Literature DB >> 36170270

Estimating economic and disease burden of snakebite in ASEAN countries using a decision analytic model.

Chanthawat Patikorn1, Jörg Blessmann2, Myat Thet Nwe3, Patrick Joseph G Tiglao4,5,6,7, Taksa Vasaruchapong8, Tri Maharani9, Uyen Vy Doan10, Syafiq Asnawi Zainal Abidin11, Ahmad Khaldun Ismail12, Iekhsan Othman11, Suthira Taychakhoonavudh1, Nathorn Chaiyakunapruk13,14,15.   

Abstract

BACKGROUND: Understanding the burden of snakebite is crucial for developing evidence-informed strategies to pursue the goal set by the World Health Organization to halve morbidity and mortality of snakebite by 2030. However, there was no such information in the Association of Southeast Asian Nations (ASEAN) countries.
METHODOLOGY: A decision analytic model was developed to estimate annual burden of snakebite in seven countries, including Malaysia, Thailand, Indonesia, Philippines, Vietnam, Lao PDR, and Myanmar. Country-specific input parameters were sought from published literature, country's Ministry of Health, local data, and expert opinion. Economic burden was estimated from the societal perspective. Costs were expressed in 2019 US Dollars (USD). Disease burden was estimated as disability-adjusted life years (DALYs). Probabilistic sensitivity analysis was performed to estimate a 95% credible interval (CrI). PRINCIPAL
FINDINGS: We estimated that annually there were 242,648 snakebite victims (95%CrI 209,810-291,023) of which 15,909 (95%CrI 7,592-33,949) were dead and 954 (95%CrI 383-1,797) were amputated. We estimated that 161,835 snakebite victims (69% of victims who were indicated for antivenom treatment) were not treated with antivenom. Annual disease burden of snakebite was estimated at 391,979 DALYs (95%CrI 187,261-836,559 DALYs) with total costs of 2.5 billion USD (95%CrI 1.2-5.4 billion USD) that were equivalent to 0.09% (95%CrI 0.04-0.20%) of the region's gross domestic product. >95% of the estimated burdens were attributed to premature deaths. CONCLUSION/SIGNIFICANCE: The estimated high burden of snakebite in ASEAN was demonstrated despite the availability of domestically produced antivenoms. Most burdens were attributed to premature deaths from snakebite envenoming which suggested that the remarkably high burden of snakebite could be averted. We emphasized the importance of funding research to perform a comprehensive data collection on epidemiological and economic burden of snakebite to eventually reveal the true burden of snakebite in ASEAN and inform development of strategies to tackle the problem of snakebite.

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Year:  2022        PMID: 36170270      PMCID: PMC9518918          DOI: 10.1371/journal.pntd.0010775

Source DB:  PubMed          Journal:  PLoS Negl Trop Dis        ISSN: 1935-2727


Introduction

Snakebite is a neglected tropical disease that was estimated to affect 5.4 million victims with up to 138,000 deaths around the world [1]. Snakebite envenoming has been recognized by the World Health Organization (WHO) as the highest priority neglected tropical diseases since 2017. The WHO has set its goal to halve the global morbidity and mortality burden of snakebite by 2030 [2, 3]. The Association of Southeast Asian Nations (ASEAN) is an economic union comprising of ten member countries including Brunei Darussalam, Cambodia, Indonesia, Lao PDR, Malaysia, Myanmar, Philippines, Singapore, Thailand, and Vietnam with over 600 million people [4]. ASEAN is one of the tropical regions with disproportionately high incidence of snakebite. Previous estimation of snakebite in 2007 found that approximately 234,000–1,410,000 people were bitten by snake annually resulting in 700–18,000 deaths in eight ASEAN countries, except Brunei Darussalam and Singapore where snakebite rarely occurred and/or exact data were lacking [1]. Our previous study found that there are five domestic antivenom manufacturers in ASEAN, including Thailand, Indonesia, Philippines, Vietnam, and Myanmar. Up to 290,000 vials of antivenoms were annually produced by these manufacturers which could treat approximately 42,000 victims with snakebite envenoming. However, these produced antivenoms were not enough to treat all victims indicated for antivenom treatment. Besides, the total demand of antivenoms in ASEAN was not estimated [5]. This warranted a comprehensive research on burden of snakebite in the region to quantitatively highlight the neglected problem. Understanding the current economic and disease burden of snakebite is crucial for developing evidence-informed strategies to reduce morbidity and mortality of snakebite victims to pursue the goal set by the WHO [3]. Studies have been conducted to estimate the annual national economic and disease burden of snakebite in regions where snakebites are prevalent such as Africa [6-12]. Nevertheless, there was no such information in ASEAN countries. Thus, we aimed to estimate economic and disease burden of snakebite in ASEAN using a decision analytic modelling approach.

Methods

Ethics statement

This study was approved by the Monash University Research Ethics Committee (Project ID: 23246). Written consent was formally obtained from the participants.

Overall approaches

A decision analytic model was developed to estimate the annual economic and disease burden of snakebite in seven ASEAN countries including Malaysia, Thailand, Indonesia, Philippines, Vietnam, Lao PDR, and Myanmar. These seven countries were selected based on the evidence of documented snakebite in the country and availability of local key informants to gather more insights on the situation of snakebite which were not publicly available. Brunei Darussalam and Singapore were not included because snakebite rarely occurred and/or exact data were lacking [1]. Cambodia was not included due to lack of recently published literature on snakebite and key informants that hindered the proper estimation of the burden of snakebite in Cambodia. Annual number of snakebite victims in the region were estimated using a decision analytic model which incorporated treatment seeking behavior to include victims who were not treated in healthcare facilities. Economic burden was estimated from the societal perspective to estimate lifetime costs of snakebite victims which occurred from snakebite episode to long-term consequences. To enable comparison of economic burden between countries, all costs of snakebite were presented as annual national total costs for each country in 2019 USD and converted to the percentage of country’s gross domestic product (GDP) in 2019. Disease burden of snakebite was estimated and quantified as disability-adjusted life years (DALYs) lost due to snakebite in one year in each country.

