Vaccine Distribution Research Articles

Assessment of the COVID-19 pandemic progression in Ecuador through seroprevalence analysis of anti-SARS-CoV-2 IgG/IgM antibodies in blood donors.

Coronavirus Disease 2019 (COVID-19) is a severe respiratory illness caused by the RNA virus SARS-CoV-2. Globally, there have been over 759.4 million cases and 6.74 million deaths, while Ecuador has reported more than 1.06 million cases and 35.9 thousand deaths. To describe the COVID-19 pandemic impact and the vaccinations effectiveness in a low-income country like Ecuador, we aim to assess the seroprevalence of IgG and IgM antibodies against SARS-CoV-2 in a sample from healthy blood donors at the Cruz Roja Ecuatoriana. The present seroprevalence study used a lateral flow immunoassay (LFIA) to detect anti-SARS-CoV-2 IgG and IgM antibodies in months with the highest confirmed case rates (May 2020; January, April 2021; January, February, June, July 2022) and months with the highest vaccination rates (May, June, July, August, December 2021) in Quito, Ecuador. The IgG and IgM seroprevalence were also assessed based on sex, age range, blood type and RhD antigen type. The sample size was 8,159, and sampling was performed based on the availability of each blood type. The results showed an overall IgG and IgM seroprevalence of 47.76% and 3.44%, respectively. There were no differences in IgG and IgM seroprevalences between blood groups and sex, whereas statistical differences were found based on months, age range groups, and RhD antigen type. For instance, the highest IgG seroprevalence was observed in February 2022 and within the 17-26 years age range group, while the highest IgM seroprevalence was in April 2021 and within the 47-56 years age range group. Lastly, only IgG seroprevalence was higher in RhD+ individuals while IgM seroprevalence was similar across RhD types. This project contributes to limited data on IgG and IgM antibodies against SARS-CoV-2 in Ecuador. It suggests that herd immunity may have been achieved in the last evaluated months, and highlights a potential link between the RhD antigen type and COVID-19 susceptibility. These findings have implications for public health strategies and vaccine distribution not only in Ecuador but also in regions with similar characteristics.

Differential Immunogenicity of mRNA-based and Inactivated Virus COVID-19 Vaccines in Patients with Inflammatory Rheumatic Disease - A Prospective Study up to 12 Months Post-3rd Dose

Background During the COVID-19 pandemic, 2 types of COVID-19 vaccines were made available in Hong Kong - the mRNA-based vaccine and the inactivated virus vaccine. All residents were required to complete 3 vaccinations. There is concern that immunogenicity acquired from COVID-19 vaccinations could be unsustainable in patients with inflammatory rheumatic disease (IRD) due to the underlying condition and immunosuppressive medication used. Therefore, this study aims to investigate the immunogenicity of COVID-19 vaccines and its sustainability in IRD patients. Methods This single-centre cohort was assembled prospectively from 8/2021 - 2/2022 in Hong Kong. Peripheral blood samples were collected from the patients before, 28 (± 3) days and 12 months after the third dose of COVID-19 vaccination. The neutralising antibody titre against the SARS-CoV-2 virus was quantified by ELISA. Results A total of 83 patients (age: 51.4± 11.7 years; 72.3% female; 17 rheumatoid arthritis, 17 psoriatic arthritis, 12 axial spondylarthritis, 37 systematic lupus erythematosus) attended all 3 visits. The vaccine distribution is summarized in Fig. 1A. Majority (96.4%) of patients had positive neutralising antibodies before the 3rd vaccine dose despite a low mean titre of 38.2± 29.7%. The antibody titre improved significantly after the 3rd dose (85.9± 23.8%) and was maintained at the 12-month visit (87.5± 22.6%). The mean antibody levels pre- and post-3rd dose were higher in patients who took mRNA-based vaccine (Fig. 1B). The presence of COVID-19 infection during the follow-up period led to significantly higher antibody titre at the 12-month visit (Table 1). There were no significant associations between immunogenicity and age, type of IRD, biologic/targeted Disease Modifying Anti-Rheumatic Drugs usage as well as additional booster doses. Conclusion 3 doses of COVID-19 vaccine produced sustained humoral response in IRD patients. The immunogenicity appeared to be dependent on the type of vaccines received in the short term and breakthrough infection in longer term.

