Subscribe to RSS
DOI: 10.1055/s-0034-1366517
A New Sonographic Weight Estimation Formula for Fetuses with Congenital Diaphragmatic Hernia
Eine neue Gewichtsschätzungsformel für Feten mit ZwerchfelldefektenPublication History
21 June 2013
15 April 2014
Publication Date:
13 June 2014 (online)
Abstract
Purpose: The accuracy of the sonographic weight estimation (WE) of fetuses with congenital diaphragmatic hernia (CDH) is significantly lower than that of fetuses without any malformations. The objective of this study was to develop and evaluate the first specific sonographic weight formula for fetuses with CDH.
Materials and Methods: In a retrospective, multicenter, cohort study, a statistical estimation technique known as “multivariable fractional polynomial regression” was applied to a group of 146 fetuses with CDH. Each fetus underwent an ultrasound examination with complete biometric parameters within 7 days of delivery. A new formula was derived using the obtained data and was then compared with other commonly used equations. The accuracy of the different formulas was compared using means of signed percentage errors (SPE), medians of absolute percentage errors (MAPE), and fractions of estimates within prespecified error bounds.
Results: The new derived formula is: EFW = 10^(4.6729 107 371 + 0.2365 011 768 * HC + 0.2228 897 682 * FL^2 – 0.0129 895 773 * FL^3 – 1.0470 039 072 * (FL * HC)^0.5 + 0.0004 314 661 * (AC * HC) – [in case of liver herniation] 0.0062 112 122), where EFW is the estimated fetal weight, HC is the head circumference, AC is the abdominal circumference, and FL is the femur length. The new formula proved to be superior to other established equations, showing both the lowest median absolute percentage error (MAE: 6.97) and mean signed percentage error (SPE: 0.40), and the best distribution of absolute percentage errors within prespecified error bounds.
Conclusion: This new formula significantly improves weight estimation in fetuses with CDH.
Zusammenfassung
Ziel: Die Genauigkeit der sonografischen Gewichtsschätzung (SG) bei Feten mit Zwerchfelldefekten (CDH) ist signifikant niedriger als bei Feten ohne Fehlbildungen. Ziel dieser Studie war die Entwicklung einer ersten spezifischen Gewichtsschätzungsformel für Feten mit CDH.
Material und Methoden: In dieser retrospektiven, multizentrischen, Kohortenstudie wurde in einem Kollektiv von 146 Feten das statistische Verfahren „multivariable fractional polynomial regression“ angewendet. Bei jedem Feten wurde innerhalb von 7 Tagen vor Entbindung eine komplette sonografische Biometrie durchgeführt. Mithilfe des statistischen Verfahrens wurde eine neue Formel entwickelt und mit anderen Modellen verglichen. Die Genauigkeit der verschiedenen Formeln wurde anhand folgender Parameter verglichen: mittlerer prozentualer Fehler (MPE), Median des absoluten Fehlers (MAPE) und Prozentsatz an Gewichtsschätzungen innerhalb von vorgegebenen Fehlergrenzen.
Ergebnisse: Folgende Formel wurde entwickelt: EFW = 10^(4,6729 107 371 + 0,2365 011 768 * HC + 0,2228 897 682 * FL^2 – 0,0129 895 773 * FL^3 – 1,0470 039 072 * (FL * HC)^0.5 + 0,0004 314 661 * (AC * HC) – [im Falle von Leber-Herniation] 0,0062 112 122), wobei EFW für Schätzgewicht steht, HC für Kopfumfang, AC für Abdomenumfang und FL für Femurlänge. Die neue Formel zeigte sowohl den signifikant niedrigsten MPE (0,40) und MAPE (6,97), als auch den höchsten Prozentsatz an Gewichtsschätzungen innerhalb vorgegebener Fehlergrenzen.
Schlussfolgerungen: Die neue Formel verbessert signifikant die Gewichtsschätzung bei Feten mit CDH.
