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Jeon S, Jang J, Chakraborty S, Kim SH, Oh S, Kim S, Moon JS, Chung JH, Baek SH. Prediction of Palatoplasty Timing for Infants With Cleft Lip and Palate Using Machine Learning Algorithm. J Craniofac Surg 2025:00001665-990000000-02385. [PMID: 39899803 DOI: 10.1097/scs.0000000000010536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 07/11/2024] [Indexed: 02/05/2025] Open
Abstract
This study aims to predict the timing of palatoplasty in infants with cleft lip and palate (CLP) using a machine learning (ML) algorithm. The study included 111 patients with nonsyndromic CLP. Patient subgroups were classified based on birth weight (criterion: -1 SD, low birth weight versus normal birth weight) and cheiloplasty timing (criterion: 5 mo, early cheiloplasty versus late cheiloplasty). Growth trajectories at T2 were compared using T0-weight z-scores between the birth weight subgroups. Changes in the z-scores of weight and height from T1 to T2 were compared between the cheiloplasty timing subgroups. After training the tree-based ML models using cleft type, age, height, and weight at T0, T1, and T2, the palatoplasty timing was predicted with cleft type, weight at T0, and age, height, and weight at T1. The low-birth weight subgroup showed significant catch-up growth during T0-T1 and T0-T2 (all P<0.0001), resulting in no significant difference from the normal birth weight subgroup at T2. Compared with the late cheiloplasty subgroup, the early cheiloplasty subgroup underwent palatoplasty earlier (13.1 versus 14.3 mo; P<0.0001) and showed higher growth rates of weight and height and a greater increase in weight z-scores from T1 to T2 (all P<0.001). The CatBoost algorithm, with a root mean square error of 1.6 months, accurately predicted the palatoplasty timing (mean: actual, 12.8±1.8 mo versus prediction, 12.8±1.0 mo). Use of ML-assisted prediction method may help clinicians decide the timing of personalized palatoplasty in infants with CLP.
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Affiliation(s)
- Sungmi Jeon
- Division of Pediatric Plastic Surgery, Seoul National University Children's Hospital, Seoul National University College of Medicine, Seoul
| | - Jiwoo Jang
- Division of Pediatric Plastic Surgery, Seoul National University Children's Hospital, Seoul National University College of Medicine, Seoul
| | | | | | | | - Sukwha Kim
- Department of Plastic Surgery, CHA Bundang Medical Center, Gyeonggi-do
- Medical Big Data Research Center, Seoul National University College of Medicine
| | - Jin Soo Moon
- Department of Pediatrics, Division of Pediatric Gastroenterology, Hepatology and Nutrition, Seoul National University College of Medicine, Seoul National University Children's Hospital
| | - Jee Hyeok Chung
- Division of Pediatric Plastic Surgery, Seoul National University Children's Hospital, Seoul National University College of Medicine, Seoul
| | - Seung-Hak Baek
- Department of Orthodontics, School of Dentistry, Seoul National University, Seoul, Republic of Korea
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Novakova M, Brysova A, Vokurkova J, Marcian P, Borak L, Koskova O. Impact of early cleft lip and palate surgery on maxillary growth in 5- and 10-Year-old patients with unilateral cleft lip and palate: a cross-sectional study. BMC Oral Health 2024; 24:1316. [PMID: 39472868 PMCID: PMC11523859 DOI: 10.1186/s12903-024-05067-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Accepted: 10/15/2024] [Indexed: 11/02/2024] Open
Abstract
OBJECTIVES This study evaluated maxillary growth and dental arch relationships at 5 and 10 years of age in patients with unilateral cleft lip and palate (UCLP) who underwent early cleft lip and palate surgery. METHODS 28 patients with UCLP who underwent cleft lip surgery in neonatal age and cleft palate surgery at average age of 7 months without orthodontic treatment (intervention group) were measured for intercanine and intermolar distances and for dental arch length. These measurements were compared with those of 30 healthy participants in a control group. Dental arch relationships in the intervention group were evaluated by 5-YO index at 5 years and the GOSLON Yardstick score at 10 years of patients' age. RESULTS Patients in the intervention group had significantly shorter mean intercanine distance and arch length than control patients at both 5 and 10 years of age (p<.001 for all). There were no significant differences in intermolar distance at both 5 (p = .945) and 10 years (p = .105) of patients' age. The average 5YO index increased from 2.46 to an average GOSLON 10-year score of 2.89 in intervention group. CONCLUSION Intercanine distance and dental arch length of patients with UCLP are significantly reduced at 5 and 10 years after early cleft lip and palate surgeries compared to the healthy population. Dental arch relationships at 5 and 10 years of patients with UCLP show comparable outcomes to those reported by other cleft centers. CLINICAL SIGNIFICANCE This study evaluates maxillary growth in UCLP patients 5 and 10 years of age who underwent early primary lip and palate surgery.