Decision analytic model

A decision analytic model was developed to simulate the course of snakebite victims in ASEAN which was adapted from previous economic evaluations of antivenoms for snakebite antivenom in West Africa ( [13, 14]. Victims who were bitten by snake sought for treatment either at conventional treatment (hospitals or healthcare facilities) or traditional treatment through traditional healers to reflect the treatment seeking behavior of victims in the region [5]. Victims who firstly sought traditional healers might subsequently switch to conventional treatment or continue their treatments with traditional healers. Snakebite victims might be indicated for antivenom treatment depending on the occurrence of systemic envenoming following snakebite. Victims who were not indicated for antivenom treatment were assumed to result in being alive as the envenoming is not life-threatening [15-21]. Victims indicated for antivenom treatment who sought conventional treatment might be given with antivenom depending on the current level of access to antivenom in each country. Level of access to antivenom was determined by the number of antivenoms treatment available divided by number of victims indicated for antivenom treatment. Victims who received antivenom treatment might have adverse drug reaction (ADR) following antivenom administration. Victims indicated for antivenom treatment regardless of their treatment seeking behavior might be alive or dead. Alive victims might have disability. Disabilities included in this model were digit and limb amputation.

Decision tree to estimate economic and disease burden of snakebite in ASEAN countries.

Abbreviation: ADR–adverse drug reaction.

Input parameters

Country-specific input parameters were sought from various sources, including published literature, data from the country’s Ministry of Health, local data, and expert opinion ( [15-62]. An in-depth interview with key informants who were experts in snakebite in ASEAN was also conducted to confirm the retrieved parameters, refer to potential sources of information that might not be publicly available, and ask for their opinions when data were not available. The input parameters were validated through triangulation of data from literature, local data, and interview. Justification of input parameters was described in . Main sources of information were national statistics and published research for the burden estimation of Malaysia, Thailand, and Myanmar. Published research and anecdotal evidence (local data, and expert opinion) were the main sources of information for the burden estimation of Vietnam, and Lao PDR. Anecdotal evidence was the only source of information for the burden estimation of Indonesia, and Philippines.

Model assumptions

There were three key assumptions of the model. First, one person can be bitten by snake only once in a lifetime. Second, snakebite victims were accompanied by relatives or family members who took care of them during snakebite episode. Third, antivenom was given to reverse snakebite envenoming and save lives. However, there was no data on the efficacy or effectiveness of antivenom in ASEAN countries. Thus, antivenom effectiveness was based on a study in Nigeria which found a 2.33 fold (95% confidence interval [CI]; 1.26–4.06) increase risk of death in antivenom indicated victims who were not treated with antivenom compared to those treated with antivenom [40]. This relative risk was used to calculate the probability of death due to snakebite in those who were not treated with geographically appropriate antivenoms.

Total number of snakebite victims

Estimating the total number of snakebite victims occurring in one year in each country was done by applying the country-specific input parameters into the model. The estimated snakebite victims were categorized by their gender, age groups, treatment seeking behavior, indication for antivenom treatment, and disease consequences, i.e., deaths, alive without disabilities, and alive with disabilities.

Costs of snakebite

Costs of snakebite were estimated from societal perspective, including direct medical costs, direct non-medical costs, and indirect costs ( and ). Direct medical costs were estimated using a bottom-up approach which included costs of hospitalization, antivenom treatment, antivenom logistics, ADR management, and amputation. Direct non-medical costs included costs of transportation and additional food for victims and their relatives during snakebite episodes. Indirect costs were estimated using a human capital approach by multiplying the time lost due to illness to the daily income based on the GDP per capita of each country [61]. Indirect costs included productivity losses during snakebite episode of victims and their relatives and productivity losses due to premature death. Productivity losses during snakebite episodes for victims and their relatives were estimated by multiplying length of stay to the daily income. Productivity losses due to premature death were estimated by multiplying the remaining working years from the age of death up to retirement age at 60 years to the GDP per capita. Productivity losses were not quantified for those who died after the age of 60. Productivity losses due to premature death were discounted at the rate of 3% and adjusted for annual growth of GDP per capita in each country [58–60, 62].

Disease burden of snakebite

Disease burden of snakebite was calculated as DALYs using the template developed by WHO [63]. DALYs were the sum of years of life lost (YLL) and years lived with disability (YLD). YLLs due to snakebite envenoming were calculated from the number of deaths multiplied by a global standard life expectancy at the age of death. YLDs of snakebite victims included YLDs for snakebite episode and YLDs for amputation. YLDs were calculated from the duration of disability multiplied to a disability weight for each condition according to the Global Burden of Disease 2013 study () [46].

