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He Z, Yang B, Tang Y, Wang X. Development and verification of machine learning model based on anogenital distance, penoscrotal distance, and 2D:4D finger ratio before puberty to predict hypospadias classification. Front Pediatr 2024; 12:1297642. [PMID: 38745832 PMCID: PMC11091291 DOI: 10.3389/fped.2024.1297642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 04/19/2024] [Indexed: 05/16/2024] Open
Abstract
Objectives To describe the anatomical abnormalities of hypospadias before puberty using current commonly used anthropometric index data and predict postoperative diagnostic classification. Methods Children with hypospadias before puberty who were initially treated at Sichuan Provincial People's Hospital from April 2021 to September 2022 were selected. We recorded their preoperative penoscrotal distance, anogenital distance, 2D:4D finger ratio, and postoperative hypospadias classification. The receiver operating character curve was used for univariate analysis of the diagnostic predictive value of each index for hypospadias classification in the training set. Binary logistic regression, random forest, and support vector machine models were constructed. In addition, we also prospectively collected data from October 2022 to September 2023 as a test set to verify the constructed machine learning models. Results This study included 389 cases, with 50 distal, 167 midshaft, and 172 proximal cases. In the validation set, the sensitivity of the binary LR, RF, and SVM was 17%, 17% and 0% for identifying the distal type, 61%, 55% and 64% for identifying the midshaft type, and 56%, 60% and 48% for identifying the proximal type, respectively. The sensitivity of the three-classification RF and SVM models was 17% and 17% for distal type, 64% and 73% for midshaft type, 60% and 60% for proximal type, respectively. In the Testing set, the sensitivity of the binary LR, RF and SVM was 6%, 0% and 0% for identifying the distal type, 64%, 55% and 66% for identifying the midshaft type, and 48%, 62% and 39% for identifying the proximal type, respectively. The sensitivity of the three-classification RF and SVM models was 12% and 0% for distal type, 57% and 77% for midshaft type, and 65% and 53% for proximal type, respectively. Compared with binary classification models, the sensitivity of the three-classification models for distal type was not improved. Conclusion Anogenital distance and penoscrotal distance have a favorable predictive value for midshaft and proximal hypospadias, among which AGD2, with higher test efficiency and stability, is recommended as the preferred anogenital distance indicator. The 2D:4D finger ratio (RadioL, RadioR) has little predictive value for hypospadias classification.
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Affiliation(s)
| | | | - Yunman Tang
- Department of Pediatric Surgery of Children’s Medical Center, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xuejun Wang
- Department of Pediatric Surgery of Children’s Medical Center, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
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Yang Y, Ruan X, Cheng J, Xu X, Mueck AO. Effects of different volumes of ovariectomy on fertility and offspring development of rats. Front Endocrinol (Lausanne) 2023; 14:1279610. [PMID: 38027202 PMCID: PMC10666792 DOI: 10.3389/fendo.2023.1279610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 10/11/2023] [Indexed: 12/01/2023] Open
Abstract
Objective The purpose of this study was to explore the effect of removal of different volumes of ovarian tissue on fertility and offspring development of SD rats. Methods SD rats were randomly divided into 6 groups according to different volumes of ovariectomy: Sham group (n=6), non-ovariectomized; 25%-OVX group (n=6), with half of the left ovary excised; 50%-OVX group (n=5), with the left ovary excised; 75%-OVX group (n=5), with the left ovary and half of the right ovary excised; 87.5%-OVX group (n=6), with the left ovary and three quarters of the right ovary excised; 100%-OVX group (n=6), with bilateral ovaries excised. These female rats (F0) were mated with healthy male rats one and four months after the surgery, and the offspring of F0 rats were named F11mon and F14mon, respectively. The number of days from mating to delivery and number of live cubs were recorded. At postnatal day 21 (P21), the body weight, length and anogenital distance (AGD) of the cubs were measured. Results There were no differences in the number of live cubs between 25%-OVX, 50%-OVX and sham groups. Rats in the 87.5%-OVX group did not give birth at 1 month and 4 months after the operation. When compared with the sham group, the body weight and length of F11mon at P21 were increased in 25%-OVX group and 50%-OVX group. However, after the second delivery, we controlled each mother's lactation to no more than eight pups. As a result, there were no differences in the body weight, length and AGD of F14mon compared with sham group. Conclusion Removal of less than 50% of the ovaries did not affect the fertility of rats and offspring development of rats.
