Background: The COVID-19 disrupted the provision of essential health services in numerous countries, potentially leading to outbreaks of deadly diseases. This study aims to investigate the effect of the COVID-19 pandemic on the utilization of essential health services in Iran. Methods: An analytical cross-sectional study was conducted using interrupted time series (ITS) analysis. Data about five indicators, including 'childhood vaccination, infant care, hypertension screening, diabetes screening, and breast cancer screening,' were obtained from the electronic health record System in two-time intervals: 15 months before (November 2018 to January 2020) and 15 months after (January 2020 to May 2021) the onset of the COVID-19 pandemic. The data were analyzed by utilizing ITS. In addition, a Poisson model was employed due to the usage of count data. The Durbin-Watson (DW) test was used to identify the presence of lag-1 autocorrelation in the time series data. All statistical analysis was performed using R 4.3.1 software, considering a 5% significance level. Results: The ITS analysis showed that the COVID-19 pandemic significantly affected the utilization of all essential health services (P < 0.0001). The utilization of hypertension screening (RR = 0.51, p < 0.001), diabetes screening (RR = 0.884, p < 0.001), breast cancer screening (RR = 0.435, p < 0.001), childhood vaccination (IRR = 0.947, p < 0.001), and infant care (RR = 1.666, p < 0.001), exhibited a significant decrease in the short term following the pandemic (P < 0.0001). However, the long-term trend for all service utilization, except breast cancer screening (IRR = 0.952, p < 0.001), demonstrated a significant increase. Conclusions: The COVID-19 pandemic affected utilization of essential health care in Iran. It is imperative to utilize this evidence to develop policies that will be translated into targeted planning and implementation to sustain provision and utilization of essential health services during public health emergencies. It is also vital to raise awareness and public knowledge regarding the consequences of interruptions in essential health services. In addition, it is important to identify the supply- and demand-side factors contributing to these disruptions.
Keywords: COVID-19 pandemic; Essential health services; Interrupted time series analysis; Utilization
Following the diagnosis of the first case of COVID-19 in Wuhan, China, in January 2020, the number of patients infected with the virus increased worldwide [[
The interruption in the provision of essential health services can be attributed to various factors, including lockdowns, media warnings, public health actions, fear of COVID-19, changes in hospital policies, and public health authorities' recommendations to stay at home in order to reduce infections and alleviate the burden on hospitals [[
Hung et al. (2022) reported that married women with higher education levels avoided seeking healthcare services due to concerns about COVID-19 infection. Hence, there is a pressing need for a responsive healthcare system and timely communication to prevent preventable deaths during critical events such as pandemics [[
According to WHO estimates, 70% of this disruption primarily affected child vaccination services [[
Two crucial milestones in routine childhood immunization programs within primary care are universal vaccinations at 8 weeks of age, including the hexavalent vaccine, and vaccines administered at one year, which coincides with the first dose of the DPT vaccine [[
The results of previous studies in Colombia and Pakistan indicated that, despite WHO recommendations to continue children's vaccination programs during the COVID-19 pandemic, vaccination services decreased by 14.4% in Colombia and 65% in Pakistan [[
Additionally, the pandemic has disrupted the provision of screening services, treatment, and necessary measures for cancer patients, resulting in a poor prognosis for these individuals [[
In Iran, the healthcare network, including health houses and comprehensive healthcare centers, was established to ensure equitable access to essential health services for all people in rural and urban areas. This network aims to improve public health, enhance the quality of life, and reduce health disparities across the country [[
One of Iran's initial responses to the pandemic was the complete evacuation of certain hospitals to admit COVID-19 patients, the closure of clinics and schools, travel restrictions, and an emphasis on hand hygiene and social distancing to curb the spread of the coronavirus [[
As far as we know, some studies in Iran regarding the impact of the COVID-19 pandemic on healthcare utilization have been conducted, but none of them have examined essential health services; rather, they have mostly studied utilization of hospital services during the pandemic. On the other hand, the existing challenges in the Iranian healthcare system, specific society needs, financial constraints and resources, and stimulation of the research system convinced researchers to conduct study related to people's utilization of essential health services within the Iranian healthcare system. Hence, this study seeks to assess the influence of the COVID-19 pandemic on the utilization of essential health services, with a focus on access to services like hypertension screening, diabetes screening, breast cancer screening, childhood vaccination, and infant care during the pandemic.