Analysis

Economic and disease burden of snakebite in ASEAN was estimated using input parameters as base-case estimates. Sensitivity analyses were performed to assess the model robustness. One-way sensitivity analysis was performed to assess uncertainty of the base-case input parameters over their plausible ranges on the model outputs. Scenario analysis was performed by incorporating post-traumatic stress disorder (PTSD) into the model as a mental disability which estimated that PTSD would occur in 8% (95%CI; 2–18%) of the victims who survived from snakebite envenoming [64]. PTSD could also occur following a snakebite without systemic envenoming. However, the incidence was unknown. Therefore, by applying a lower boundary level of the probability of PTSD following snakebite, it was estimated that 2% of snakebite victims without envenoming would have PTSD following snakebite. Estimation of economic burden of PTSD following snakebite is explained in [65-67]. Probabilistic sensitivity analysis was performed using Monte Carlo simulations for 1,000 times by randomly sampling on a distribution of all parameters to estimate a 95% credible interval (CrI) of the economic and disease burden of snakebite.

Patient and public involvement

Patients or the public were not involved in the design, or conduct, or reporting, or dissemination plans of our research.

Results

Snakebite victims in ASEAN

The model estimated that there were 242,648 snakebite victims (95%CrI 209,810–291,023) annually occurring in ASEAN with annual incidence of 38.03 per 100,000 population (95%CrI 32.89–45.62). The estimated incidence of snakebite ranged from the lowest in Malaysia (10.68 per 100,000 population) to the highest in Lao PDR (200.00 per 100,000 population). (Tables and ). Estimates are presented as base-case estimates with their 95% credibility interval (in parentheses) based on probabilistic sensitivity analysis. Abbreviations: DALYs–disability-adjusted life years; YLDs–years lived with disabilities; YLLs–years of life lost * input parameters were based on national statistics and published literature ¶ Input parameters were based on published literature and anecdotal evidence + Input parameters were based on anecdotal evidence. Among 117,575 snakebite victims who were indicated for antivenom treatment (95%CrI 73,790–175,390), there were 954 amputations (95%CrI 383–1,797) and 15,909 deaths (95%CrI 7,592–33,949) following snakebite envenoming. Mortality of snakebite envenoming was estimated at 2.49 per 100,000 population (95%CrI 1.19–5.32), ranging from the lowest in Thailand (0.006 per 100,000 population) to the highest in Lao PDR (14.04 per 100,000 population) ( and ).

Estimated annual epidemiological burden of snakebite in ASEAN countries.

The estimated incidence of snakebite ranged from the lowest in Malaysia (10.68 per 100,000 population) to the highest in Lao PDR (200.00 per 100,000 population). The estimated mortality of snakebite envenoming ranged from the lowest in Thailand (0.006 per 100,000 population) to the highest in Lao PDR (14.04 per 100,000 population). Main sources of information were national statistics and published research for the burden estimation of Malaysia, Thailand, and Myanmar. Published research and anecdotal evidence (local data, and expert opinion) were the main sources of information for the burden estimation of Vietnam, and Lao PDR. Anecdotal evidence was the only source of information for the burden estimation of Indonesia, and Philippines. Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com. It was estimated that 80,813 snakebite victims in ASEAN (31% of victims who were indicated for antivenom treatment) were treated with antivenom, ranging from the lowest in Lao PDR (4.2%) to the highest in Thailand (99.9%) ().

Estimated proportions of snakebite victims treated with antivenom in ASEAN countries.

Percentages are estimated from number of snakebite victims treated with antivenom divided by total number of snakebite victims with systemic envenoming who need antivenom; Main sources of information were national statistics and published research for the burden estimation of Malaysia, Thailand, and Myanmar. Published research and anecdotal evidence (local data, and expert opinion) were the main sources of information for the burden estimation of Vietnam, and Lao PDR. Anecdotal evidence was the only source of information for the burden estimation of Indonesia, and Philippines.

Economic burden of snakebite in ASEAN

Annual economic burden of snakebite in ASEAN was estimated at 2.5 billion USD (95%CrI 1.2–5.4 billion USD) which was equivalent to 0.09% (95%CrI 0.04–0.20%) of the GDP ( and ). The total costs of snakebite included direct medical costs of 69.0 million USD (95%CrI 49.0–94.8 million USD), direct non-medical costs of 6.5 million USD (95%CrI 4.2–10.3 million USD), and indirect costs of 2.4 billion USD (95%CrI 1.1–5.3 billion USD). The estimated economic burden of snakebite ranged from the lowest in Malaysia (2 million USD) to the highest in Indonesia (1.9 billion USD).

Estimated annual economic and disease burden of snakebite in ASEAN countries.

(A) Disease burden of snakebite; data in parentheses are the percentages of disease burden attributable to years of life lost. (B) Costs in million USD; data in parentheses are the percentages of economic burden attributable to indirect costs. (C) Costs in percentage of gross domestic product; Main sources of information were national statistics and published research for the burden estimation of Malaysia, Thailand, and Myanmar. Published research and anecdotal evidence (local data, and expert opinion) were the main sources of information for the burden estimation of Vietnam, and Lao PDR. Anecdotal evidence was the only source of information for the burden estimation of Indonesia, and Philippines. Costs are presented as 2019 USD where 1 USD = 14,147.67 Indonesian Rupees = 51.80 Philippine Pesos = 23,050.24 Vietnamese Dong = 8,679.41 Lao Kip = 1,518.26 Myanmar Kyat. Abbreviation: GDP–gross domestic product; USD—US Dollar. Estimates are presented as base-case estimates (x 1000 USD) with their 95% credibility interval (in parentheses) based on probabilistic sensitivity analysis. Costs are presented as 2019 USD where 1 USD = 14,147.67 Indonesian Rupees = 51.80 Philippine Pesos = 23,050.24 Vietnamese Dong = 8,679.41 Lao Kip = 1,518.26 Myanmar Kyat. Abbreviation: GDP–gross domestic product; USD—US Dollar * input parameters were based on national statistics and published literature ¶ Input parameters were based on published literature and anecdotal evidence + Input parameters were based on anecdotal evidence. The total economic burden of 2.5 billion USD was broken down into hospitalization costs (59.7 million USD; 2.4% of the total economic burden), antivenom-related costs (9.2 million USD; 0.4%), amputation costs (0.1 million USD, 0.005%), transportation costs (3.1 million USD, 0.1%), food costs (3.4 million USD, 0.1%), productivity losses of victims and relatives during snakebite episode (16.1 million USD, 0.6%), and productivity losses due to premature death (2.4 billion USD, 96.4%).