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Affiliation(s)
- Yu Yang
- Department of Gynecological Endocrinology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, China
| | - Xiangyan Ruan
- Department of Gynecological Endocrinology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, China
- Department for Women’s Health, University Women’s Hospital and Research Center for Women’s Health, University of Tuebingen, Tuebingen, Germany
| | - Jiaojiao Cheng
- Department of Gynecological Endocrinology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, China
| | - Xin Xu
- Department of Gynecological Endocrinology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, China
| | - Alfred O. Mueck
- Department of Gynecological Endocrinology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, China
- Department for Women’s Health, University Women’s Hospital and Research Center for Women’s Health, University of Tuebingen, Tuebingen, Germany
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Taylor KW, Howdeshell KL, Bommarito PA, Sibrizzi CA, Blain RB, Magnuson K, Lemeris C, Tracy W, Baird DD, Jackson CL, Gaston SA, Rider CV, Walker VR, Rooney AA. Systematic evidence mapping informs a class-based approach to assessing personal care products and pubertal timing. ENVIRONMENT INTERNATIONAL 2023; 181:108307. [PMID: 37948866 DOI: 10.1016/j.envint.2023.108307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 10/24/2023] [Accepted: 11/03/2023] [Indexed: 11/12/2023]
Abstract
BACKGROUND Personal care products (PCPs) contain many different compounds and are a source of exposure to endocrine disrupting chemicals (EDCs), including phthalates and phenols. Early-life exposure to EDCs commonly found in PCPs has been linked to earlier onset of puberty. OBJECTIVE To characterize the human and animal evidence on the association between puberty-related outcomes and exposure to PCPs and their chemical constituents and, if there is sufficient evidence, identify groups of chemicals and outcomes to support a systematic review for a class-based hazard or risk assessment. METHODS We followed the OHAT systematic review framework to characterize the human and animal evidence on the association between puberty-related health outcomes and exposure to PCPs and their chemical constituents. RESULTS Ninety-eight human and 299 animal studies that evaluated a total of 96 different chemicals were identified and mapped by key concepts including chemical class, data stream, and puberty-related health outcome. Among these studies, phthalates and phenols were the most well-studied chemical classes. Most of the phthalate and phenol studies examined secondary sex characteristics and changes in estradiol and testosterone levels. Studies evaluating PCP use and other chemical classes (e.g., parabens) had less data. CONCLUSIONS This systematic evidence map identified and mapped the published research evaluating the association between exposure to PCPs and their chemical constituents and puberty-related health outcomes. The resulting interactive visualization allows researchers to make evidence-based decisions on the available research by enabling them to search, sort, and filter the literature base of puberty-related studies by key concepts. This map can be used by researchers and regulators to prioritize and target future research and funding to reduce uncertainties and address data gaps. It also provides information to inform a class-based hazard or risk assessment on the association between phthalate and phenol exposures and puberty-related health outcomes.
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Affiliation(s)
- Kyla W Taylor
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA.