This analytical cross-sectional study aimed to examine the impact of the COVID-19 pandemic on the utilization of essential health services in Yazd, Iran. Yazd, with an area of 74,650 square kilometers, is located in the central part of Iran and has a population of approximately 1,138,533. Essential health services in Yazd province are provided to the entire population through rural and urban comprehensive health centers, and the services provided to the covered population are recorded in the Electronic Health Record system (EHR). EHR, developed by the Ministry of Health, and Medical Education (MOHME) in Iran, is an electronic system designed to collect, record, and manage the health information of citizens. This comprehensive system offers policy makers, healthcare professionals and healthcare facilities access to population health information. EHR acquires information through various means, including citizen registration, reports from physicians and healthcare centers, vaccination details, and prescribed medication records. By collecting this data, the EHR assist healthcare professionals and healthcare centers in providing the best health services to population. It also enables better management of treatment histories and tracing of improvement and changes in health status. the most important essential health services currently provided at EHR include breast cancer screening, hypertension screening, diabetes screening, infant care, and childhood vaccination for which information on the utilization of these services is available in EHR. we used interrupted time series analysis (ITS) to focus on five key health service indices: breast cancer screening, hypertension screening, diabetes screening, infant care, and childhood vaccination. ITS analysis is particularly suitable for studying the utilization of essential health services before and after the COVID-19 outbreak because it allows for studying trends over time, controls for pre-existing trends, seasonality, and confounders, identifies immediate effects, such as changes following the outbreak, provides statistical rigor with segmented regression, and its commonly used for policy evaluation, making it suitable for assessing the impact of the COVID-19 outbreak on healthcare utilization.
In the context of this research, ITS analysis can reveal how the pandemic affected essential healthcare utilization, including changes in rates, patterns, and disparities. This information is crucial for healthcare planning and policy development during and after a crisis.
Our target population was all the registered population in EHR of Yazd province who were eligible to receive essential health services. We collected the recorded data related to all children under 18 months covered by the childhood vaccination program, all women aged 30 to 70 included in the breast cancer screening program, the population over 30 years old included in the diabetes screening program, the entire population over 18 years old included in the blood pressure screening program, and all infants under 28 days from EHR in 2023. Data was collected over a 30-month period, with 15 months before (November 2018 to January 2020) and after the start of the pandemic (January 2020 to May 2021).
Statistical analysis involved paired t-tests to compare annual averages and ITS analysis to assess changes in the indicators' levels and trends. The ITS model included variables for immediate effects, long-term trends, and continuous effects.
To estimate the ITS model, accounting for the use of time series data, we assessed the correlation between time series observations in the response variable using the Durbin-Watson test. Subsequently, we employed the following regression model for each index:
Graph
Where β
Table 1 displays essential health services indicators' mean and standard deviation before and after the COVID-19 Pandemic.
Table 1 Compare means of services number before and after COVID-19 pandemic
Indicator 15 months before pandemic 15 months after pandemic Mean SD Mean SD 4587 1534 1861 1185.3 < 0.0001 2219 613 776 311.6 < 0.0001 662 234.9 319 124.7 < 0.0001 60 7.4 515 423 < 0.0001 10917 558 9579 796 < 0.0001
According to the findings presented in Table 1, there was a notable decrease in the average utilization rates of breast cancer screening, hypertension screening, diabetes screening, and childhood vaccination services following the emergence of the COVID-19 pandemic (p < 0.0001). Conversely, there was an increase in the mean utilization of infant care services after the pandemic (p < 0.0001).
Before the onset of the pandemic, an average of 4,587 individuals underwent breast cancer screening. This number decreased significantly to 1,861 post-pandemic, marking a substantial reduction of 70%. Similarly, the average number of individuals utilizing hypertension screening services decreased from 2,219 before the pandemic to 776 after, representing a significant 54% decrease in utilization.
In terms of diabetes screening, the average number of individuals receiving these services dropped from 662 pre-pandemic to 313 post-pandemic, indicating a notable 47% decrease in utilization. Table 1 further indicates that the average number of children vaccinated decreased from 10,917 before the pandemic to 9,579 after, showing a significant 14% reduction.
On the contrary, there was a significant increase in the utilization of infant care services. Before the pandemic, an average of 60 infants received these services, which rose to 515 after the pandemic, reflecting an 85% increase in utilization.
Table 2 presents the interrupted time series results from Poisson modeling, illustrating the changes in the level and trend of essential health services utilization both before and after the COVID-19 pandemic.