-
References
- 1 Bedoyan JK, Blackwell SC, Treadwell MC et al. Congenital diaphragmatic hernia: associated anomalies and antenatal diagnosis. Outcome-related variables at two Detroit hospitals. Pediatr Surg Int 2004; 20: 170-176
- 2 Skari H, Bjornland K, Haugen G et al. Congenital diaphragmatic hernia: a meta-analysis of mortality factors. J Pediatr Surg 2000; 35: 1187-1197
- 3 Harrison MR, Bjordal RI, Langmark F et al. Congenital diaphragmatic hernia: the hidden mortality. J Pediatr Surg 1978; 13: 227-230
- 4 Lally KP, Lally PA, Van Meurs KP et al. Treatment evolution in high-risk congenital diaphragmatic hernia: ten years’ experience with diaphragmatic agenesis. Ann Surg 2006; 244: 505-513
- 5 Logan JW, Rice HE, Goldberg RN et al. Congenital diaphragmatic hernia: a systematic review and summary of best-evidence practice strategies. J Perinatol 2007; 27: 535-549
- 6 Stege G, Fenton A, Jaffray B. Nihilism in the 1990s: the true mortality of congenital diaphragmatic hernia. Pediatrics 2003; 112: 532-535
- 7 Colvin J, Bower C, Dickinson JE et al. Outcomes of congenital diaphragmatic hernia: a population-based study in Western Australia. Pediatrics 2005; 116: e356-363
- 8 Stevens TP, van Wijngaarden E, Ackerman KG et al. Timing of delivery and survival rates for infants with prenatal diagnoses of congenital diaphragmatic hernia. Pediatrics 2009; 123: 494-502
- 9 Stevens TP, Chess PR, McConnochie KM et al. Survival in early- and late-term infants with congenital diaphragmatic hernia treated with extracorporeal membrane oxygenation. Pediatrics 2002; 110: 590-596
- 10 Heiss KF, Clark RH. Prediction of mortality in neonates with congenital diaphragmatic hernia treated with extracorporeal membrane oxygenation. Crit Care Med 1995; 23: 1915-1919
- 11 Seetharamaiah R, Younger JG, Bartlett RH et al. Factors associated with survival in infants with congenital diaphragmatic hernia requiring extracorporeal membrane oxygenation: a report from the Congenital Diaphragmatic Hernia Study Group. J Pediatr Surg 2009; 44: 1315-1321
- 12 Faschingbauer F, Geipel A, Gembruch U et al. Sonographic weight estimation in fetuses with congenital diaphragmatic hernia. Ultraschall in Med 2012;
- 13 American College of Obstetricians and Gynecologists. ACOG Practice Bulletin No. 101: Ultrasonography in pregnancy. Obstet Gynecol 2009; 113: 451-461
- 14 Eichhorn KH, Schramm T, Bald R et al. DEGUM grade I quality standards in obstetric ultrasound diagnosis during the 19th–22nd week of pregnancy. Ultraschall in Med 2006; 27: 185-187
- 15 Merz E, Eichhorn KH, Hansmann M et al. Quality demands on continuing differential diagnostic sonography in prenatal diagnostics (DEGUM stage II) during the 18th to 22nd weeks of gestation. Ultraschall in Med 2002; 23: 11-12
- 16 Royston P, Altman D. Regression using fractional polynomials of continuous covariates. Appl Stat 1994; 3: 429-467
- 17 Benner A. mfp: Multivariable fractional polynomials. R News 2005; 5: 20-23
- 18 Hastie T, Tibshirani R, Friedman J et al. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. 2nd edn. New York: Springer; 2009
- 19 Snedecor GW, Cochran WG. Comparison of two correlated variances in paired samples. In: Snedecor GW, Cochran WG. Statistical Methods. Ames: Iowa State University Press; 1989: 192-193
- 20 Siemer J, Egger N, Hart N et al. Fetal weight estimation by ultrasound: comparison of 11 different formulae and examiners with differing skill levels. Ultraschall in Med 2008; 29: 159-164
- 21 Kurmanavicius J, Burkhardt T, Wisser J et al. Ultrasonographic fetal weight estimation: accuracy of formulas and accuracy of examiners by birth weight from 500 to 5000 g. J Perinat Med 2004; 32: 155-161
- 22 Rode ME, Jackson GM, Jenkins TM et al. Ultrasonographic measurement of the abdominal circumference in fetuses with congenital diaphragmatic hernia. Am J Obstet Gynecol 2002; 186: 321-324
- 23 Cannon C, Dildy GA, Ward R et al. A population-based study of congenital diaphragmatic hernia in Utah: 1988–1994. Obstet Gynecol 1996; 87: 959-963
- 24 Mallik K, Rodgers BM, McGahren ED. Congenital diaphragmatic hernia: experience in a single institution from 1978 through 1994. Ann Thorac Surg 1995; 60: 1331-1335 ; discussion 1335-1336
- 25 Azarow K, Messineo A, Pearl R et al. Congenital diaphragmatic hernia — a tale of two cities: the Toronto experience. J Pediatr Surg 1997; 32: 395-400
- 26 Davis PJ, Firmin RK, Manktelow B et al. Long-term outcome following extracorporeal membrane oxygenation for congenital diaphragmatic hernia: the UK experience. J Pediatr 2004; 144: 309-315
- 27 Hadlock FP, Harrist RB, Sharman RS et al. Estimation of fetal weight with the use of head, body, and femur measurements — a prospective study. Am J Obstet Gynecol 1985; 151: 333-337
- 28 Hadlock FP, Harrist RB, Carpenter RJ et al. Sonographic estimation of fetal weight. The value of femur length in addition to head and abdomen measurements. Radiology 1984; 150: 535-540
- 29 Schild RL, Sachs C, Fimmers R et al. Sex-specific fetal weight prediction by ultrasound. Ultrasound Obstet Gynecol 2004; 23: 30-35
- 30 Siemer J, Hilbert A, Hart N et al. Specific weight formula for fetuses with abdominal wall defects. Ultrasound Obstet Gynecol 2008; 31: 397-400
- 31 Warsof SL, Gohari P, Berkowitz RL et al. The estimation of fetal weight by computer-assisted analysis. Am J Obstet Gynecol 1977; 128: 881-892