Time Series Analysis on Reported Cases of Tuberculosis in Minna Niger State Nigeria
- 1 Department of Statistics, University of Abuja, Abuja, Nigeria
- 2 Department of Statistics, Federal University of Technology, Minna, Niger State, Nigeria
- 3 Department of Statistics, University of Abuja, Abuja, Nigeria
Abstract
Predicting the trend of non-seasonal data is a difficult task in Social Science. In this research work, we used time series analysis of 144 observations on monthly basis for record of reported cases of tuberculosis patients in Minna General Hospital, Niger State from the period of 2007-2018. Exploratory Data Analysis (EDA: Time Plot and Descriptive Statistics), Stationarity Test (ADF), Trend estimation ( T t ), Normality Test, and Forecast evaluation were carried out. The Augmented Dickey Fuller test for stationarity was conducted and the result revealed that the series are not stationary but became stationary after first difference. The correlogram established that the ARIMA (2, 1, 3) was the best model this was further confirmed from the result of L-jung Box. Equation for ARIMA (2, 1, 3) was given as X t + 0.6867 X t- 1 – 0.8859 X t- 2 = E t + 1.3077 E t- 1 - 1.2328 E t- 2 + 0.5788 E t- 3 . Which was used to predict five years likely cases of tuberculosis in Minna for the period of 2019-2023. It was clearly shown from the projection that the reported cases of tuberculosis reduce year by year by 7% over the period under consideration which could be as a result of intervention from government, health worker, and individuals. In line with these findings, we recommend that the management of general hospital to increase awareness campaign to the public on the causes and dangers of tuberculosis.
- Sani, R.A., Garba, S.A., Oyeleke, S.B. and Abalaka, M.E. (2015) Prevalence of Pulmonary Tuberculosis (PTB) in Minna and Suleja Niger State, Nigeria. American Journal of Medicine and Medical Sciences, 5, 287-291.
- WHO (2016) WHO/HTM/TB/2016.19 Xpert MTB/RIF Assay for the Diagnosis of TB Meeting Report.
- World Health Organization (2013) Global Tuberculosis Control: Epidemiology, Planning, Financing. RIF, 1, 218-223.
- WHO (2019) WHO Global Tuberculosis Report. https://www.who.int/tb/publications/global_report/en/
- Wani, H. (2013) Prevalence, Pattern, Sensitivity and Resistance to Antibiotics of Different Bacteria Isolated from Port Site Infection in Low Risk Patients after Elective Laparoscopic Cholecystectomy for Symptomatic Cholelithiasis at Tertiary Care Hospital of Kashmir. International Wound Journal, 10, 110-113. https://doi.org/10.1111/j.1742-481X.2012.00963.x
- Abdulhalik, W., Kassahun, W. and Alemseged, F. (2017) Risk Factors for Multidrug-Resistant Tuberculosis among Tuberculosis Patients: A Case-Control Study. Infection and Drug Resistance, 10, 91-96. https://doi.org/10.2147/IDR.S126274
- Chuchottaworn, C., Thanachartwet, V., Sangsayunh, P., Than, T.Z.M., Sahassananda, D., Surabotsophon, M., et al. (2015) Risk Factors for Multidrug-Resistant Tuberculosis among Patients with Pulmonary Tuberculosis at the Central Chest Institute of Thailand. PLoS ONE, 10, e0139986. https://doi.org/10.1371/journal.pone.0139986
- Diarra, B., Goita, D., Tounkara, S., Sanogo, M., Baya, B., Togo, A.C.G., et al. (2016) Tuberculosis Drug Resistance in Bamako, Mali, from 2006 to 2014. BMC Infectious Diseases, 16, Article No. 714. https://doi.org/10.1186/s12879-016-2060-7
- Rua-Domenech (2006) Human Mycobacterium bovis Infection in the United Kingdom: Incidence, Risks, Control Measures and Review of the Zoonotic Aspects of Bovine Tuberculosis. Tuberculosis, 86, 77-109. https://doi.org/10.1016/j.tube.2005.05.002
- Maiga, M., Siddiqui, S., Diallo, S., Diarra, B., Traore, B. and Shea, Y.R. (2012) Failure to Recognize Nontuberculous Mycobacteria Leads to Misdiagnosis of Chronic Pulmonary Tuberculosis. PLoS ONE, 7, e36902. https://doi.org/10.1371/journal.pone.0036902
- Stevenson, C.R., Forouhi, N.G., Roglic, G., et al. (2007) Diabetes and Tuberculosis: The Impact of the Diabetes Epidemic on Tuberculosis Incidence. BMC Public Health, 7, Article No. 234. https://doi.org/10.1186/1471-2458-7-234