Table 2 Results of Poisson's ITS model estimation
initial level of outcomes (β0) 8.245 3808.53 < 0.0001 linear slope since the start of the intervention (β1) 0.023 1.020 < 0.0001 immediate effect of the intervention (β2) -0.838 0.432 < 0.0001 long term effect of the intervention (β3) -0.049 0.952 < 0.0001 initial level of outcomes (β0) 7.960 2864.73 < 0.0001 linear slope since the start of the intervention (β1) -0.033 0.967 < 0.0001 immediate effect of the intervention (β2) -0.660 0.517 < 0.0001 long term effect of the intervention (β3) 0.016 1.016 < 0.0001 initial level of outcomes (β0) 6.925 1017.39 < 0.0001 linear slope since the start of the intervention (β1) -0.057 0.944 < 0.0001 immediate effect of the intervention (β2) -0.123 0.884 < 0.0001 long term effect of the intervention (β3) 0.036 1.037 < 0.0001 initial level of outcomes (β0) 4.207 67.15 < 0.0001 linear slope since the start of the intervention (β1) -0.013 0.987 < 0.0001 immediate effect of the intervention (β2) 0.511 1.666 < 0.0001 long term effect of the intervention (β3) 0.182 1.199 < 0.0001 initial level of outcomes (β0) 9.350 11498.8 < 0.0001 linear slope since the start of the intervention (β1) -0.006 0.994 < 0.0001 immediate effect of the intervention (β2) -0.054 0.947 < 0.0001 long term effect of the intervention (β3) 0.003 1.003 < 0.0001
Table 2 illustrates a noteworthy increase in the utilization of breast cancer screening services prior to the COVID-19 outbreak, indicated by an incidence rate ratio (RR) of 1.02 with a p < 0.001. However, there was a significant decline shortly after the onset of the pandemic, with an RR of 0.435 and a p < 0.001. This reduction in service utilization remained a significant long-term trend, with an RR of 0.952 and a p < 0.001.
Moreover, the trend of hypertension screening, which had been decreasing before the pandemic (RR = 0.96, p < 0.001), experienced a substantial short-term decrease following the outbreak (RR = 0.51, p < 0.001). Nonetheless, after several months of the pandemic, there was a notable increase in the long-term trend of utilizing hypertension screening (RR = 1.016, p < 0.001).
Before the pandemic, there was a significant decrease in diabetes screening (RR = 0.944, p < 0.001), which further declined immediately after the pandemic (RR = 0.884, p < 0.001). However, the long-term trend of utilizing this service saw a significant increase after several months of the pandemic (RR = 1.0366, p < 0.001).
Similarly, childhood vaccination experienced a significant decrease both before (IRR = 0.994, p < 0.001) and immediately after the pandemic (IRR = 0.947, p < 0.001). However, the long-term trend of utilizing this service increased significantly after several months of the pandemic (IRR = 1.003, p < 0.001).
In terms of infant care, there was a significant decrease in utilization before the pandemic (IRR = 0.987, p < 0.001), and this decline continued immediately after the pandemic (IRR = 1.666, p < 0.001). However, the long-term trend of utilizing this service showed a significant increase after several months of the pandemic (IRR = 1.199, p < 0.001).
The trend of changes in selected indicators in the period before and after the COVID-19 pandemic are depicted in Fig. 1.
Graph: Fig. 1The trend of changes in selected indicators in the period before and after the covid-19 pandemic
This study investigated the profound impact of the COVID-19 pandemic on the utilization of essential health services in Yazd, Iran, employing interrupted time series analysis. This methodological approach enabled us to evaluate both immediate and enduring changes in essential health service utilization simultaneously, taking into account the prevailing conditions during the COVID-19 pandemic. Our findings unequivocally demonstrate that the utilization of all essential health services was significantly affected by the COVID-19 outbreak.
Specifically, we noted substantial declines in the utilization of breast cancer screening, hypertension management, diabetes care, and childhood vaccination services in the short term following the onset of the COVID-19 pandemic compared to the pre-pandemic period. However, it is noteworthy that there was a significant increase in the utilization of infant care services. Over the long term, the utilization of all services, except for breast cancer screening, exhibited a significant increase. Based on our estimations, 5,850 residents in Yazd were deprived of essential health services during the pandemic, with proportions ranging from approximately 70% in breast cancer screening services to about 14% in vaccination services.