Disease burden of snakebite in ASEAN

We estimated an annual disease burden of snakebite in ASEAN of 391,979 DALYs (95%CrI 187,261–836,559), which was equivalent to 61 DALYs per 100,000 population (95%CrI 29–131) (). The estimated disease burden of snakebite involved 391,154 YLLs due to death from snakebite envenoming (95%CrI 186,491–835,263; 99.8% of the total DALYs), 330 YLDs for snakebite episode (95%CrI 154–613; 0.08%), and 495 YLDs for amputation (95%CrI 175–1,049; 0.13%). DALYs lost due to snakebite ranged from the lowest in Malaysia (52 DALYs) to the highest in Indonesia (262,888 DALYs).

Comparison of economic and disease burden per victim with snakebite envenoming across countries

Economic and disease burden per victim with snakebite envenoming was compared across ASEAN countries (). Mortality rate of snakebite envenoming ranged from the lowest in Thailand (0.001) to the highest in Lao PDR (0.332). Amputation rate of snakebite envenoming ranged from the lowest in Malaysia, Vietnam, and Myanmar (0.000) to the highest in Lao PDR (0.047). DALYs lost due to snakebite envenoming per victim ranged from the lowest in Thailand (0.02 DALYs per victim) to the highest in Lao PDR (8.10 DALYs per victim). Total costs of snakebite envenoming per victim ranged from the lowest in Thailand (861 USD per victim) to the highest in Philippines (47,072 USD per victim).

Sensitivity analysis

One-way sensitivity analysis found that influential parameters for economic and disease burden were discount rate, probability of death due to snakebite envenoming, relative risk of death when antivenoms are not available, probability of systemic envenoming indicated for antivenom treatment, incidence of snakebite, and length of stay of victims indicated for antivenom treatment ( and ). When PTSD was incorporated in the model in scenario analysis, the model estimated that there would be 10,293 cases of PTSD (95%CrI 4,651–20,954) with disease burden of 17,458 YLDs (95%CrI 5,869–40,035 YLDs) and productivity losses of 12.7 million USD (95%CrI 4.7–27.9 million USD) (). PTSD following snakebite was found to slightly increased the economic (total costs of 2.52 billion USD; 0.5% increase) and disease burden (405,102 DALYs; 4.5% increase).

Discussion

To achieve the goal set by the WHO to halve burden of snakebite by 2030, countries should know their current economic and disease burden of snakebite to understand their current standpoint. To our understanding, this is the first study conducted to estimate the economic and disease burden of snakebite in Southeast Asia. The annual economic and disease burden of snakebite in seven ASEAN countries were estimated using a decision analytic model incorporating input parameters from various sources including published literature and local sources to estimate the burden of all snakebite victims regardless of their treatment seeking behavior. We estimated that annually there were 242,648 snakebite victims (95%CrI 209,810–291,023) of which 15,909 victims (95%CrI 7,592–33,949) were dead and 954 victims (95%CrI 383–1,797) were amputated. The estimated number of snakebite victims and deaths were comparable to the previous estimates in 2007 of approximately 234,000–1,410,000 snakebite victims and 700–18,000 deaths [1]. Annual disease burden of snakebite was estimated at 391,979 DALYs (95%CrI 187,261–836,559). Total costs of snakebite were estimated at 2.5 billion USD (95%CrI 1.2–5.4 billion USD) which were equivalent to 0.09% (95%CrI 0.04–0.20%) of the region’s GDP. The share of the estimated economic burden from snakebite of the country’s GDP ranged from 0.001% in Malaysia to 0.443% in Lao PDR which were remarkably high compared to less than 0.001%. in Iran and Burkina Faso and 0.016% in Sri Lanka [6-9]. The estimated disease burden of snakebite of 391,979 DALYs in seven ASEAN countries (61 DALYs per 100,000 population) was low compared to the previous estimates of 319,874 DALYs in 16 Western African countries (approximately 93 DALYs per 100,000 population) [11] and 1,029,209 DALYs in 41 Sub-Saharan African countries (approximately 120 DALYs per 100,000 population) [10]. This could be partly explained by the differences in the incidence and mortality of snakebite and access to antivenom treatment. Compared to the disease burden of neglected tropical diseases in seven ASEAN countries that were estimated in the Global Burden of Disease 2019 study, snakebite was the second highest burden ranking below dengue (909,899 DALYs) (). The disease burdens of malaria (72,844 DALYs) and rabies (66,525 DALYs) were much lower than snakebite [68]. In Malaysia and Thailand, >90% of victims indicated for antivenom could access to it. In contrast, remarkably lower proportions were demonstrated in Lao PDR, Indonesia, Philippines, Vietnam, and Myanmar of which 4–64% antivenom indicated victims were treated with antivenoms. These victims either sought traditional healers or were treated in healthcare facilities but did not receive antivenom due to inadequate supply of antivenom. Consequently, most deaths from snakebite envenoming (99.9%) in ASEAN were from Indonesia, Philippines, Vietnam, Lao PDR, and Myanmar which contributed to high economic and disease burden of premature death from snakebite envenoming. We found that more than 95% of the estimated economic and disease burden was attributed to premature deaths. Treating all snakebite victims who need antivenoms in these countries would save their lives which would result in a tremendous decrease in the burden of snakebite in ASEAN. However, increasing access to antivenom was not only about producing antivenoms but the whole surrounding supporting and management system especially the information system to inform decision making and logistics to efficiently deliver antivenoms even to the farthest healthcare facilities. We previously assessed the situation of snakebite in ASEAN and provided the potential opportunities to improve situation of snakebite in ASEAN to meet the WHO’s target of halving snakebite mortality and morbidity by 2030. These potential opportunities included accurate estimation of antivenom demand, rigorous regulations of antivenom, strengthening the supply chain system, raising public awareness about the importance of treating snakebite envenoming by healthcare professionals, strengthening the health system to ensure appropriate snakebite management and rational use of antivenoms, and expanding collaboration of local and international stakeholders and funders [5]. There were few important limitations of this study worth mentioning. Firstly, Cambodia was not included in this study because we were not able to identify published literature and key informants that could be utilized to estimate the burden of snakebite in Cambodia. It is important to note that Cambodia is one of the countries that imported antivenoms from Thailand, indicating that there were snakebite victims in this country [5]. Secondly, consequences of snakebite included in the model and its sensitivity analysis were limited to death, amputation, and PTSD. Other disabilities such as blindness, malignant ulcers, and pregnancy loss were not included due to a lack of empirical evidence in ASEAN [13]. This warrants future studies in ASEAN to evaluate all relevant consequences and disabilities and associated costs of snakebite to allow better estimation of burden of snakebite. Lastly, there was no nation-wide community and hospital study to comprehensively collect the number of snakebite victims in some of the included countries. Hence, input parameters must be estimated based on non-national studies, local data, and expert opinions, resulting in a wide range of the estimated economic and disease burden of snakebite in ASEAN. This is especially relevant in Lao PDR and Indonesia where snakebite incidences were very high and estimated by local experts. Nevertheless, our findings suggested that there was high burden of snakebite despite the availability of domestically produced antivenoms in the region. We emphasized the importance of funding research to perform a comprehensive data collection on epidemiological and economic burden of snakebite to eventually reveal the true burden of snakebite in ASEAN. These data will yield more accurate information on burden of snakebite to guide decision making in not only the ASEAN but also the WHO to develop global strategies to tackle the problem of snakebite.