The Impact of IoT on the Performance of Vaccine Supply Chain Distribution in the COVID-19 Context

The Government of India has started the distribution of the Covishield and Covaxin vaccines across all the comprising states. In developing states like Bihar, the vaccine supply chain (VSC) is likely to face many challenges due to poor health infrastructure, multidimensional poverty, and poor literacy. Supply chain practitioners are experimenting with available technologies to deal with supply, demand, and behavioral challenges. The present research work seeks to inspect the potential impact of Internet of Things (IoT) on the performance of the VSC. This study draws literature on the impact of IoT on product management, demand management, supply management, social behavior, and government rules and regulations to develop and test the conceptual model in Bihar. Consequently, the study administrated a survey and used structural equation modeling to investigate the proposed hypothesis. The analysis illustrates the positive influence of IoT adoption on the performance of the VSC in distributing the COVID vaccine. The finding also shows the positive relationship between product, supply, demand, and social behavior in IoT adoption. Analysis displays that Indian politicians can substantially impact vaccine distribution because they have influence and awareness of their local districts. This research work has a significant theoretical and managerial contribution for government and practitioners, supporting regulatory officials and policymakers in improving vaccine distribution.

Upholding Tribal Sovereignty in Federal, State, and Local Emergency Vaccine Distribution Plans.

Cross jurisdictional collaboration efforts and emergency vaccine plans that are consistent with Tribal sovereignty are essential to public health emergency preparedness. The widespread adoption of clearly written federal, state, and local vaccine plans that address fundamental assumptions in vaccine distribution to Tribal nations is imperative for future pandemic response.

Comparative analysis of asymptomatic infection prevalence in Beta, Delta, and Omicron surges of COVID-19

BackgroundThe COVID-19 pandemic, caused by the SARS-CoV-2 virus, has had a devastating impact on the global population, with an estimated 650 million people infected and more than 6.6 million lives lost. Asymptomatic individuals have been shown to play a significant role in the transmission of the virus. Therefore, this study aims to investigate and compare the prevalence of asymptomatic individuals across three waves associated with the Beta, Delta, and Omicron variants of the virus. MethodsThis retrospective study was conducted between December 2020 and March 2022. The study population consisted of passengers on international flights who were referred to the Gerash Clinical and Molecular Diagnosis Laboratory. Real-time PCR was employed for the diagnosis of SARS-CoV-2. ResultsOut of a total of 8592 foreign travelers referred to our laboratory, 139 (1.16 %) tested positive for SARS-CoV-2 infection and were asymptomatic. During the Beta surge, 35 (1.49 %) out of 2335 passengers tested positive for SARS-CoV-2. In the Delta surge, 31 (0.6 %) out of 5127 passengers tested positive. However, during the Omicron surge, a significantly higher number of passengers, specifically 73 (6.46 %) out of 1130, had a positive result for the SARS-CoV-2 test. ConclusionConsidering the significant role of asymptomatic transmission in the spread of COVID-19, it is imperative to reconsider health policies when dealing with future surges of the Omicron subvariants. Additionally, we strongly recommend that the World Health Organization prioritize the development and distribution of second-generation vaccines that target not only disease but also infection prevention.

COVID-19 vaccination uptake in remote areas-Evidence from a panel survey in Bangladesh.

Vaccination has proven to be an essential strategy in combating the COVID-19 pandemic. This study aims to discern the factors influencing both the intentions for and actual behavior regarding COVID-19 vaccination among remote, rural populations in Bangladesh. The study utilized panel survey data comprising 1,698 randomly selected household heads. These are predominantly illiterate, of Muslim religion, middle-aged, and male, with agriculture or day labor as primary income source. They reside in 36 locations distributed along the whole 250 km length of the Jamuna River in Bangladesh. Data collection occurred through face-to-face and telephone interviews conducted between September 2021 and October 2022. Descriptive statistics and Ordinary Least Squares regression models were employed to assess influence factors for COVID-19 vaccination intentions and uptake. The analyses considered the constructs of the Health Belief Model alongside sociodemographic characteristics such as gender, age, religion, education, and income source. Survey respondents showed a notably high willingness to receive the COVID-19 vaccine promptly upon its availability. However, the effectiveness of the Health Belief Model in elucidating COVID-19 vaccination uptake was limited, except for its availability component. Older individuals, those with higher levels of education, and individuals employed in government or formal sector occupations were prompt in receiving the COVID-19 vaccine as it became available. Gender, religion, and the presence of dependents in the household did not exert a significant influence on vaccination uptake. The results indicate that a strong willingness to receive the COVID-19 vaccine correlated with an increased likelihood of vaccine uptake once it was available. These findings suggest that a widespread distribution of COVID-19 vaccines to low-income and remote areas could have served as a vital strategy in mitigating the COVID-19 pandemic.