A study by Doubova et al. (2021) conducted in Mexico revealed alarming figures where among nine health services, a staggering 8,074,000 people were deprived of essential services during the COVID-19 pandemic. Approximately one-third of these cases were linked to vaccination, diabetes management, hypertension screening, and infant care services [[
The emergence of the COVID-19 pandemic had the potential to rapidly unravel significant health progress achieved over the past two decades. This impact was particularly profound in cancer screening, which suffered severely during the pandemic, leading to delayed cancer diagnoses. The management of cancer cases in primary care, spanning from diagnosis to patient treatment and follow-up, was significantly compromised during the COVID-19 pandemic [[
In the United States, a previous study reported an astonishing 94% decrease in breast and cervical cancer screening tests, with 285,000 breast cancer screening tests remaining unperformed during the COVID-19 pandemic [[
The disruption of vaccination services due to the COVID-19 pandemic is a critical issue that has received inadequate attention [[
The era of COVID-19 has presented significant challenges for diabetic patients, impeding their ability to maintain optimal self-care. Factors such as insulin medication unavailability, increased consumption of unhealthy foods, reduced physical activity due to lockdowns, and diminished social interactions have compounded these difficulties [[
Detecting hypertension promptly and managing it effectively are critical for achieving optimal control. the increasing prevalence of hypertendion is linked to more than 16 percent of the burden of coronary artery disease, 21 percent of peripheral vascular diseases, and 29 percent of strokes [[
Globally, about 16 percent of children face developmental delays, highlighting the crucial need for early identification to implement preventive interventions. Complications from prematurity stand as the primary cause of death among infants and children under 5 years old. Studies estimate that achieving 95 percent coverage of essential care for small and sick newborns could potentially save the lives of 750,000 infants by 2030 across 81 countries. A study conducted in Nepal during the COVID-19 quarantine reported a 52 percent decrease in births, a 20 percent increase in premature birth rates, and a threefold rise in infant mortality rates [[
On the other hand, concerning infant care, our study uncovered a notable increase in service utilization post-pandemic, although the exact reason for this trend remains elusive. Further investigations unveiled changes in the registration period for infant care, transitioning from 3–5 days to 3–10 days in the revised booklet distributed to health centers by the Iranian Ministry of Health and Medical Education (MOHME) in late 2020. This alteration resulted in a concurrent increase in recorded cases within the comprehensive health information system during the COVID-19 pandemic. Additionally, shifts in MOHME policies, coupled with heightened emphasis and monitoring of integrated care for healthy children in health centers during the pandemic, likely contributed to the uptick in recorded cases.
In a study by Ashish and colleagues (2020) in Nepal, the stillbirth rate rose from 14 per 1000 total births before the COVID-19 quarantine to 21 per 1000 total births, and neonatal mortality increased from 13 per 1000 live births to 40 per 1000 births [[
Our research had a few limitations. Initially, it was carried out over a 15-month period following the onset of the Covid-19 pandemic, focusing on the rapid changes in usage indicators during this brief timeframe. A longer study duration, particularly during the peak periods of Covid-19 spread, would offer policymakers a more comprehensive understanding of how a crisis impacts healthcare utilization. Secondly, being retrospective, not all data required to fully illustrate these changes were gathered, leaving room for potential unknown factors aside from Covid-19 that may have affected the outcomes. Additionally, a national study could enhance the generalizability of the findings.
The COVID-19 pandemic disrupted the provision and use of health and medical services. This disruption in essential health services can lead to outbreaks of eliminated diseases and increase the mortality rate from preventable diseases. The primary drivers of this interruption are due to fear of contracting COVID-19, national quarantines, travel restrictions, limited access, and the heightened focus of managers and policymakers on COVID-19 control measures aimed at reducing its prevalence and associated mortality. It is imperative to utilize this evidence to develop policies that will be translated into targeted planning and implementation to sustain the provision and utilization of essential health services during public health emergencies. It is also vital to raise awareness and public knowledge regarding the consequences of interruptions in essential health services. In addition, it is important to identify the supply- and demand-side factors contributing to these disruptions.
This paper has been extracted from the MSc research thesis of Shahid Sadoughi University of medical sciences. We are thankful to all participants and who helped us in collecting data and giving information to enrich the content of the study.
M.R., SM.M., N.HD., and F.M. contributed to the conception and design of the study; N.HD., S.I., and M.R. collected the data; M.R., F.M., N.HD., and Y.A. analyzed and interpreted the data; M.R. wrote the first draft of the manuscript; SM.M., N.HD. S.I., and F.M. reviewed and wrote sections of the manuscript; and B.A., Y.A., SM.M., N.HD., and F.M. critically revised the manuscript. All authors read and approved the submitted version.
We are grateful to Shahid Sadoughi University of Medical Sciences for supporting the study.
The data sets generated during the study are available from the corresponding author upon reasonable request.
This research was approved by the ethics committee of Shahid Sadoughi University of Medical Sciences in Yazd based on the approval of IR.SSU.SPH.REC.1401.096. Informed consent was obtained from all subjects. All methods were performed in accordance with the relevant guidelines and regulations.
Not applicable.
The authors declare no competing interests.
• WHO
- Health Word Organization
• ITS
- Interrupted time series
• RR
- Relative risk
• HER
- Electronic health record
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