| | - Kembra L Howdeshell
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Paige A Bommarito
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | | | | | | | | | | | - Donna D Baird
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Chandra L Jackson
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA; National Institute on Minority Health and Health Disparities, National Institutes of Health, Department of Health and Human Services, Bethesda, MD, USA
| | - Symielle A Gaston
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Cynthia V Rider
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Vickie R Walker
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Andrew A Rooney
- National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
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Morimoto S, Solís‐Lemus E, Jiménez‐Vivanco J, Castellanos‐Ruiz D, Díaz‐Díaz E, Mendoza‐Rodríguez CA. Maternal perinatal exposure to bisphenol S induces an estrogenic like effect in glucose homeostasis in male offspring. ENVIRONMENTAL TOXICOLOGY 2022; 37:2189-2200. [PMID: 35596937 PMCID: PMC9543293 DOI: 10.1002/tox.23585] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 04/28/2022] [Accepted: 05/06/2022] [Indexed: 05/27/2023]
Abstract
Bisphenol S (BPS) has been introduced into the industry as a safer alternative to bisphenol A (BPA). However, the recent studies have reported a possible association between BPS and disturbed glucose homeostasis, indicating that it may be a risk factor for type 1 and type 2 diabetes mellitus, obesity, and gestational diabetes mellitus. Nevertheless, the role of BPS in glucose metabolism remains controversial. In this study, we investigated the glucose metabolism of male Wistar rats born from dams that were BPS-exposed (groups: BPS-L (0.05 mg/kg/day), BPS-H (20 mg/kg/day)) during pregnancy and lactation. We observed that both BPS treated groups of animals presented a significant decrease in anogenital distance/weight1/3 , as compared to control animals, although no alterations in testosterone levels were observed. Furthermore, the BPS-L group presented a significant decrease in body weight from postnatal day (PND) 21 to adult stage. In addition, a significant increase in glucose tolerance, pancreatic β-cell proliferation, the frequency of small islets, and the average β-cell size at PND 36 was observed in this group. However, no changes in insulin serum levels and percentage of β-cells were recorded. Furthermore, these changes were not preserved at the adult stage (PND 120). The results suggest that the administration of low doses of BPS during the perinatal period induced an estrogenic like effect, with males apparently becoming more female-like in their responses to a glucose challenge.
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Affiliation(s)
- Sumiko Morimoto
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador ZubiránCiudad de MéxicoMexico
| | - Edgar Solís‐Lemus
- Facultad de Química, Departamento de Biología, Universidad Nacional Autónoma de MéxicoCiudad de MéxicoMexico
| | - Jesica Jiménez‐Vivanco
- Facultad de Química, Departamento de Biología, Universidad Nacional Autónoma de MéxicoCiudad de MéxicoMexico
| | - Dafne Castellanos‐Ruiz
- Facultad de Química, Departamento de Biología, Universidad Nacional Autónoma de MéxicoCiudad de MéxicoMexico
| | - Eulises Díaz‐Díaz
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador ZubiránCiudad de MéxicoMexico
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Kaimal A, Al Mansi MH, Dagher JB, Pope C, Varghese MG, Rudi TB, Almond AE, Cagle LA, Beyene HK, Bradford WT, Whisnant BB, Bougouma BDK, Rifai KJ, Chuang YJ, Campbell EJ, Mandal A, MohanKumar PS, MohanKumar SMJ. Prenatal exposure to bisphenols affects pregnancy outcomes and offspring development in rats. CHEMOSPHERE 2021; 276:130118. [PMID: 33714148 DOI: 10.1016/j.chemosphere.2021.130118] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 02/19/2021] [Accepted: 02/24/2021] [Indexed: 06/12/2023]
Abstract
The objective of this study was to evaluate the effects of gestational exposure to low doses of bisphenol A (BPA), bisphenol S (BPS), and bisphenol F (BPF) on pregnancy outcomes and offspring development. Pregnant Sprague-Dawley rats were orally dosed with vehicle, 5 μg/kg body weight (BW)/day of BPA, BPS and BPF, or 1 μg/kg BW/day of BPF on gestational days 6-21. Pregnancy and gestational outcomes, including number of abortions and stillbirths, were monitored. Male and female offspring were subjected to morphometry at birth, followed by pre- and post-weaning body weights, post-weaning food and water intakes, and adult organ weights. Ovarian follicular counts were also obtained from adult female offspring. We observed spontaneous abortions in over 80% of dams exposed to 5 μg/kg of BPF. BPA exposure increased Graafian follicles in female offspring, while BPS and BPF exposure decreased the number of corpora lutea, suggesting reduced ovulation rates. Moreover, BPA exposure increased male kidney and prostate gland weights, BPF decreased epididymal adipose tissue weights, and BPS had modest effects on male abdominal adipose tissue weights. Prenatal BPS exposure reduced anogenital distance (AGD) in male offspring, suggesting possible feminization, whereas both BPS and BPA induced oxidative stress in the testes. These results indicate that prenatal exposure to BPF affects pregnancy outcomes, BPS alters male AGD, and all three bisphenols alter certain organ weights in male offspring and ovarian function in female offspring. Altogether, it appears that prenatal exposure to BPA or its analogues can induce reproductive toxicity even at low doses.
