Development and validation of nomogram for prediction of low birth weight: a large-scale cross-sectional study in northwest China

References

• WHO, UNICEF. Low birth weight: country, regional and global estimates. Geneva: World Health Organization; 2004.
   Google Scholar
• WHO. Neonatal and perinatal mortality: country, regional and global estimates. Geneva: World Health Organization; 2006.
   Google Scholar
• Hultman CM, Torrång A, Tuvblad C, et al. Birth weight and attention-deficit/hyperactivity symptoms in childhood and early adolescence: a prospective Swedish twin study. J Am Acad Child Adolesc Psychiatry. 2007;46(3):370–377.
   PubMed Web of Science ®Google Scholar
• Ezugwu E, Onah H, Ezugwu F, et al. O282 Low birth weight babies at a tertiary hospital in Enugu, South East Nigeria. Int J Gynecol Obstet. 2009;107(107):S173–S173.
   Google Scholar
• Gebregzabiherher Y, Haftu A, Weldemariam S, et al. The prevalence and risk factors for low birth weight among term newborns in Adwa General Hospital, Northern Ethiopia. Obstet Gynecol Int. 2017;2017:2149156.
   PubMed Web of Science ®Google Scholar
• Chibwesha CJ, Zanolini A, Smid M, et al. Predictors and outcomes of low birth weight in Lusaka, Zambia. Int J Gynecol Obstet. 2016;134(3):309–314.
   PubMed Web of Science ®Google Scholar
• Coutinho PR, Cecatti JG, Surita FG, et al. Perinatal outcomes associated with low birth weight in a historical cohort. Reprod Health. 2011;8(1):1–6.
   PubMedGoogle Scholar
• Negandhi PH, Negandhi HN, Zodpey SP, et al. Risk factors for low birth weight in an Indian urban setting: a nested case control study. Asia Pac J Public Health. 2014;26(5):461–469.
   PubMed Web of Science ®Google Scholar
• Ghahfarokhi SG, Sadeghifar J, Mozafari M. A model to predict low birth weight infants and affecting factors using data mining techniques. J Basic Res Med Sci. 2018;5(3):2383.
   Google Scholar
• Chiarotti F, Castignani A, Puopolo M, et al. Effects of socio-environmental factors on neurocognitive performance in premature or low-birth weight preschoolers. Annali Dell'Istituto Superiore di Sanità. 2001;37(4):553–559.
   PubMedGoogle Scholar
• Demelash H, Motbainor A, Nigatu D, et al. Risk factors for low birth weight in Bale zone hospitals, South-East Ethiopia: a case–control study. BMC Pregnancy Childbirth. 2015;15(1):1–10.
   PubMedGoogle Scholar
• Hack M, Flannery DJ, Schluchter M, et al. Outcomes in young adulthood for very-low-birth-weight infants. N Engl J Med. 2002;346(3):149–157.
   PubMed Web of Science ®Google Scholar
• Bhutta AT, Cleves MA, Casey PH, et al. Cognitive and behavioral outcomes of school-aged children who were born preterm: a meta-analysis. JAMA. 2002;288(6):728–737.
   PubMed Web of Science ®Google Scholar
• Pei L, Kang Y, Zhao Y, et al. Changes in socioeconomic inequality of low birth weight and Macrosomia in Shaanxi Province of Northwest China, 2010–2013: a cross-sectional study. Medicine (Baltimore). 2016;95(5):e2471.
   PubMed Web of Science ®Google Scholar
• Lei F, Liu D, Shen Y, et al. Study on the influence of pregnancy-induced hypertension on neonatal birth weight. J Investig Med. 2018;66(6):1008–1014.
   PubMed Web of Science ®Google Scholar
• Sauerbrei W, Royston P, Binder H. Selection of important variables and determination of functional form for continuous predictors in multivariable model building. Statist Med. 2007;26(30):5512–5528.
   PubMed Web of Science ®Google Scholar
• Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw. 2010;33(1):1–22.
   PubMed Web of Science ®Google Scholar
• Kidd AC, McGettrick M, Tsim S, et al. Survival prediction in mesothelioma using a scalable Lasso regression model: instructions for use and initial performance using clinical predictors. BMJ Open Resp Res. 2018;5(1):e000240.
   PubMed Web of Science ®Google Scholar
• Balachandran VP, Gonen M, Smith JJ, et al. Nomograms in oncology: more than meets the eye. Lancet Oncol. 2015;16(4):e173–e180.
   PubMed Web of Science ®Google Scholar
• Wang H, Le Zhang ZL, Wang X, et al. Predicting medication nonadherence risk in a Chinese inflammatory rheumatic disease population: development and assessment of a new predictive nomogram. Patient Prefer Adherence. 2018;12:1757–1765.
   PubMed Web of Science ®Google Scholar
• Kramer AA, Zimmerman JE. Assessing the calibration of mortality benchmarks in critical care: The Hosmer-Lemeshow test revisited. Critical Care Med. 2007;35(9):2052–2056.
   PubMed Web of Science ®Google Scholar
• Pencina MJ, D'Agostino RB. Evaluating discrimination of risk prediction models: the C statistic. Jama. 2015;314(10):1063–1064.
   PubMed Web of Science ®Google Scholar
• Pencina MJ, D'Agostino RB. Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Stat Med. 2004;23(13):2109–2123.
   PubMed Web of Science ®Google Scholar
• Huang YQ, Liang CH, He L, et al. Development and validation of a radiomics nomogram for preoperative prediction of lymph node metastasis in colorectal cancer. J Clin Oncol. 2016;34(18):2157–2164.
   PubMed Web of Science ®Google Scholar
• Vickers AJ, Cronin AM, Elkin EB, et al. Extensions to decision curve analysis, a novel method for evaluating diagnostic tests, prediction models and molecular markers. BMC Medical Informatics Decision Making. 2008;8(1):1–17.