Conclusion

Annual production of 290,000 vials of antivenom in ASEAN were given to only 31% of victims who were indicated for antivenom treatment. Our estimates highlighted the high economic and disease burden of snakebite in ASEAN despite the availability of domestically produced antivenoms. Almost all of the estimated economic and disease burdens were attributed to premature deaths from snakebite envenoming which suggested that the remarkably high burden of snakebite could be averted, especially in countries where large proportions of victims who needed antivenom were not treated with geographically appropriate antivenoms. Strategies should be developed with the goal to improve health outcomes of snakebite victims. However, strategies used to achieve this goal are likely to be complex and different across countries depending on each country’s context and situation such as accurate informatics, rigorous regulations of antivenoms, efficient supply chain, rational use of antivenoms, appropriate treatment seeking behaviors, and good governance to support a strong healthcare system.

Justification of input parameters.

(DOCX) Click here for additional data file.

Estimation of economic and disease burden of post-traumatic stress disorder following snakebite envenoming.

(DOCX) Click here for additional data file. (DOCX) Click here for additional data file.

Estimated annual epidemiological and disease burden of snakebite in 2019 in ASEAN countries.

(DOCX) Click here for additional data file.

Estimated annual epidemiological and disease burden of snakebite envenoming per case in ASEAN countries.

(DOCX) Click here for additional data file.

Estimated annual economic and disease burden of post-traumatic stress disorder following snakebite.

(DOCX) Click here for additional data file.

One-way sensitivity analysis of economic burden.

(DOCX) Click here for additional data file.

One-way sensitivity analysis of disability-adjusted life years (DALYs) of snakebite.

(DOCX) Click here for additional data file.

Comparison of annual disease burden of neglected tropical diseases in ASEAN.

