Prediction Model of Prolonged and Obstructed Labor in East Nusa Tenggara: A Multivariate Adaptive Regression Splines Analysis
DOI:
https://doi.org/10.31965/infokes.Vol21.Iss2.1206Keywords:
Prolonged Labor, Obstructed Labor, Prediction Model, MARSAbstract
Prolonged and obstructed labor are the type of abnormal labor that may lead to maternal and fetal mortality. This study established the model for predicting prolonged and obstructed labor in East Nusa Tenggara. A health facilities-based case-control study was conducted in November 2017 among 570 women who gave birth at public health facilities in East Nusa Tenggara. Data were obtained by reviewing antenatal records, the mother's card, and partographs. In bivariate analysis, all variables with a p-value less than 0.25 determined by chi-square for categorical and independent t-test for numerical variables were included in multivariate analysis. Multivariate Adaptive Regression Splines (MARS) analysis was used to establish the final prediction model. The present study found that women <22, >26, and >34, with Hb levels of <12.5 gr%, and had nulliparity or multiparity (4 times) were reported as a higher risk of prolonged and obstructed labor. Meanwhile women with a fundal height of <34 cm, a height of >156 cm and >149 cm, a history of normal labor, presentation of the fetus behind the head, gestational weight gain of <12.3 kg, and pre-pregnancy BMI of <28.9 kg/m2 were identified as factors decreasing the risk of prolonged and obstructed labor. In conclusion, significant predictors of the outcome were maternal characteristics (age, parity, height, and history of labor method), maternal nutrition status (BMI pre-pregnancy, gestational weight gain, and hemoglobin levels), and fetal status (fundal height and fetal presentation).
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References
Ayenew, A. A. (2021). Incidence, causes, and maternofetal outcomes of obstructed labor in Ethiopia: systematic review and meta-analysis. Reproductive health, 18, 1-14. https://doi.org/10.1186/s12978-021-01103-0
Cavazos-Rehg, P. A., Krauss, M. J., Spitznagel, E. L., Bommarito, K., Madden, T., Olsen, M. A., Subramaniam, H., Peipert, J. F., & Bierut, L. J. (2015). Maternal Age and Risk of Labor and Delivery Complications. Maternal and Child Health Journal, 19(6), 1202–1211. https://doi.org/10.1007/s10995-014-1624-7
Dalal, A. R., & Purandare, A. C. (2018). The partograph in childbirth: an absolute essentiality or a mere exercise?. The Journal of Obstetrics and Gynecology of India, 68, 3-14. https://doi.org/10.1007/s13224-017-1051-y
Ellekjaer, K. L., Bergholt, T., & Løkkegaard, E. (2017). Maternal obesity and its effect on labour duration in nulliparous women: A retrospective observational cohort study. BMC Pregnancy and Childbirth, 17(1). https://doi.org/10.1186/s12884-017-1413-6
Friedman, J. H. (1991). Multivariate Adaptive Regression Splines. The Annals of Statistics, 19(1), 1–67. https://doi.org/10.1214/aos/1176347963
Frolova, A. I., Raghuraman, N., Stout, M. J., Tuuli, M. G., MacOnes, G. A., & Cahill, A. G. (2021). Obesity, Second Stage Duration, and Labor Outcomes in Nulliparous Women. American Journal of Perinatology, 38(4), 342–349. https://doi.org/10.1055/s-0039-1697586
Gill, P., Henning, J. M., Carlson, K., & Hook, J. W. Van. (2023). Abnormal Labor. Treasure Island (FL): StatPearls Publishing. https://www.ncbi.nlm.nih.gov/books/NBK459260/?report=printable
