title: Fasting serum leptin levels in the analysis of body mass index cut-off values: are they useful for overweight screening in children and adolescents? A school population-based survey in three provinces of central Italy.
abstract: OBJECTIVE
  Body mass index (BMI) was determined in a population of school students from three provinces of central Italy. Fasting serum leptin concentrations were assayed in a large number of subjects from the same area, to determine their distribution as plotted against the standard deviation score (z-score) of BMI.
  
  
  METHODS
  Height and weight were recorded from 31170 subjects (16175 male and 14995 female), aged 3-18 y, to construct BMI charts of children and adolescents from central Italy. Percentiles and z-score were calculated using the LMS method of Cole. Serum leptin concentrations were assayed in 1929 subjects (996 male and 933 female) after overnight fasting.
  
  
  RESULTS
  BMI percentiles of central Italy were higher than those from standards of other European and USA populations. When plotted against the z-score of BMI, serum leptin values were distributed according to an exponential curve, showing a steep pattern and a wide distribution, as BMI values increased. The hypothesis of the existence of two subgroups, based on a different relation between leptin and BMI, was verified and a separation point between the two subgroups was identified using cluster analysis, discriminant analysis and a novel method developed by our group, hereafter referred to as 'regression clustering'. This method allows identification of the value of the independent variable (z-score of BMI) which can be taken as a separation point. This analysis provided the best results and indicated the following separation points: central Italy standard, z-score = 0.72 (76.4th percentile) for males and z-score = 0.69 (75.5th percentile) for females; French standard (the one suggested for a European population by the European Childhood Obesity Group, ECOG), z-score = 1.46 (92.8th percentile) for males and z-score = 1.96 (97.5th percentile) for females. Similar but variable results were obtained when the same analysis was performed on serum leptin concentration, subdivided according to pubertal development (stage I, stage II-III, stage IV-V).
  
  
  CONCLUSIONS
  Children and adolescents from central Italy had greater BMI percentiles when compared to other European populations. Fasting serum leptin concentrations showed a distribution pattern related to z-score, thus allowing to identification of two different subgroups. The z-scores of BMI, identified as separation points, indicated a trend to leptin production by adipocytes that could be taken as indicators of significant increases of fat mass. This study proposes criteria and a statistical approach that could be useful in the identification of BMI cut-off values when screening children and adolescents for overweight.
authors.affiliation: Clinica Pediatrica, Servizio Regionale di Diabetologia Pediatrica, Università di Perugia, Italy.
authors.forename: A
authors.initials: A
authors.lastname: Falorni
authors.forename: G
authors.initials: G
authors.lastname: Galmacci
authors.forename: V
authors.initials: V
authors.lastname: Bini
authors.forename: F
authors.initials: F
authors.lastname: Papi
authors.forename: D
authors.initials: D
authors.lastname: Molinari
authors.forename: G
authors.initials: G
authors.lastname: De Giorgi
authors.forename: F
authors.initials: F
authors.lastname: Faraoni
authors.forename: F
authors.initials: F
authors.lastname: Celi
authors.forename: G
authors.initials: G
authors.lastname: Di Stefano
authors.forename: M G
authors.initials: MG
authors.lastname: Berioli
authors.forename: G
authors.initials: G
authors.lastname: Contessa
authors.forename: M L
authors.initials: ML
authors.lastname: Bacosi
mesh_terms: D000293:Adolescent; D015992:Body Mass Index; D001835:Body Weight; D002648:Child; D002675:Child, Preschool; D016000:Cluster Analysis; D016002:Discriminant Analysis; D005060:Europe; D005215:Fasting; D005260:Female; D006801:Humans; D007558:Italy; D020738:Leptin; D008297:Male; D011506:Proteins / Q000032:analysis*; D012016:Reference Values; D012044:Regression Analysis
chemical_list: D020738:Leptin; D011506:Proteins