Estimated disease burden of snakebite from this study (shown in purple) was compared to the disease burden of neglected tropical diseases in seven ASEAN countries that were estimated in the Global Burden of Disease 2019 study. (DOCX) Click here for additional data file. 27 Jun 2022 Dear Nathorn Thank you very much for submitting your manuscript "Estimating economic and disease burden of snakebite in ASEAN countries using a decision analytic model" for consideration at PLOS Neglected Tropical Diseases. As with all papers reviewed by the journal, your manuscript was reviewed by members of the editorial board and by several independent reviewers. The reviewers appreciated the attention to an important topic. Based on the reviews, we are likely to accept this manuscript for publication, providing that you modify the manuscript according to the review recommendations. Please prepare and submit your revised manuscript within 30 days. If you anticipate any delay, please let us know the expected resubmission date by replying to this email. When you are ready to resubmit, please upload the following: [1] A letter containing a detailed list of your responses to all review comments, and a description of the changes you have made in the manuscript. Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out [2] Two versions of the revised manuscript: one with either highlights or tracked changes denoting where the text has been changed; the other a clean version (uploaded as the manuscript file). Important additional instructions are given below your reviewer comments. Thank you again for your submission to our journal. We hope that our editorial process has been constructive so far, and we welcome your feedback at any time. Please don't hesitate to contact us if you have any questions or comments. Sincerely, Indika Gawarammana Deputy Editor PLOS Neglected Tropical Diseases Indika Gawarammana Deputy Editor PLOS Neglected Tropical Diseases *********************** Please attend to the comments made by the reviewers . Reviewer's Responses to Questions Key Review Criteria Required for Acceptance? As you describe the new analyses required for acceptance, please consider the following: Methods -Are the objectives of the study clearly articulated with a clear testable hypothesis stated? -Is the study design appropriate to address the stated objectives? -Is the population clearly described and appropriate for the hypothesis being tested? -Is the sample size sufficient to ensure adequate power to address the hypothesis being tested? -Were correct statistical analysis used to support conclusions? -Are there concerns about ethical or regulatory requirements being met? Reviewer #1: I am not a Health Economist and my review is therefore limited in its scope. I sincerely hope that the Editor has sought a review from a suitable qualified Health Economist -The objectives of the study were clearly articulated and a clear testable hypothesis was stated. -The study design is appropriate to address the stated objectives - but does necessarily (due to lack of primary data) make many assumptions. These assumptions include data on: - incidence of PTSD following snake envenoming - the authors need to add a reference for this because I don't know any reliable study on this topic - days lost post-envenoming - how was this calculated? This needs to be added to the supplementary data -The populations examined in this study are clearly described and appropriate. -The sample size is sufficient to ensure adequate power. -Appropriate statistical analysis was used to support conclusions. -Based upon the manuscript I believe that there no concerns about ethical or regulatory requirements Reviewer #2: The objective is clearly stated. The study design is appropriate. Only one-year incidence of snakebite was used for the calculation. When available, average incidence from 3-5 years should be used. Reviewer #3: Estimating economic and disease burden of snakebite in ASEAN countries using a decision analytic model It has been very stimulating and enlightening to review this very interesting and timely paper on economic and disease burden of snakebite in ASEAN countries. The study has clear objectives which have been achieved with a sound methodological design. I have a few minor comments: 1. The authors need to explain the rationale behind the choice of the countries selected for this analysis. While it may have been done based on previous literature, were any recent data considered to justify the selection? In addition, excluding Cambodia needs a stronger justification. 2. The decision analytic model used in this study, assumes that complications leading to disability occur only in snakebites that require anti-venom treatment. However, there is evidence to support that both physical and psychological complications can arise in any snakebite experience independent of envenomation. The authors need to consider this phenomenon and improve the model suitably. 3. Although disability due to snakebite was confined to amputations in this study, there is evidence that many other physical complications and residual health problems result from snakebite. This phenomenon and the difficulties associated with considering them for this analysis need to be discussed. -------------------- Results -Does the analysis presented match the analysis plan? -Are the results clearly and completely presented? -Are the figures (Tables, Images) of sufficient quality for clarity? Reviewer #1: The results are clearly presented, both in the manuscript and in the supplemental material Reviewer #2: Due to the uncertain incidence in some countries, it is interesting to compare the data that are independent of incidence among different countries, e.g., death rate, amputation rate, average medical costs by case and average costs from productivity loss by case. This information is helpful to formulate an appropriate policy for each country. Reviewer #3: The analyses are appropriate and the results are presented comprehensively. -------------------- Conclusions -Are the conclusions supported by the data presented? -Are the limitations of analysis clearly described? -Do the authors discuss how these data can be helpful to advance our understanding of the topic under study? -Is public health relevance addressed? Reviewer #1: (No Response) Reviewer #2: Line 295-296: The ASEAN burden is lower than that of Africa. Why the authors discuss that it is noticeably high? Reviewer #3: The conclusions are appropriate. However, a stronger conclusion towards prevention, improving access to anti-venom and better management of snakebite will help to inform policy in the ASEAN region. -------------------- Editorial and Data Presentation Modifications? Use this section for editorial suggestions as well as relatively minor modifications of existing data that would enhance clarity. If the only modifications needed are minor and/or editorial, you may wish to recommend “Minor Revision” or “Accept”. Reviewer #1: This important manuscript address a greatly under-researched and greatly-needed domain in the field of snakebite and I congratulate the authors for their efforts in acquiring data from very diverse sources. The manuscript is well structured but would benefit from extensive editing on English phrasing and spelling. Line 106 - there are so few papers examining the HE costs of snakebite that I was surprised to see that the PLOS paper on the HE burden of snakebite in Burkina Faso was not included - it should be (Ahmed S, Koudou GB, Bagot M, Drabo F, Bougma WR, Pulford C, Bockarie M, Harrison RA. Health and economic burden estimates of snakebite management upon health facilities in three regions of southern Burkina Faso. PLoS Negl Trop Dis. 2021 Jun 21;15(6)). The absence of this paper suggests that the authors need to run an updated extensive review of the global literature for snakebite HE studies. If the authors are sufficiently confident in their HE data and analysis, I think the title should be revised to increase its impact and likelihood of being read by Public Health decision makers - perhaps something like 'Health economic analysis estimates that the 391,979 DALY annual disease burden of snake envenoming in the ASEAN region costs USD 2.5 billion'. I think the manuscript