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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1600635</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Divergent trajectories in pancreatic cancer burden among older adults (55+): a GBD 2021 analysis revealing China&#x2019;s dual epidemic of aging and population growth (1990&#x2013;2045)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Dong</surname> <given-names>Hui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2103893/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Wang</surname> <given-names>Heng</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Han</surname> <given-names>Wenping</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Niu</surname> <given-names>Haigang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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<aff id="aff1"><sup>1</sup><institution>Fenyang College of Shanxi Medical University</institution>, <addr-line>Fengyang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Food Laboratory of Zhong Yuan</institution>, <addr-line>Luohe</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Mats Lukas Wiese, M&#x00FC;nster University of Applied Sciences, Germany</p></fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: &#x0130;brahim Sarbay, Gaziosmanpa&#x015F;a Training and Research Hospital, T&#x00FC;rkiye</p>
<p>Efe Kanter, Izmir Katip Celebi University, T&#x00FC;rkiye</p></fn>
<corresp id="c001">&#x002A;Correspondence: Hui Dong, <email>230199232@seu.edu.cn</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>05</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1600635</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Dong, Wang, Han and Niu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Dong, Wang, Han and Niu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>The global population aging trend has intensified concerns regarding pancreatic cancer (PC), a leading cause of cancer-related mortality with a 5-year survival rate of 13%. This study evaluates the global burden, temporal trends, and socioeconomic disparities of PC among individuals aged &#x2265;55&#x202F;years using the 2021 Global Burden of Disease (GBD) data.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Age-standardized incidence, prevalence, mortality, and disability-adjusted life years (DALYs) were analyzed across 204 countries. Joinpoint regression identified temporal trends (1990&#x2013;2021), while Bayesian Age-Period-Cohort (BAPC) modeling projected future burden. Socioeconomic disparities were assessed via the Socio-demographic Index (SDI), and risk factor contributions were quantified using decomposition analysis.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>In 2021, Finland, Germany, and Japan exhibited the highest age-standardized PC prevalence (ASPR: 64.42&#x2013;66.17 per 100,000 population), contrasting sharply with Mozambique (ASPR: 2.85 per 100,000 population). Mortality peaked in Greenland (age-standardized death rate, ASDR: 81.85 per 100,000 population) and Monaco (ASDR: 71.75 per 100,000 population). Males showed elevated burden across incidence, prevalence, and mortality (peak age: 70&#x2013;74&#x202F;years), with global trends persistently rising (average annual percentage change, AAPC &#x003E;0, 1990&#x2013;2021). China experienced a transient mortality decline (AAPC&#x202F;=&#x202F;&#x2212;0.93, 2011&#x2013;2015), linked to healthcare reforms. High SDI regions (e.g., Japan) faced amplified burdens driven by aging and metabolic risks, while smoking (15.4&#x2013;28.5% of deaths and years lived with disability, YLDs) and hyperglycemia (37.8% of YLDs in the U.S.) dominated modifiable risks. Projections diverge significantly: China&#x2019;s age-standardized incidence rate (ASIR) burden is projected to increase from 27.96 (95% uncertainty interval, UI: 25.76, 30.16) in 2022 to 36.94 (UI: 0, 79.46) by 2045. In contrast, the global ASIR is expected to decline from 31.07 (UI: 30.06, 32.08) to 27.11 (UI: 8.73, 45.57).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Persistent socioeconomic and gender disparities underscore the need for targeted interventions, including tobacco control, glycemic management, and lifestyle modifications. Prioritizing aging populations in high-SDI regions and addressing underreported risks in low-SDI areas are critical for mitigating the growing PC burden.</p>
</sec>
</abstract>
<kwd-group>
<kwd>55+ years old cohort</kwd>
<kwd>GBD 2021</kwd>
<kwd>pancreatic cancer</kwd>
<kwd>global burden of disease</kwd>
<kwd>socioeconomic disparities</kwd>
<kwd>risk factors</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="34"/>
<page-count count="11"/>