   PubMedGoogle Scholar
• Gage TB, Fang F, O'Neill E, et al. Maternal education, birth weight, and infant mortality in the United States. Demography. 2013;50(2):615–635.
   PubMed Web of Science ®Google Scholar
• Lawn JE, Mwansa-Kambafwile J, Horta BL, et al. Kangaroo mother care’ to prevent neonatal deaths due to preterm birth complications. Int J Epidemiol. 2010;39(Supplement 1):i144–i154.
   PubMedGoogle Scholar
• Halileh S, Abu-Rmeileh N, Watt G, et al. Determinants of birthweight: gender based analysis. Matern Child Health J. 2008;12(5):606–612.
   PubMed Web of Science ®Google Scholar
• Liu Q, Yang H, Sun X, et al. Risk factors and complications of small for gestational age. Pak J Med Sci. 2019;35(5):1199.
   PubMed Web of Science ®Google Scholar
• Sema A, Tesfaye F, Belay Y, et al. Associated factors with low birth weight in Dire Dawa City, Eastern Ethiopia: a cross-sectional study. Biomed Res Int. 2019;2019:2965094.
   PubMed Web of Science ®Google Scholar
• Rahman LA, Hairi NN, Salleh N. Association between pregnancy induced hypertension and low birth weight; a population based case-control study. Asia Pac J Public Health. 2008;20(2):152–158.
   PubMed Web of Science ®Google Scholar
• da Silva Lopes K, Ota E, Shakya P, et al. Effects of nutrition interventions during pregnancy on low birth weight: an overview of systematic reviews. BMJ Glob Health. 2017;2(3):e000389.
   PubMedGoogle Scholar
• Mohsin M, Wong F, Bauman A, et al. Maternal and neonatal factors influencing premature birth and low birth weight in Australia. J Biosoc Sci. 2003;35(2):161–174.
   PubMed Web of Science ®Google Scholar
• Hou L, Wang X, Li G, et al. Cross sectional study in China: fetal gender has adverse perinatal outcomes in mainland China. BMC Pregnancy Childbirth. 2014;14(1):1–8.
   PubMedGoogle Scholar
• Pinzón-Rondón ÁM, Gutiérrez-Pinzon V, Madriñan-Navia H, et al. Low birth weight and prenatal care in Colombia: a cross-sectional study. BMC Pregnancy Childbirth. 2015;15(1):118–117.
   PubMedGoogle Scholar
• Islam MM, Ababneh F, Akter T, et al. Prevalence and risk factors for low birth weight in Jordan and its association with under-five mortality: a population-based analysis. East Mediterr Health J. 2020;26(10):1273–1284.
   PubMed Web of Science ®Google Scholar
• Ratnasiri AW, Parry SS, Arief VN, et al. Recent trends, risk factors, and disparities in low birth weight in California, 2005–2014: a retrospective study. Maternal Health, Neonatology Perinatology. 2018;4(1):1–13.
   PubMedGoogle Scholar
• Martinson ML, Reichman NE. Socioeconomic inequalities in low birth weight in the United States, the United Kingdom, Canada, and Australia. Am J Public Health. 2016;106(4):748–754.
   PubMed Web of Science ®Google Scholar
• Cramer JC. Racial and ethnic differences in birthweight: the role of income and financial assistance. Demography. 1995;32(2):231–247.
   PubMed Web of Science ®Google Scholar
• Mahmoodi Z, Karimlou M, Sajjadi H, et al. Association of maternal working condition with low birth weight: The social determinants of health approach. Ann Med Health Sci Res. 2015;5(6):385–391.
   PubMed Web of Science ®Google Scholar
• Bonzini M, Coggon D, Palmer KT. Risk of prematurity, low birthweight and pre-eclampsia in relation to working hours and physical activities: a systematic review. Occup Environ Med. 2007;64(4):228–243.
   PubMed Web of Science ®Google Scholar
• de Siqueira MT, Braga C, Cabral-Filho JE, et al. Correlation between pesticide use in agriculture and adverse birth outcomes in Brazil: an ecological study. Bull Environ Contam Toxicol. 2010;84(6):647–651.
   PubMed Web of Science ®Google Scholar
• Acosta-Maldonado B, Sánchez-Ramírez B, Reza-López S, et al. Effects of exposure to pesticides during pregnancy on placental maturity and weight of newborns: a cross-sectional pilot study in women from the Chihuahua State. Hum Exp Toxicol. 2009;28(8):451–459.
   PubMed Web of Science ®Google Scholar
• Rezende Chrisman J, Mattos IE, Koifman RJ, et al. Prevalence of very low birthweight, malformation, and low Apgar score among newborns in Brazil according to maternal urban or rural residence at birth. J Obstet Gynaecol Res. 2016;42(5):496–504.
   PubMed Web of Science ®Google Scholar
• Figà-Talamanca I. Occupational risk factors and reproductive health of women. Occup Med. 2006;56(8):521–531.
   Google Scholar
• Sathyanarayana S, Basso O, Karr CJ, et al. Maternal pesticide use and birth weight in the agricultural health study. J Agromed. 2010;15(2):127–136.
   PubMed Web of Science ®Google Scholar
• Mayhoub F, Berton T, Bach V, et al. Self-reported parental exposure to pesticide during pregnancy and birth outcomes: The MecoExpo cohort study. PLoS One. 2014;9(6):e99090.
   PubMed Web of Science ®Google Scholar
• Ling C, Liew Z, Von Ehrenstein OS, et al. Prenatal exposure to ambient pesticides and preterm birth and term low birthweight in agricultural regions of California. Toxics. 2018;6(3):41.
   PubMed Web of Science ®Google Scholar