Challenges and opportunities during the COVID-19 vaccination efforts in long-term care

From December 2020 through March 2023, the COVID-19 vaccination efforts in long-term care (LTC) settings, identified many gaps and opportunities to improve public health capacity to support vaccine distribution, education, and documentation of COVID-19 vaccines administered to LTC residents and staff. Partner engagement at the local, state, and federal levels helped establish pathways for dissemination of information, improve access and delivery of vaccines, and expand reporting of vaccine administration data to monitor the impact of COVID-19 vaccination in LTC settings. Sustaining the improvements to the vaccine infrastructure in LTC settings that were created or enhanced during the COVID-19 vaccination efforts is critical for the protection of residents and staff against COVID-19 and other vaccine preventable respiratory outbreaks in the future.

Socioeconomic inequalities in human papillomavirus knowledge and vaccine uptake: evidence from a cross-sectional study in China.

Providing the human papillomavirus (HPV) vaccine is effective to eliminate the disparity in HPV-related cancers. It is unknown regarding inequality in the distribution of HPV vaccination in China since the vaccine was licensed and approved for use in 2016. This study aimed to examine socioeconomic inequalities in HPV-related knowledge and vaccination and identified factors associated with such inequalities. Self-administered questionnaires measuring HPV-related knowledge and vaccine uptake were completed by 1,306 women through online survey platform. HPV knowledge was assessed using a 12-item question stem that covered the hazards of HPV infection, HPV vaccine dosage, benefits, and protection. Cluster analysis by combining monthly household income, educational level, and employment status was used to identify socioeconomic status (SES) class. The concentration index (CI) was employed as a measure of socioeconomic inequalities in HPV-related knowledge and vaccination. Linear regression and logistic regression were established to decompose the contributions of associated factors to the observed inequalities. The CI for HPV-related knowledge and vaccine uptake was 0.0442 and 0.1485, respectively, indicating the higher knowledge and vaccination rate were concentrated in groups with high SES. Education and household income made the largest contribution to these inequalities. Age, residency and cervical cancer screening were also important contributors of observed inequalities. Socioeconomic inequalities in HPV-related knowledge and vaccination uptake are evident in China. Interventions to diffuse HPV-related information for disadvantaged groups are helpful to reduce these inequalities. Providing low or no-cost HPV vaccination and ensuring accessibility of vaccines in rural areas are also considered to be beneficial.

Understanding Barriers to Establishing Public JYNNEOS Mpox Vaccination Clinics in New Hampshire: Mpox vaccine clinic NH.

2022 - 2023 mpox outbreak necessitated rapid distribution of JYNNEOS vaccines from US Strategic National Stockpile to state and local public health agencies. New Hampshire's centralized public health structure required partnering with healthcare facilities to reach at-risk persons. Among the 67 organizations contacted to partner with, only 7 established public JYNNEOS vaccine clinics. The study objective was to identify barriers and resources needed for emergency public vaccination. In March 2023, mixed-method surveys were developed and sent to 20 non-participating organizations and 7 participating organizations ("vaccine-partners"). 35% (7/20) of non-participating organizations and 100% (7/7) vaccine-partners responded. Non-participating organizations (n = 5) identified lack of staffing (100%) and insufficient provider time or clinical resources (80%) as the most common barriers. Staffing needs reported by non-participating organizations included: administrative (100%); medical doctor or advanced practice practitioner (67%); and registered nurse, medical assistant, or licensed nursing assistant (67%). Vaccine partners reported similar staffing requirements. Estimated additional monthly funding needs were $3,750 for non-participating organizations and $1,680 for vaccine-partners. A minority of NH healthcare facilities established public JYNNEOS vaccination clinics. The primary barrier was insufficient staffing; additional resources and funding needs were modest. Success of the next emergency vaccination campaign depends on sustained advocacy, resources, and partnership.