would benefit from an expansion of the overly brief discussion. This could include implications to WHO and each ASEAN country to meet the target of halving snakebite mortality and morbidity by 2030 (more primary research delivering data with fewer assumptions; cost benefits of managing snakebite better; funding implications - by Governments and WHO to meet this target; etc) The conclusion would benefit by a very clear statement that the annual delivery of 290,000 vials of antivenom (apprx 42,000 treatments) is less than half that needed to treat the 117,575 victims - and describe the medical, societal, USD and GDP cost benefits of meeting the cost of delivery this expanded volume of antivenom. The authors could also make the important point, perhaps after the 'limitations' section) that funding of primary research would deliver much needed snakebite HE data that would reduce the data assumptions (that had to be made to complete this analysis) and yield accurate HE data for ASEAN countries, and WHO, to guide their decision making. Reviewer #2: (No Response) Reviewer #3: Minor Revision -------------------- Summary and General Comments Use this section to provide overall comments, discuss strengths/weaknesses of the study, novelty, significance, general execution and scholarship. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. If requesting major revision, please articulate the new experiments that are needed. Reviewer #1: This is an important paper that adds valuable new information on the disease and health economic burden caused by snakebite. It could, but shouldn't, be criticised for the many data assumptions that were needed to populate their analytical tree - because the data was the best available and the results and public health implications therefrom are very important. Reviewer #2: The knowledge of the disease burden in this area will be very helpful for the policy makers. 1. The incidence and burden are markedly heterogeneous among different countries suggesting that the policy changes should be country-specific. 2. The burden is largely contributed by the countries where the snakebite incidences were very high and estimated by local experts. This limitation should be addressed. Reviewer #3: Overall this is a very good attempt at quantifying the burden of snakebite in the ASEAN region and will add significantly to the literature on snakebite. -------------------- PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: No Reviewer #3: No Figure Files: While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at figures@plos.org. Data Requirements: Please note that, as a condition of publication, PLOS' data policy requires that you make available all data used to draw the conclusions outlined in your manuscript. Data must be deposited in an appropriate repository, included within the body of the manuscript, or uploaded as supporting information. This includes all numerical values that were used to generate graphs, histograms etc.. For an example see here: http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001908#s5. Reproducibility: To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. Additionally, PLOS ONE offers an option to publish peer-reviewed clinical study protocols. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols References Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article's retracted status in the References list and also include a citation and full reference for the retraction notice. 11 Jul 2022 Submitted filename: 1. Author response letter_burden of snakebite in ASEAN.docx Click here for additional data file. 30 Aug 2022 Dear Nathorn We are pleased to inform you that your manuscript 'Estimating economic and disease burden of snakebite in ASEAN countries using a decision analytic model' has been provisionally accepted for publication in PLOS Neglected Tropical Diseases. Before your manuscript can be formally accepted you will need to complete some formatting changes, which you will receive in a follow up email. A member of our team will be in touch with a set of requests. Please note that your manuscript will not be scheduled for publication until you have made the required changes, so a swift response is appreciated. IMPORTANT: The editorial review process is now complete. PLOS will only permit corrections to spelling, formatting or significant scientific errors from this point onwards. Requests for major changes, or any which affect the scientific understanding of your work, will cause delays to the publication date of your manuscript. Should you, your institution's press office or the journal office choose to press release your paper, you will automatically be opted out of early publication. We ask that you notify us now if you or your institution is planning to press release the article. All press must be co-ordinated with PLOS. Thank you again for supporting Open Access publishing; we are looking forward to publishing your work in PLOS Neglected Tropical Diseases. Best regards, Indika Gawarammana Section Editor PLOS Neglected Tropical Diseases *********************************************************** Reviewer's Responses to Questions Key Review Criteria Required for Acceptance? As you describe the new analyses required for acceptance, please consider the following: Methods -Are the objectives of the study clearly articulated with a clear testable hypothesis stated? -Is the study design appropriate to address the stated objectives? -Is the population clearly described and appropriate for the hypothesis being tested? -Is the sample size sufficient to ensure adequate power to address the hypothesis being tested? -Were correct statistical analysis used to support conclusions? -Are there concerns about ethical or regulatory requirements being met? Reviewer #1: The authors have very satisfactorily addressed all my comments/suggestions Reviewer #2: yes ********** Results -Does the analysis presented match the analysis plan? -Are the results clearly and completely presented? -Are the figures (Tables, Images) of sufficient quality for clarity? Reviewer #1: The authors have very satisfactorily addressed all my comments/suggestions Reviewer #2: yes ********** Conclusions -Are the conclusions supported by the data presented? -Are the limitations of analysis clearly described? -Do the authors discuss how these data can be helpful to advance our understanding of the topic under study? -Is public health relevance addressed? Reviewer #1: The authors have very satisfactorily addressed all my comments/suggestions Reviewer #2: yes ********** Editorial and Data Presentation Modifications? Use this section for editorial suggestions as well as relatively minor modifications of existing data that would enhance clarity. If the only modifications needed are minor and/or editorial, you may wish to recommend “Minor Revision” or “Accept”. Reviewer #1: The authors have very satisfactorily addressed all my comments/suggestions Reviewer #2: no ********** Summary and General Comments Use this section to provide overall comments, discuss strengths/weaknesses of the study, novelty, significance, general execution and scholarship. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. If requesting major revision, please articulate the new experiments that are needed. Reviewer #1: The authors have very satisfactorily addressed all my comments/suggestions Reviewer #2: I am satisfied with the revision ********** PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: No 13 Sep 2022 Dear Mr. Chaiyakunapruk, We are delighted to inform you that your manuscript, "Estimating economic and disease burden of snakebite in ASEAN countries using a decision analytic model," has been formally accepted for publication in PLOS Neglected Tropical Diseases. We have now passed your article onto the PLOS Production Department who will complete the rest of the publication process. All authors will receive a confirmation email upon publication. The corresponding author will soon be receiving a typeset proof for review, to ensure errors have not been introduced during production. Please review the PDF proof of your manuscript carefully, as this is the last chance to correct any scientific or type-setting errors. 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Table 1