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Affiliation(s)
- Magda Novakova
- Clinic of Dentistry, St. Anne's University Hospital Brno, Pekarska 53, Brno, 656 91, Czech Republic
- Cleft Center of the University Hospital Brno, Brno, Czech Republic
| | - Alena Brysova
- Clinic of Dentistry, St. Anne's University Hospital Brno, Pekarska 53, Brno, 656 91, Czech Republic
- Faculty of Medicine, Department of Anatomy, Masaryk University, Kamenice 126/3, Brno, 625 00, Czech Republic
- Cleft Center of the University Hospital Brno, Brno, Czech Republic
| | - Jitka Vokurkova
- Department of Burns and Plastic Surgery, University Hospital Brno, Jihlavska 20, Brno, 62500, Czech Republic
- Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Cleft Center of the University Hospital Brno, Brno, Czech Republic
- Department of Pediatric Surgery, Orthopedics and Traumatology, University Hospital Brno, Cernopolni 9, Brno, 613 00, Czech Republic
| | - Petr Marcian
- Faculty of Mechanical Engineering, Institute of Solid Mechanics, Mechatronics and Biomechanics, Brno University of Technology, Technicka 2896/2, Brno, 616 69, Czech Republic
| | - Libor Borak
- Faculty of Mechanical Engineering, Institute of Solid Mechanics, Mechatronics and Biomechanics, Brno University of Technology, Technicka 2896/2, Brno, 616 69, Czech Republic
| | - Olga Koskova
- Department of Burns and Plastic Surgery, University Hospital Brno, Jihlavska 20, Brno, 62500, Czech Republic.
- Faculty of Medicine, Masaryk University, Brno, Czech Republic.
- Cleft Center of the University Hospital Brno, Brno, Czech Republic.
- Department of Pediatric Surgery, Orthopedics and Traumatology, University Hospital Brno, Cernopolni 9, Brno, 613 00, Czech Republic.
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Laager R, Gregoriano C, Hauser S, Koehler H, Schuetz P, Mueller B, Kutz A. Hospitalization Trends for Airway Infections and In-Hospital Complications in Cleft Lip and Palate. JAMA Netw Open 2024; 7:e2428077. [PMID: 39264632 PMCID: PMC11393727 DOI: 10.1001/jamanetworkopen.2024.28077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/13/2024] Open
Abstract
Importance Cleft lip or palate is a prevalent birth defect, occurring in approximately 1 to 2 per 1000 newborns and often necessitating numerous hospitalizations. Specific rates of hospitalization and complication are underexplored. Objective To assess the rates of airway infection-associated hospitalization, overall hospital admissions, in-hospital complications, and mortality among children with a cleft lip or palate. Design, Setting, and Participants This nationwide, population-based cohort study used in-hospital claims data from the Federal Statistical Office in Switzerland between 2012 and 2021. Participants included newborns with complete birth records born in a Swiss hospital. Data were analyzed from March to November 2023. Exposure Prevalent diagnosis of a cleft lip or palate at birth. Main Outcomes and Measures Outcomes of interest were monthly hospitalization rates for airway infections and any cause during the first 2 years of life in newborns with cleft lip or palate. In-hospital outcomes and mortality outcomes were also assessed, stratified by age and modality of surgical intervention. Results Of 857 806 newborns included, 1197 (0.1%) had a cleft lip and/or palate, including 170 (14.2%) with a cleft lip only, 493 (41.2%) with a cleft palate only, and 534 (44.6%) with cleft lip and palate. Newborns with cleft lip or palate were more likely to be male (55.8% vs 51.4%), with lower birth weight (mean [SD] weight, 3135.6 [650.8] g vs 3284.7 [560.7] g) and height (mean [SD] height, 48.6 [3.8] cm vs 49.3 [3.2] cm). During the 2-year follow-up, children with a cleft lip or palate showed higher incidence rate ratios (IRRs) for hospitalizations due to airway infections (IRR, 2.33 [95% CI, 1.98-2.73]) and for any reason (IRR, 3.72 [95% CI, 3.49-3.97]) compared with controls. Additionally, children with cleft lip or palate had a substantial increase in odds of mortality (odds ratio [OR], 17.97 [95% CI, 11.84-27.29]) and various complications, including the need for intubation (OR, 2.37 [95% CI, 1.95-2.87]), extracorporeal membrane oxygenation (OR, 2.89 [95% CI, 1.81-4.63]), cardiopulmonary resuscitation (OR, 3.25 [95% CI, 2.21-4.78]), and respiratory support (OR, 1.94 [95% CI, 1.64-2.29]). Conclusions and Relevance In this nationwide cohort study, the presence of cleft lip or palate was associated with increased hospitalization rates for respiratory infections and other causes, as well as poorer in-hospital outcomes and greater resource use.