Analysis of Ghana's Public Health Act 2012 and AI's Role in Augmenting Vaccine Supply and Distribution Challenges in Ghana

Analysis of Ghana's Public Health Act 2012 and AI's Role in Augmenting Vaccine Supply and Distribution Challenges in Ghana

Vaccine Production and Distribution Challenges: An AI-Assisted Technologies for the Overcoming of Logistical Hurdles Faced by Sub-Saharan Africa with focus on Ghana

Vaccine Production and Distribution Challenges: An AI-Assisted Technologies for the Overcoming of Logistical Hurdles Faced by Sub-Saharan Africa with focus on Ghana

Pediatric asthma and COVID-19 vaccination: unveiling patterns of hesitancy and acceptance.

The global COVID-19 pandemic, declared in January 2020, necessitated urgent preventive measures, with vaccination as a key strategy. Despite progress in vaccine development and distribution, widespread hesitancy persists, impeding global disease control efforts. This study specifically explores COVID-19 vaccine hesitancy and acceptance among Iranian children with asthma, aiming to understand factors unique to this subgroup. A cross-sectional investigation was carried out in an allergy clinic in Iran, including a total of 522 asthmatic children between the ages of 5 and 18 years. A comprehensive questionnaire, built upon previous studies, investigated the factors that influence vaccine hesitation and acceptance. Data pertaining to demographics, vaccination status, and factors influencing hesitancy or acceptance were collected. Among the participants, 27.5% were administered the COVID-19 vaccine. Decisions were greatly influenced by family dynamics, with a notable association between parent and child vaccination. Children's vaccination rates were associated with their age and the frequency of COVID-19 diagnosis among their parents. The primary factors motivating individuals to get vaccinated were safety concerns (67.1%) and a strong belief in the severity of COVID-19 (43.4%). On the other hand, vaccine hesitancy resulted from concerns about potential adverse effects (77%), lack of confidence (28.3%), and a belief that children who had already contracted COVID-19 did not require vaccination (22.5%). The study highlights COVID-19 vaccine hesitancy and acceptance among asthmatic children in Iran, emphasizing parental decision-making factors. Tailored interventions are required due to the lower vaccination rate in this specific group. Healthcare providers play a vital role in influencing opinions, urging actions against misinformation, enhancing vaccine understanding, and promoting positive attitudes.

The geography of COVID-19 vaccine completion by age in North Carolina, U.S.

Geographic variation in COVID-19 vaccination can create areas at higher risk of infection, complications, and death, exacerbating health inequalities. This ecological study examined geographic patterns of COVID-19 vaccine completion, using age and sociodemographic characteristics as possible explanatory mechanisms. Using 2020-2022 data from the North Carolina COVID-19 Vaccination Management System and U.S. Census Bureau American Community Survey, at the Zip code-level, we evaluated completion of the primary COVID-19 vaccine series across age groups. We examined geographic clustering of age-specific completion by Zip code and evaluated similarity of the age-specific geographic patterns. Using unadjusted and adjusted spatial autoregressive models, we examined associations between sociodemographic characteristics and age-specific vaccine completion. COVID-19 vaccine completion was moderately geographically clustered in younger groups, with lower clustering in older groups. Urban areas had clusters of higher vaccine completion. Younger and middle-aged groups were the most similar in completion geographically, while the oldest group was most dissimilar to other age groups. Higher income was associated with higher completion in adjusted models across all age groups, while a higher percent of Black residents was associated with higher completion for some groups. COVID-19 vaccination completion is more variable among younger age groups in North Carolina, and it is higher in urban areas with higher income. Higher completion in areas with more Black residents may reflect the success of racial equity efforts in the state. The findings show a need to reach younger populations and lower income areas that were not prioritized during early vaccination distribution.

Factors influencing COVID-19 vaccine uptake among Latinos: A cross-sectional study.