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Affiliation(s)
- Amrita Kaimal
- Biomedical and Health Sciences Institute, Neuroscience Division, University of Georgia, Athens GA, USA
| | - Maryam H Al Mansi
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Josephine Bou Dagher
- Biomedical and Health Sciences Institute, Neuroscience Division, University of Georgia, Athens GA, USA
| | - Catherine Pope
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Marissa G Varghese
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Thomas B Rudi
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Ansley E Almond
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Loren A Cagle
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Hermela K Beyene
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - William T Bradford
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Benjamin B Whisnant
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Baobsom D K Bougouma
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Karim J Rifai
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Yen-Jun Chuang
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Elyssa J Campbell
- Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Abhyuday Mandal
- Department of Statistics, Franklin College of Arts and Sciences, University of Georgia, Athens, GA, USA
| | - Puliyur S MohanKumar
- Biomedical and Health Sciences Institute, Neuroscience Division, University of Georgia, Athens GA, USA; Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA
| | - Sheba M J MohanKumar
- Biomedical and Health Sciences Institute, Neuroscience Division, University of Georgia, Athens GA, USA; Department of Veterinary Biosciences and Diagnostic Imaging, College of Veterinary Medicine, USA.
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Androgens and the masculinization programming window: human-rodent differences. Biochem Soc Trans 2021; 48:1725-1735. [PMID: 32779695 PMCID: PMC7458408 DOI: 10.1042/bst20200200] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/13/2020] [Accepted: 07/16/2020] [Indexed: 01/08/2023]
Abstract
Human male reproductive disorders are common and may have a fetal origin - the testicular dysgenesis syndrome (TDS) hypothesis. In rats, experimentally induced TDS disorders result from disruption of fetal androgen production/action specifically in the masculinization programming window (MPW). MPW androgen action also programs longer anogenital distance (AGD) in male versus female rats; shorter male AGD is correlated with risk and severity of induced TDS disorders. AGD thus provides a lifelong, calibrated readout of MPW androgen exposure and predicts likelihood of reproductive dysfunction. Pregnant rat exposure to environmental chemicals, notably certain phthalates (e.g. diethyl hexl phthalate, DEHP; dibutyl phthalate, DBP), pesticides or paracetamol, can reduce fetal testis testosterone and AGD and induce TDS disorders, provided exposure includes the MPW. In humans, AGD is longer in males than females and the presumptive MPW is 8-14 weeks' gestation. Some, but not all, epidemiological studies of maternal DEHP (or pesticides) exposure reported shorter AGD in sons, but this occurred at DEHP exposure levels several thousand-fold lower than are effective in rats. In fetal human testis culture/xenografts, DEHP/DBP do not reduce testosterone production, whereas therapeutic paracetamol exposure does. In humans, androgen production in the MPW is controlled differently (human chorionic gonadotrophin-driven) than in rats (paracrine controlled), and other organs (placenta, liver, adrenals) contribute to MPW androgens, essential for normal masculinization, via the 'backdoor pathway'. Consequently, early placental dysfunction, which is affected by maternal lifestyle and diet, and maternal painkiller use, may be more important than environmental chemical exposures in the origin of TDS in humans.