<word-count count="5200"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Aging and Public Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>The world&#x2019;s population is aging rapidly. Pancreatic cancer is the third leading cause of cancer death, and the five-year survival rate is only 13% (<xref ref-type="bibr" rid="ref1">1</xref>). A substantial proportion of patients exhibit low responsiveness to subsequent chemotherapeutic, radiotherapeutic, and immunotherapeutic interventions (<xref ref-type="bibr" rid="ref2">2</xref>). This insensitivity renders the effective management of the disease a formidable challenge. Epidemiological projections indicate that by 2030, PC is likely to emerge as the second leading cause of cancer - related mortalities (<xref ref-type="bibr" rid="ref3">3</xref>). In accordance with the cancer statistics of 2023, an estimated 64,050 new cases of PC and 50,550 related deaths are expected (<xref ref-type="bibr" rid="ref4">4</xref>). The incidence of PC typically peaks among individuals aged 60&#x2013;80&#x202F;years (<xref ref-type="bibr" rid="ref5">5</xref>).</p>
<p>With the progressive aging of the global population and its continuous growth, the incidence rate and mortality rate of cancer have been rising rapidly on a worldwide scale (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). In 2018, cancer patients aged 80&#x202F;years and above constituted 13% of the total number of cancer cases. Projections indicate that by 2050, this proportion is anticipated to climb to 20.5% (<xref ref-type="bibr" rid="ref8">8</xref>). The Global Burden of Disease, Injuries, and Risk Factors Study serves as the preeminent global framework for estimating disease burden. It furnishes critical metrics, including age&#x2013;standardized cancer mortality, incidence, and disability&#x2013;adjusted life&#x2013;years (DALYs) (<xref ref-type="bibr" rid="ref9">9</xref>). In recent years, researchers&#x2019; studies on the burden of pancreatic cancer have predominantly focused on younger populations. For instance, researchers such as Tan (<xref ref-type="bibr" rid="ref10">10</xref>) and Li (<xref ref-type="bibr" rid="ref11">11</xref>) conducted investigations into the burden and temporal trends of early-onset pancreatic cancer based on the Global Burden of Disease (GBD) 2021 and GBD 2019 data. However, studies on the disease burden of pancreatic cancer among middle-aged and older adults aged 55+ and above have not been comprehensively reported. Therefore, our research group has initiated studies from this perspective. These studies are expected to play a role in supplementing the understanding of the cancer disease burden in the aging population and providing strategies for the prevention and treatment of pancreatic cancer.</p>
<p>The present study endeavors to comprehensively evaluate the global burden and temporal trends of PC within the people aged 55+ population. Utilizing the latest data from the 2021 Global Burden of Disease (GBD) studies (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>), this research will identify significant trends and their driving factors, providing valuable insights for public health planning. Particular emphasis is placed on discerning the patterns of incidence and mortality, as well as unearthing the socioeconomic disparities associated with gender, geographical location, and the level of human development. By highlighting these disparities, the findings of this study aim to inform and underpin targeted cancer control strategies. These strategies are designed to rectify health inequalities and optimize the allocation of resources for this vulnerable subgroup, thereby enhancing the overall quality of cancer care and prognosis within this demographic.</p>
</sec>
<sec sec-type="results" id="sec6">
<label>2</label>
<title>Results</title>
<sec id="sec7">
<label>2.1</label>
<title>Disease burden due to pancreatic cancer by regions and countries</title>
<p><xref ref-type="fig" rid="fig1">Figure 1</xref> illustrates the aged 55+&#x202F;cohort global distribution of two key health indicators (Prevalence Deaths) due to pancreatic cancer in 2021. Age-standardized prevalence rate of pancreatic cancer: Finland: 66.17 (54.06, 80.317), Germany: 66.03 (54.67,78.53); Japan: 64.42 (53.72, 74.6). However, The lowest country: Mozambique: 2.85 (3.97, 1.96) (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). Age-standardized Deaths rate of pancreatic cancer: Greenland: 81.85 (59.84,108.57); Monaco: 71.75 (44.62,109.59); Uruguay: 70.45 (59.33,82.55), However, The lowest country: Mozambique4.89 (3.35,6.94) (<xref ref-type="fig" rid="fig1">Figure 1B</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Aged 55+&#x202F;cohort global distribution maps of the disease burden of pancreatic cancer 204 countries and regions in 2021. <bold>(A)</bold> Age&#x2013;standardized Prevalence rate (ASPR) in 2021; <bold>(B)</bold> Age&#x2013;standardized Deaths rate (ASDR) in 2021.</p>
</caption>
<graphic xlink:href="fpubh-13-1600635-g001.tif"/>
</fig>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Incidence, prevalence, and mortality of pancreatic cancer in China, 2021</title>