Vaccination against COVID-19 can prevent severe illness and reduce hospitalizations and deaths. Understanding and addressing determinants contributing to vaccine uptake among high-risk groups, such as Latinos, are pivotal in ensuring equitable vaccine distribution, promoting health equity, and fostering community engagement to bridge the gap in vaccine acceptance and ultimately enhance public health. This study aimed to examine factors influencing vaccine uptake among Latinos. We conducted a cross-sectional study using an online platform (n = 242). The survey was administered using a multimodal approach. Strategies for recruitment included community outreach, social media, and targeting community networks serving Latinos. Descriptive statistics, chi-square, and multivariable analysis were performed. Overall, 81.4% of respondents had received at least one dose of the COVID-19 vaccine, with 77.0% recommending it and 70.6% believing it to be safe, 66.7% believing in its efficacy, 62.3% able to find trustful information in Spanish or Portuguese, and almost 40% who relied on health organizations as their primary resource for COVID-19 vaccine information. Factors significantly associated with vaccine uptake included higher education level (p<0.001), English level (p = 0.023), living in an urban area (p = 0.048), having insurance (p<0.001), and having a healthcare provider (p = 0.007). Furthermore, belief in vaccine safety and efficacy, trust in public health authorities, concerns about COVID-19, the ability to determine true/false vaccine information during the pandemic, and the availability of trustworthy information in Spanish/Portuguese had statistically significant associations (p<0.05) with COVID-19 vaccine uptake. COVID-19 vaccine uptake differed based on sociodemographic and other modifiable factors. Our findings emphasize the importance of implementing targeted interventions and culturally sensitive communication strategies to improve vaccination uptake among the Latino community in the United States.

The EU’s Vaccine Diplomacy in the WHO

COVID-19 has posed a serious challenge for the European Union (EU) since 2020. The EU has adopted vaccine diplomacy, among other measures, to tackle this global pandemic. The EU also applied the Advance Purchase Agreements (APA) and export control for the COVID-19 vaccine in 2021, and did not fully support a waiver for vaccine and medicine Intellectual Property (IP) in the 2022 WTO negotiation. This paper focuses primarily on the following core issues and questions: What is the concept of vaccine diplomacy? What are the theories, policy decisions, jurisprudence and practices of the EU’s vaccine diplomacy? What is the strategy of the EU for cooperating with the WHO and the Access to Covid-19 Tools (ACT) Accelerator (COVAX)?What is the significance, and implications of EU vaccine diplomacy? The EU firmly supports WHO multilateralism and the COVAX framework for vaccine distribution and health cooperation. The EU also actively participates in WHO negotiations for a new health treaty, to respond effectively to future pandemics. This paper also suggests some ways to resolve the problem about how the EU can become a contracting party to the new WHO health treaty. Despite the fact that some policies such as the APA, vaccine export control and IP waiver were criticized by some other countries, the EU’s vaccine diplomacy in the WHO is largely a great success. The EU vaccine diplomacy is expected to increase the EU’s soft power and normative influence in the WHO, and contribute greatly to the health of European citizens, other human beings and a new emerging international health order. APA, COVAX, COVID-19, export control, EU, International Pandemic Treaty, vaccine diplomacy, WHO, WTO waiver

Beyond the waves: Unraveling pandemic outcomes with genomic insights and immunity analysis – Evidence from 14 countries

ObjectiveAlthough the World Health Organization and many governments have recategorized COVID-19 as a generally mild to moderately severe disease, consecutive pandemic waves driven by immune escape variants have underscored the need for timely and accurate prediction of the next outbreak. Nevertheless, little attention has been paid to translating genomic data and infection- and vaccine-induced immunity into direct estimates. MethodsWe retrieved epidemiologic and genomic data shortly before pandemic waves across 14 developed countries from late 2021 to mid-2022 and examined associations between early-stage variant competition, infection- and vaccine-induced immunity, and the time intervals between wave peaks. We applied regression analysis and the generalized estimating equation method to construct an inferential model. ResultsEach per cent increase in the proportion of a new variant was associated with a 1.0% reduction in interpeak intervals on average. Curvilinear associations between vaccine-induced immunity and outcome variables were observed, suggesting that reaching a critical vaccine distribution rate may decrease the caseload of the upcoming wave. ConclusionsBy leveraging readily accessible pre-outbreak genomic and epidemiologic data, our results not only substantiate the predictive potential of early variant fractions but also propose that immunity acquired through infection alone may not sufficiently mitigate transmission. Conversely, a rapid and widespread vaccination initiative appears to be correlated with a decrease in disease incidence.

A Multi-pronged Approach to Addressing Global Poxviruses Vaccine Inequity: A Case of Monkeypox.

