI has been used for objective sperm, oocyte, and embryo selection, prediction of surgical outcomes, cost-effective assessment, development of robotic surgery, and clinical decision-making systems. In the future, better integration and implementation of AI into medicine will undoubtedly lead to pioneering evidence-based breakthroughs and the reshaping of andrology and reproductive medicine.
Origin : Files produced by the author(s)