<p>In the 2021 global analysis chart of pancreatic cancer disease burden by age and gender, as depicted in <xref ref-type="fig" rid="fig2">Figure 2</xref>, among the global population Aged 55+, From the age of 55&#x2013;74, the numbers of incidence, prevalence, and deaths due to pancreatic cancer have been rising year by year globally, reaching a peak in the age group of 70&#x2013;74. The prevalence figures are 29,936 for females and 34,013 for males; the incidence figures are 37,393 for females and 44,343 for males; and the death figures are 37,609 for females and 44,690 for males (<xref ref-type="fig" rid="fig2">Figure 2A</xref>). After that, these figures decline year by year. From the age of 55 to 90, the incidence rate, prevalence rate, and mortality rate of pancreatic cancer all increase year by year (<xref ref-type="fig" rid="fig2">Figure 2B</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Shows pancreatic cancer prevalence, incidence, and mortality among the people Aged 55+&#x202F;globally, by age and gender. In <bold>(A,C,E)</bold>, bar charts show counts for each age group (red for females, green for males, values labeled above). In <bold>(B,D,F)</bold>, curves show rate trends (red for females, green for males).</p>
</caption>
<graphic xlink:href="fpubh-13-1600635-g002.tif"/>
</fig>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Analysis of trends by gender based on the joinpoint regression model, 1992&#x2013;2021</title>
<p>An in-depth analysis using APC and AAPC revealed varied trends. Globally, from 1990 to 2021, the disease burden of pancreatic cancer showed an increasing trend among people Aged 55+, with all Annual Average Percentage Changes (AAPCs) being greater than 0 (<xref ref-type="fig" rid="fig3">Figures 3A</xref>,<xref ref-type="fig" rid="fig3">C</xref>,<xref ref-type="fig" rid="fig3">D</xref>). Among them, in China, the incidence rate increased most significantly during the two periods of 1997&#x2013;2001 and 2008&#x2013;2011: AAPC (1997&#x2013;2001)&#x202F;=&#x202F;1.86, and AAPC (2008&#x2013;2011)&#x202F;=&#x202F;1.84 (<xref ref-type="fig" rid="fig3">Figure 3B</xref>). However, in China, the Age-standrized DALYs rate and the mortality rate decreased significantly from 2011 to 2015, with AAPC&#x202F;=&#x202F;&#x2212;0.89 (<xref ref-type="fig" rid="fig3">Figure 3D</xref>), AAPC&#x202F;=&#x202F;&#x2212;0.93 (<xref ref-type="fig" rid="fig3">Figure 3F</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The APC and AAPC of ASR for incidence <bold>(A,B)</bold>, DALYs <bold>(C,D)</bold>, and deaths <bold>(E,F)</bold> in PC at the global and China level based on the joinpoint regression analysis model.</p>
</caption>
<graphic xlink:href="fpubh-13-1600635-g003.tif"/>
</fig>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Cross-country social inequalities analysis</title>
<p>Using the Slope Index of Inequality (SII) and Concentration Index, absolute and relative inequalities related to SDI were observed in ASDALYs, and ASDR for the people Aged 55+ population of pancreatic cancer. From 1990 to 2021, the disease burden of pancreatic cancer among people Aged 55+ was mostly concentrated in regions with high Socio - demographic Index (SDI). The Concentration Index (CI) for deaths was 0.3 in 1990 and 0.28 in 2021; the CI for Disability - Adjusted Life Years (DALYs) was 0.29 in 1990 and 0.26 in 2021 (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p><bold>(A)</bold> Slope index of the ASR - deaths; <bold>(B)</bold> Concentration index of ASR - deaths. <bold>(C)</bold> Slope index of ASR - DALYs; <bold>(D)</bold> Concentration index of the ASR - DALYs.</p>
</caption>
<graphic xlink:href="fpubh-13-1600635-g004.tif"/>
</fig>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>Decomposition analysis and predictions of disease burden</title>
<p>Decomposition analysis was used to quantify the driving effects of aging, population changes, and epidemiological alterations on pancreatic cancer deaths in 10&#x202F;years (2010&#x2013;2021). The Bayesian Age-Period-Cohort (BAPC) model was constructed to present and predict the trends of the disease burden of pancreatic cancer. Compared with the situation in 2010, the proportion of pancreatic cancer mortality attributable to aging in 2021 has undergone certain changes. In Japan (18.55), China (6.21%), and Australia (4.47%), population aging has a significant driving effect on pancreatic cancer. Similarly, the driving effect of population aging is more prominent in high&#x2013;Socio&#x2013;demographic Index (SDI) regions compared to low&#x2013;SDI regions. Additionally, in populous countries such as India (47.93%) and China(48.88%), population growth is also a driving factor for pancreatic cancer (<xref ref-type="fig" rid="fig5">Figure 5A</xref>). The disease burden of pancreatic cancer has been increasing year by year globally and in China. After 2021, this trend is expected to decline globally, while in China, it will continue to rise (<xref ref-type="fig" rid="fig5">Figures 5B</xref>,<xref ref-type="fig" rid="fig5">C</xref>). Projections diverge significantly: China&#x2019;s Age-standardized Incidence Rate (ASIR) burden is projected to increase from 27.96 (25.76, 30.16) in 2022 to 36.94 (0, 79.46) by 2045. In contrast, the global ASIR is expected to decline from 31.07 (30.06, 32.08) to 27.11 (8.73, 45.57) (<xref ref-type="fig" rid="fig5">Figure 5B</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p><bold>(A)</bold> Decomposition analysis. <bold>(B)</bold> BAPC model for Incidence. <bold>(C)</bold> BAPC model for Deaths.</p>