Monkeypox has been endemic in Congo and Nigeria for at least five decades. Since early May 2022, there have been numerous unprecedented outbreaks throughout the world in places without any previously reported cases. While a majority of the diagnosed cases have been within Europe and the Americas, several cases have occurred in non-endemic African countries. As of December 2022, 82,999 cases had been reported globally, prompting concern among the World Health Organization (WHO) members. While the WHO has not labeled this epidemic a Global Health Emergency, member states have begun to put forward plans to consolidate their emergency vaccine stockpiles and share the limited number of vaccines made by the single FDA-approved manufacturer, Bavarian Nordic. Many countries are concerned about how vaccines will be shared. Some of the larger donor States are positioned to be the biggest beneficiaries of vaccine sharing, while States from areas that have been suffering from the virus since the 1970s have not been allocated any. This pattern of vaccine distribution echoes that seen during the early part of the COVID-19 pandemic. Due to the similarities between Monkeypox and Smallpox, contact precautions and vaccination seem to be effective strategies to combat its rapid spread. We aim to evaluate how an eradication program model similar to that used for Smallpox can be applied to Monkeypox, and whether it can address vaccine inequity. To do this, we use a multi-pronged approach targeting disease surveillance, vaccine awareness, manufacturing, cost, and distribution strategies.

The role of hesitancy and infrastructure in the equity and efficiency of COVID-19 vaccine administration.

After the first COVID-19 vaccines received emergency use authorization from the U.S. FDA in December 2020, U.S. states employed vaccine eligibility and administration plans (VEAPs) that determined when subgroups of residents would become eligible to receive the vaccine while the vaccine supply was still limited. During the implementation of these plans, public concern grew over whether the VEAPs and vaccine allocations from the federal government were resulting in an equitable and efficient vaccine distribution. In this study, we collected data on five states' VEAPs, federal vaccine allocations, vaccine administration, and vaccine hesitancy to assess the equity of vaccine access and vaccine administration efficiency that manifested during the campaign. Our results suggest that residents in states which opened eligibility to the vaccine sooner had more competition among residents to receive the vaccine than occurred in other states. Regardless of states' VEAPs, there was a consistent inefficiency in vaccine administration among all five states that could be attributed to both state and federal infrastructure deficits. A closer examination revealed a misalignment between federal vaccine allocations and the total eligible population in the states throughout the campaign, even when accounting for hesitancy. We conclude that in order to maximize the efficiency of future mass-vaccination campaigns, the federal and state governments should design adaptable allocation policies and eligibility plans that better match the true, real-time supply and demand for vaccines by accounting for vaccine hesitancy and manufacturing capacity. Further, we discuss the challenges of implementing such strategies.

Ethical and Practical Considerations for an Agreement to Ensure Equitable Vaccine Access Comment on "More Pain, More Gain! The Delivery of COVID-19 Vaccines and the Pharmaceutical Industry's Role in Widening the Access Gap".

This paper discusses the potential of an international agreement to ensure equitable vaccine distribution, addressing the failures witnessed during the COVID-19 pandemic. COVAX was unable to prevent vaccine monopolization and unequal distribution, which led to significant disparities in vaccination rates and avoidable deaths. Any future agreement on equitable vaccine distribution must address ethical and practical issues to ensure global health equity and access. The proposed agreement should recognize healthcare as a human right and consider vaccines beyond mere commodities, emphasizing the social responsibility of pharmaceutical companies to prioritize affordability, availability, and accessibility, particularly for low-income countries (LICs). Voluntary licensing agreements are suggested as a means to enhance access to essential medicines. The paper also outlines the necessity of international cooperation, with robust compliance mechanisms, to effectively enforce such an agreement and mitigate future health crises.

Fractional-Order Epidemic Model for Measles Infection.

In this study, a nonlinear dynamic SEVIQR measles epidemic model is constructed and analyzed using the novel Caputo fractional-order derivative operator. The model's existence and uniqueness are established. In addition, the model equilibria are determined, and the novel Jacobian determinant method recently constructed in the literature of epidemiological modeling of infectious diseases is applied to determine the threshold quantity, ℛ 0. Furthermore, we construct appropriate Lyapunov functions to establish the global asymptotic stability of the disease-free and endemic equilibrium points. Finally, the numerical solution of the model is executed employing the efficient and widely known Adams-type predictor-corrector iterative scheme, and simulation is conducted to investigate the impact of memory index and diverse preventive measures on the occurrence of the disease. Numerical simulation of the model indicates that quarantine, vaccination, and treatment can reduce the numbers of infectious and exposed populations, thereby controlling the disease. Therefore, it is recommended that the government provide financial assistance for vaccine distribution.