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Affiliation(s)
- Rahel Laager
- Department of Internal Medicine, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
- Faculty of Medicine, University of Basel, Basel, Switzerland
| | - Claudia Gregoriano
- Department of Internal Medicine, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
| | - Stephanie Hauser
- Department of Internal Medicine, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
- Department of Pediatrics, Kantonsspital Graubünden, Chur, Switzerland
| | - Henrik Koehler
- Faculty of Medicine, University of Basel, Basel, Switzerland
- Department of Pediatrics, Kantonsspital Aarau, Aarau, Switzerland
| | - Philipp Schuetz
- Department of Internal Medicine, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
- Faculty of Medicine, University of Basel, Basel, Switzerland
- Department of Endocrinology and Diabetology, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
| | - Beat Mueller
- Faculty of Medicine, University of Basel, Basel, Switzerland
- Department of Endocrinology and Diabetology, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
| | - Alexander Kutz
- Department of Internal Medicine, Medical University Clinic, Kantonsspital Aarau, Aarau, Switzerland
- Faculty of Medicine, University of Basel, Basel, Switzerland
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
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Gabhane SS, Pande MS, Thosar NR, Yeluri R, Khubchandani M, Pankey N. Prosthetic Management of Congenital Palatal Defect in a Neonate: A Case Report on Obturator Efficacy. Cureus 2024; 16:e63708. [PMID: 39099894 PMCID: PMC11294489 DOI: 10.7759/cureus.63708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 07/02/2024] [Indexed: 08/06/2024] Open
Abstract
Neonates with cleft palate exhibit a malformed maxillary arch since birth. Newborns with various types of clefts exhibit multiple issues, primarily associated with their feeding habits. Feeding these children is crucial, as evidence indicates that newborns with this congenital deformity exhibit a slower growth rate compared to those without this condition. To mitigate these challenges, the conventional line of treatment for these children is obturator therapy to facilitate sucking or feeding followed by various surgical procedures. The following case report describes a 2-day-old girl, who reported with her parents to the Department of Pediatric Dentistry, to seek treatment for congenital cleft present in her palate as it was interfering with her feeding habits. A feeding appliance was made with a direct technique to help the parents improve feeding habits. It also regulates milk flow by sealing the area separating the oral and nasal cavities. This feeding appliance is placed over the child's hard palate, creating a contact point that facilitates milk expression from the mother's mammary gland and making it easier for the neonate to compress the nipple. It shortens the time needed for feeding, eases feeding, and lessens nasal regurgitation.
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Affiliation(s)
- Swamini S Gabhane
- Pediatric and Preventive Dentistry, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Meenal S Pande
- Pediatric and Preventive Dentistry, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Nilima R Thosar
- Pediatric and Preventive Dentistry, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Ramakrishna Yeluri
- Pediatric and Preventive Dentistry, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Monika Khubchandani
- Pediatric and Preventive Dentistry, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Neha Pankey
- Pediatric and Preventive Dentistry, Datta Meghe Institute of Higher Education and Research, Wardha, IND
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Shay A, Gaffey M, Roe R, Robbins A, Zaniletti I, Johnson A, Hartzell L. Is There Utility in Preoperative Testing of Hemoglobin Before Primary Cheiloplasty? Cleft Palate Craniofac J 2024:10556656241239510. [PMID: 38490220 DOI: 10.1177/10556656241239510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2024] Open
Abstract
OBJECTIVE To examine whether a preoperative hemoglobin of less than 10 g/dL is associated with a higher rate of perioperative complications. DESIGN Retrospective review. SETTING Tertiary academic hospital at Arkansas Children's Hospital of Little Rock, Arkansas. PATIENTS A retrospective chart review evaluated patients undergoing primary cleft lip surgery from 2012 to 2017. INTERVENTIONS No prospective intervention was performed for this study care. MAIN OUTCOME MEASURES Age, sex, medical history, weight, and perioperative complications. Hemoglobin level was collected in the preoperative area. The primary outcome was rate of perioperative complications including infection, dehiscence, return to the operating room, unplanned admission, and emergency department visit within two weeks postoperatively. RESULTS 105 patients undergoing primary cheiloplasty met inclusion criteria. Hemoglobin levels were obtained on all patients. 93.3% (n = 98) of patients had a hemoglobin of >10 g/dL before surgery, and 6.6% (n = 7) had levels <10 g/dL. 1 of 7 patients with a hemoglobin of <10 g/dL experienced a postoperative complication (Tet spell) and one patient with a hemoglobin of >10 g/dL experienced a postoperative complication (unplanned intensive care admission for respiratory distress). CONCLUSIONS Post-operative complications are rare after primary cheiloplasty in patients with low or normal hemoglobin levels. The results of this study show that a preoperative hemoglobin of <10 g/dL does not predict perioperative complications in patients undergoing primary cheiloplasty.