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Prenatal Exposure to Cigarette Smoke and Anogenital Distance at 4 Years in the INMA-Asturias Cohort. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18094774. [PMID: 33947132 PMCID: PMC8124891 DOI: 10.3390/ijerph18094774] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 04/28/2021] [Accepted: 04/28/2021] [Indexed: 11/17/2022]
Abstract
Smoking by women is associated with adverse pregnancy outcomes such as spontaneous abortion, preterm delivery, low birth weight, infertility, and prolonged time to pregnancy. Anogenital distance (AGD) is a sensitive biomarker of prenatal androgen and antiandrogen exposure. We investigated the effect of smoking and passive smoke exposure during pregnancy on anogenital distance in offspring at 4 years in the INMA-Asturias cohort (Spain). Women were interviewed during pregnancy to collect information on tobacco consumption, and anogenital distance was measured in 381 children: Anoscrotal distance in boys and anofourchetal distance in girls. We also measured maternal urinary cotinine levels at 32 weeks of pregnancy. We constructed linear regression models to analyze the association between prenatal smoke exposure and anogenital distance and adjusted the models by relevant covariates. Reported prenatal smoke exposure was associated with statistically significant increased anogenital index (AGI), both at week 12 of pregnancy (β = 0.31, 95% confidence interval: 0.00, 0.63) and at week 32 of pregnancy (β = 0.31, 95% confidence interval: 0.00, 0.63) in male children, suggesting altered androgenic signaling.
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Aydin E, Holt R, Chaplin D, Hawkes R, Allison C, Hackett G, Austin T, Tsompanidis A, Gabis L, Ziv SI, Baron‐Cohen S. Fetal anogenital distance using ultrasound. Prenat Diagn 2019; 39:527-535. [PMID: 30980419 PMCID: PMC6618155 DOI: 10.1002/pd.5459] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 04/02/2019] [Accepted: 04/10/2019] [Indexed: 12/14/2022]
Abstract
OBJECTIVE This study measured anogenital distance (AGD) during late second/early third trimester of pregnancy to confirm previous findings that AGD can be measured noninvasively in the fetus using ultrasound and further showed differences in reference ranges between populations. METHOD Two hundred ten singleton pregnancies were recruited at the Rosie Hospital, Cambridge, UK. A 2D ultrasound was performed between 26 and 30 weeks of pregnancy. AGD was measured from the centre of the anus to the base of the scrotum in males and to the posterior convergence of the fourchette in females. RESULTS A significant difference in AGD between males and females (P < .0001) was found, replicating previous results with a significant correlation between estimated fetal weight (EFW) and AGD in males only (P = .006). A comparison of AGD using reference data from an Israeli sample (n = 118) and our UK sample (n = 208) showed a significant difference (P < .0001) in both males and females, after controlling for gestational age (GA). CONCLUSION Our results confirm that AGD measurement in utero using ultrasound is feasible. In addition, there are strong sex differences, consistent with previous suggestions that AGD is influenced by prenatal androgen exposure. AGD lengths differ between the UK and Israel; therefore, population-specific normative values may be required for accurate clinical assessments.
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Affiliation(s)
- Ezra Aydin
- Autism Research Centre, Department of PsychiatryUniversity of CambridgeCambridgeUK
| | - Rosemary Holt
- Autism Research Centre, Department of PsychiatryUniversity of CambridgeCambridgeUK
| | - Daren Chaplin
- The Rosie HospitalCambridge University Hospitals Foundation TrustCambridgeUK
| | - Rebecca Hawkes
- The Rosie HospitalCambridge University Hospitals Foundation TrustCambridgeUK
| | - Carrie Allison
- Autism Research Centre, Department of PsychiatryUniversity of CambridgeCambridgeUK
| | - Gerald Hackett
- The Rosie HospitalCambridge University Hospitals Foundation TrustCambridgeUK
| | - Topun Austin
- The Rosie HospitalCambridge University Hospitals Foundation TrustCambridgeUK
| | - Alex Tsompanidis
- Autism Research Centre, Department of PsychiatryUniversity of CambridgeCambridgeUK
| | - Lidia Gabis
- Child Development CentreSheba HospitalRamat GanIsrael
| | - Shimrit Ilana Ziv
- Autism Research Centre, Department of PsychiatryUniversity of CambridgeCambridgeUK
| | - Simon Baron‐Cohen
- Autism Research Centre, Department of PsychiatryUniversity of CambridgeCambridgeUK
- CLASS ClinicCambridgeshire and Peterborough Mental Health NHS Foundation TrustCambridgeUK
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