Girma, T., Gezimu, W., & Demeke, A. (2022). Prevalence, causes, and factors associated with obstructed labour among mothers who gave birth at public health facilities in Mojo Town, Central Ethiopia, 2019: A crosssectional study. PLoS ONE, 17(9 September). https://doi.org/10.1371/journal.pone.0275170
Kementerian Kesehatan Republik Indonesia. (2018). Laporan Riset Kesehatan Dasar 2018. Jakarta: Kementerian Kesehatan Republik Indonesia. Retrieved from http://www.yankes.kemkes.go.id/assets/downloads/PMK No. 57 Tahun 2013 tentang PTRM.pdf
Khunpradit, S., Patumanond, J., & Tawichasri, C. (2007). Development of risk scoring scheme for prediction of cesarean delivery due to cephalopelvic disproportion in Lamphun Hospital, Thailand. Journal of Obstetrics and Gynaecology Research, 33(4), 445–451. https://doi.org/10.1111/j.1447-0756.2007.00548.x
Kumari, S., Garg, N., Kumar, A., Guru, P. K. I., Ansari, S., Anwar, S., Singh, K. P., Kumari, P., Mishra, P. K., Gupta, B. K., Nehar, S., Sharma, A. K., Raziuddin, M., & Sohail, M. (2019). Maternal and severe anaemia in delivering women is associated with risk of preterm and low birth weight: A cross sectional study from Jharkhand, India. One Health, 8. https://doi.org/10.1016/j.onehlt.2019.100098
Li, W., Zhang, H., Ling, Y., & Jin, S. (2011). Effect of prolonged second stage of labor on maternal and neonatal outcomes Asian Pacific Journal of Tropical Medicine Prolonged second stage of labor Maternal and neonatal outcomes Delivery mode. Asian Pacific Journal of Tropical Medicine, 409–411. Retrieved from www.elsevier.com/locate/apjtm
Litorp, H., Sunny, A. K., & Kc, A. (2021). Augmentation of labor with oxytocin and its association with delivery outcomes: A large-scale cohort study in 12 public hospitals in Nepal. Acta Obstetricia et Gynecologica Scandinavica, 100(4), 684–693. https://doi.org/10.1111/aogs.13919
Lundborg, L., Liu, X., Åberg, K., Sandström, A., Tilden, E. L., Stephansson, O., & Ahlberg, M. (2021). Association of body mass index and maternal age with first stage duration of labour. Scientific Reports, 11(1), 13843. https://doi.org/10.1038/s41598-021-93217-5
Malhotra, M., Sharma, J. B., Batra, S., Sharma, S., Murthy, N. S., & Arora, R. (2002). Maternal and perinatal outcome in varying degrees of anemia. International Journal of Gynecology & Obstetrics, 79(2), 93-100.
Marbaniang, S. P., Lhungdim, H., & Chaurasia, H. (2022). Effect of maternal height on the risk of caesarean section in singleton births: Evidence from a large-scale survey in India. BMJ Open, 12(1). https://doi.org/10.1136/bmjopen-2021-054285
Marchi, J., Berg, M., Dencker, A., Olander, E. K., & Begley, C. (2015). Obesity in pregnancy – A review of reviews. Obes Rev, 16, 621–638. https://doi.org/https://doi.org/10.1111/obr.12288
Musaba, M. W., Ndeezi, G., Barageine, J. K., Weeks, A., Nankabirwa, V., Wamono, F., Semakula, D., Tumwine, J. K., & Wandabwa, J. N. (2020). Risk factors for obstructed labour in Eastern Uganda: A case control study. PLoS ONE, 15(2). https://doi.org/10.1371/journal.pone.0228856
Myklestad, K., Vatten, L. J., Magnussen, E. B., Salvesen, K. Å., & Romundstad, P. R. (2013). Do parental heights influence pregnancy length?: A population-based prospective study, HUNT 2. BMC Pregnancy and Childbirth, 13. https://doi.org/10.1186/1471-2393-13-33