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Affiliation(s)
- Aryan Shay
- Department of Otolaryngology-Head and Neck Surgery, University of Arkansas for Medical Sciences, Arkansas Children's Hospital, Little Rock, AR, USA
| | - Megan Gaffey
- Langone Department of Otolaryngology-Head and Neck Surgery, New York University, New York City, NY, USA
| | - Roger Roe
- University of Arkansas for Medical Sciences College of Medicine, Little Rock, AR, USA
| | - Alexa Robbins
- Emory Department of Otolaryngology-Head and Neck Surgery, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Adam Johnson
- Department of Otolaryngology-Head and Neck Surgery, University of Arkansas for Medical Sciences, Arkansas Children's Hospital, Little Rock, AR, USA
| | - Larry Hartzell
- Department of Otolaryngology-Head and Neck Surgery, University of Arkansas for Medical Sciences, Arkansas Children's Hospital, Little Rock, AR, USA
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Destrez A, Colin E, Testelin S, Devauchelle B, Dakpé S, Naudot M. Evaluation of a Granular Bone Substitute for Bone Regeneration Using an Optimized In Vivo Alveolar Cleft Model. Bioengineering (Basel) 2023; 10:1035. [PMID: 37760137 PMCID: PMC10525109 DOI: 10.3390/bioengineering10091035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 08/24/2023] [Accepted: 08/29/2023] [Indexed: 09/29/2023] Open
Abstract
Alveolar cleft is a common congenital deformity that requires surgical intervention, notably using autologous bone grafts in young children. Bone substitutes, in combination with mesenchymal stem cells (MSCs), have shown promise in the repair of these defects. This study aimed to evaluate the regenerative capabilities of a granular bone substitute using an optimized alveolar cleft model. Thirty-six rats underwent a surgical procedure for the creation of a defect filled with a fragment of silicone. After 5 weeks, the silicone was removed and the biomaterial, with or without Wharton's jelly MSCs, was put into the defect, except for the control group. The rats underwent μCT scans immediately and after 4 and 8 weeks. Analyses showed a statistically significant improvement in bone regeneration in the two treatment groups compared with control at weeks 4 and 8, both for bone volume (94.64% ± 10.71% and 91.33% ± 13.30%, vs. 76.09% ± 7.99%) and mineral density (96.13% ± 24.19% and 93.01% ± 27.04%, vs. 51.64% ± 16.51%), but without having fully healed. This study validates our optimized alveolar cleft model in rats, but further work is needed to allow for the use of this granular bone substitute in the treatment of bone defects.
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Affiliation(s)
- Alban Destrez
- UR 7516 CHIMERE, University of Picardie Jules Verne, Chemin du Thil, CS 52501, 80025 Amiens, France; (A.D.); (S.T.); (B.D.); (S.D.); (M.N.)
- Maxillofacial Surgery Department, Amiens University Hospital, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
| | - Emilien Colin
- UR 7516 CHIMERE, University of Picardie Jules Verne, Chemin du Thil, CS 52501, 80025 Amiens, France; (A.D.); (S.T.); (B.D.); (S.D.); (M.N.)
- Maxillofacial Surgery Department, Amiens University Hospital, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
- Institut Faire Faces, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
| | - Sylvie Testelin
- UR 7516 CHIMERE, University of Picardie Jules Verne, Chemin du Thil, CS 52501, 80025 Amiens, France; (A.D.); (S.T.); (B.D.); (S.D.); (M.N.)
- Maxillofacial Surgery Department, Amiens University Hospital, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
- Institut Faire Faces, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
| | - Bernard Devauchelle
- UR 7516 CHIMERE, University of Picardie Jules Verne, Chemin du Thil, CS 52501, 80025 Amiens, France; (A.D.); (S.T.); (B.D.); (S.D.); (M.N.)
- Maxillofacial Surgery Department, Amiens University Hospital, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
- Institut Faire Faces, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
| | - Stéphanie Dakpé
- UR 7516 CHIMERE, University of Picardie Jules Verne, Chemin du Thil, CS 52501, 80025 Amiens, France; (A.D.); (S.T.); (B.D.); (S.D.); (M.N.)
- Maxillofacial Surgery Department, Amiens University Hospital, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
- Institut Faire Faces, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
| | - Marie Naudot
- UR 7516 CHIMERE, University of Picardie Jules Verne, Chemin du Thil, CS 52501, 80025 Amiens, France; (A.D.); (S.T.); (B.D.); (S.D.); (M.N.)
- Institut Faire Faces, Rond-point du Pr Christian Cabrol, 80054 Amiens, France
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