Estimated annual disease burden of snakebite in ASEAN countries.

Snakebite victims, nAntivenom indicated victims, nDeaths, nAmputations, nYLLsYLDsDALYsDALYs per 100,000 population
Malaysia * 3,412 (3,303–3,533)481 (254–767)2 (0–6)050 (0–151)1.4 (0.6–2.5)52 (1–152)0.2 (0.003–0.5)
Thailand * 8,715 (8,525–8,906)5,166 (3,766–6,482)4 (2–7)2 (0–7)102 (51–178)8 (4–14)110 (57–185)0.2 (0.1–0.3)
Indonesia + 135,000 (134,297–135,689)49,632 (34,229–65,496)10,547 (5,012–22,563)799 (355–1,426)262,302 (124,650–561,145)586 (246–1,120)262,888 (125,252–562,144)97 (46–208)
Philippines + 13,377 (11,452–15,772)1,755 (1,457–2,127)550 (274–1,099)12 (6–16)13,311 (6,624–26,641)7 (4–11)13,320 (6,632–26,649)12 (6–25)
Vietnam 46,745 (17,500–91,013)41,236 (15,290–80,701)1,655 (490–4,440)040,136 (11,869–107,679)114 (38–258)40,250 (11,931–107,876)42 (12–112)
Lao PDR 14,339 (14,111–14,571)3,029 (2,917–3,138)1,007 (510–2,009)141 (22–348)24,468 (12,420–48,837)61 (10–189)24,532 (12,462–48,880)342 (174–682)
Myanmar * 21,059 (20,623–21,540)16,275 (15,877–16,679)2,145 (1,303–3,824)050,786 (30,877–90,632)44 (27–67)50,830 (30,926–90,673)94 (57–168)
Total 242,648 (209,810–291,023)117,575 (73,790–175,390)15,909 (7,592–33,949)954 (383–1,797)391,154 (186,491–835,263)825 (329–1,661)391,979 (187,261–836,559)61 (29–131)

Estimates are presented as base-case estimates with their 95% credibility interval (in parentheses) based on probabilistic sensitivity analysis. Abbreviations: DALYs–disability-adjusted life years; YLDs–years lived with disabilities; YLLs–years of life lost

* input parameters were based on national statistics and published literature

¶ Input parameters were based on published literature and anecdotal evidence

+ Input parameters were based on anecdotal evidence.

Table 2

Estimated annual economic burden (x1,000 USD) of snakebite in ASEAN countries.

Direct medical costs, x1,000 USDDirect non-medical costs, x1,000 USDIndirect costs, x1,000 USDTotal costs, x1,000 USDTotal costs, % of GDP
Healthcare costsAntivenom-related costsAmputation costsTransportation costsAdditional food costsProductivity losses during Snakebit episodeProductivity losses due to Premature death
Malaysia * 754 (620–932)475 (249–758)038 (34–42)29 (23–40)366 (289–484)622 (0–1,866)2,284 (1,380–3,736)0.001% (0.000–0.001%)
Thailand * 2,027 (1,615–2,531)1,176 (844–1,506)0.2 (0–0.6)58 (54–64)50 (37–67)925 (702–1,190)762 (381–1,333)4,999 (3,861–6,260)0.001% (0.001–0.001)
Indonesia + 51,836 (36,900–70,844)4,129 (3,727–4,520)100 (44–178)1,579 (1,431–1,738)1,442 (1,027–1,970)8,752 (6,506–11,566)1,922,241 (914,489–4,110,887)1,988,891 (975,513–4,202,049)0.178% (0.087–0.375%)
Philippines + 444 (338–578)147 (130–162)1 (1–2)63 (52–76)46 (35–60)638 (518–793)81,905 (40,762–163,735)83,244 (42,165–165,246)0.022% (0.011–0.044%)
Vietnam 3,208 (1,090–7,137)1,094 (447–1,210)0853 (299–1,874)1,463 (494–3,264)3,801 (1,320–8,251)257,594 (76,180–690,928)268,013 (82,106–710,764)0.102% (0.031–0.271%)
Lao PDR 55 (42–71)27 (23–32)12 (2–34)13 (12–15)16 (13–20)427 (361–501)80,031 (40,573–159,767)80,583 (41,188–160,291)0.443% (0.227–0.882%)
Myanmar * 1,382 (1,047–1,815)2,159 (1,910–2,425)0474 (417–526)394 (303–516)1,208 (952–1,551)73,569 (44,703–131,172)79,186 (50,302–136,615)0.104% (0.066–0.180%)
Total 59,706 (41,652–83,950)9,208 (7,329–10,613)114 (46–215)3,078 (2,299–4,335)3,441 (1,932–5,938)16,117 (10,648–24,335)2,416,724 (1,117,087–5,259,687)2,507,199 (1,196,516–5,384,962)0.091% (0.043–0.195%)

Estimates are presented as base-case estimates (x 1000 USD) with their 95% credibility interval (in parentheses) based on probabilistic sensitivity analysis. Costs are presented as 2019 USD where 1 USD = 14,147.67 Indonesian Rupees = 51.80 Philippine Pesos = 23,050.24 Vietnamese Dong = 8,679.41 Lao Kip = 1,518.26 Myanmar Kyat. Abbreviation: GDP–gross domestic product; USD—US Dollar

* input parameters were based on national statistics and published literature

¶ Input parameters were based on published literature and anecdotal evidence

+ Input parameters were based on anecdotal evidence.

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Authors:  Suthimon Thumtecho; Thunyaporn Tangtrongchitr; Sahaphume Srisuma; Thanaporn Kaewrueang; Panee Rittilert; Aimon Pradoo; Achara Tongpoo; Winai Wananukul
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7.  Health and economic burden estimates of snakebite management upon health facilities in three regions of southern Burkina Faso.

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