Nystedt, A., & Hildingsson, I. (2014). Diverse definitions of prolonged labour and its consequences with sometimes subsequent inappropriate treatment. BMC Pregnancy and Childbirth, 14(1). https://doi.org/10.1186/1471-2393-14-233
Say, L., Chou, D., Gemmill, A., Tunçalp, Ö., Moller, A. B., Daniels, J., Gülmezoglu, A. M., Temmerman, M., & Alkema, L. (2014). Global causes of maternal death: A WHO systematic analysis. The Lancet Global Health, 2(6). https://doi.org/10.1016/S2214-109X(14)70227-X
Schuster, M., Mackeen, A. D., Neubert, A. G., Kirchner, H. L., & Paglia, M. J. (2016). The Impact of Pre-Pregnancy Body Mass Index and Pregnancy Weight Gain on Maternal and Neonatal Outcomes [24A]. Obstetrics & Gynecology, 127(Supplement 1), 17S. https://doi.org/10.1097/01.aog.0000483316.73003.97
Senécal, J., Xiong, X., & Fraser, W. D. (2005). Effect of fetal position on second-stage duration and labor outcome. Obstetrics and Gynecology, 105(4), 763–772. https://doi.org/10.1097/01.AOG.0000154889.47063.84
Stulp, G., Verhulst, S., Pollet, T. V., Nettle, D., & Buunk, A. P. (2011). Parental height differences predict the need for an emergency Caesarean section. PLoS ONE, 6(6). https://doi.org/10.1371/journal.pone.0020497
Sui, M. Y., Lada, C. O., & Ruliati, L. P. (2021). Analysis of Factors Affecting the Incidence of Prolonged Labor at Prof Dr Wz Johannes Hospital Kupang. 8(1), 11. https://doi.org/10.21276/ijcmr.2021.8.1.19
Walker, K. F., Dencker, A., & Thornton, J. G. (2020). Childbirth experience questionnaire 2: Validating its use in the United Kingdom. European Journal of Obstetrics and Gynecology and Reproductive Biology: X, 5. https://doi.org/10.1016/j.eurox.2019.100097
World Health Organization. (2014). WHO recommendations for augmentation of labour. https://apps.who.int/iris/bitstream/handle/10665/112825/9789241507363_eng.pdf;jsessionid=FE5A3E2ED52DD24D255A5018BD40AF9D?sequence=1
World Health Organization. (2020). Maternal mortality. World Health Organization. https://www.who.int/news-room/fact-sheets/detail/maternal-mortality
Wu, H., Ma, C., Yang, L., & Xi, B. (2021). Association of Parental Height With Offspring Stunting in 14 Low- and Middle-Income Countries. Frontiers in Nutrition, 8. https://doi.org/10.3389/fnut.2021.650976
Wulansari, I., Yusuf, N. A., & Haji Jafar, C. P. S. (2022). Prolonged Labor Characteristics: A Study in Gorontalo. Jurnal Aisyah : Jurnal Ilmu Kesehatan, 7(1), 23–28. https://doi.org/10.30604/jika.v7i1.754
Yeshitila, Y. G., Daniel, B., Desta, M., & Kassa, G. M. (2022). Obstructed labor and its effect on adverse maternal and fetal outcomes in Ethiopia: A systematic review and meta-analysis. In PLoS ONE (Vol. 17, Issue 9 September). Public Library of Science. https://doi.org/10.1371/journal.pone.0275400
Zhou, L., Yang, H. X., Zhao, R. F., & Zhang, W. Y. (2019). Association of pre-pregnancy body mass index and gestational weight gain with labor stage. In Chinese Medical Journal (Vol. 132, Issue 4, pp. 483–487). Lippincott Williams and Wilkins. https://doi.org/10.1097/CM9.0000000000000093
Zhu, X., Wang, Y., Zhou, H., Qiu, L., & Pang, R. (2019). Adaptation of the Childbirth Experience Questionnaire (CEQ) in China: A multisite cross-sectional study. PLoS ONE, 14(4). https://doi.org/10.1371/journal.pone.0215373
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