</caption>
<graphic xlink:href="fpubh-13-1600635-g005.tif"/>
</fig>
</sec>
<sec id="sec12">
<label>2.6</label>
<title>Attribution analysis</title>
<p>This chart presents the disease attribution analysis for pancreatic cancer in the people aged over 55, focusing on the contribution percentages of three risk factors (high BMI, high fasting plasma glucose, and smoking) to YLDs (percent&#x002A;10) and deaths(percent&#x002A;1) across different SDI (Socio-Demographic Index) levels and regions. In Greenland smoking contributes to 15.4% of Deaths and 28.5% of YLDs (<xref ref-type="fig" rid="fig6">Figure 6B</xref>). In United States of America, High fasting plasma glucose accounts for 37.8% of YLDs and 18.6% of deaths. United States of America&#x2019;s high BMI has a relatively upper impact: it accounts for 2.4% of deaths (<xref ref-type="fig" rid="fig6">Figure 6A</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p><bold>(A)</bold> Attribution analysis of Deaths. <bold>(B)</bold> Attribution analysis of YLDs.</p>
</caption>
<graphic xlink:href="fpubh-13-1600635-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="sec13">
<label>3</label>
<title>Discussion</title>
<p>Global epidemiological analysis of pancreatic cancer burden (2021) among adults aged 55+&#x202F;reveals pronounced geographical heterogeneity: Finland, Germany, and Japan exhibit elevated prevalence rates, contrasting with disproportionately high mortality observed in Greenland, Monaco, and Uruguay. Mozambique demonstrates the lowest disease burden. Japan represents a critical epidemiological case study, where cancer has dominated national mortality since 1981 (<xref ref-type="bibr" rid="ref14">14</xref>), constituting 30% of total deaths (<xref ref-type="bibr" rid="ref15">15</xref>). Notably, East Asia exhibits distinct oncological patterns, characterized by elevated burdens of gastric, hepatic, esophageal, and gallbladder malignancies, alongside rising incidence trajectories for colorectal and pancreatic cancers (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Our findings confirm Japan&#x2019;s dual burden of exceptionally high pancreatic cancer prevalence and mortality, directly attributable to its accelerated demographic aging. As evidenced in <xref ref-type="fig" rid="fig5">Figure 5A</xref>, population aging has driven a 10-year escalation in pancreatic cancer mortality, reflecting cumulative carcinogenic exposure and enhanced biological susceptibility in older adults. Comparative analysis reveals China&#x2019;s age-standardized prevalence rate (ASPR&#x202F;=&#x202F;19.99) represents merely one-third of Japan&#x2019;s ASPR. As a major East Asian economy undergoing parallel demographic transitions, China necessitates heightened vigilance regarding the multidimensional pressures&#x2014;economic, healthcare, and societal&#x2014;associated with escalating pancreatic cancer burden.</p>
<p>Subsequently, we investigated the distribution of the association between the disease burden of pancreatic cancer and gender among the global populations aged above 55&#x202F;years. In 2021, we observed that the age-standardized prevalence, incidence, and mortality rates of pancreatic cancer among males aged 55&#x2013;94&#x202F;years worldwide were significantly higher than those among females. The 70&#x2013;74 age group had the highest number of cases. This finding aligns with the research of other scientists (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref18 ref19 ref20">18&#x2013;20</xref>), possibly attributable to male-specific unhealthy lifestyle habits such as smoking (<xref ref-type="bibr" rid="ref20">20</xref>), alcohol consumption, and irregular daily routines. Notably, a history of excessive alcohol consumption increases the risk of pancreatic cancer by 2.5 times (<xref ref-type="bibr" rid="ref21">21</xref>). Moreover, the rising incidence of pancreatic cancer among individuals aged 55+ has been linked to an increase in the BMI index, suggesting that obesity may be a contributing risk factor (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). This highlights the need for governments worldwide to prioritize health education on healthy lifestyle habits for men when formulating regional disease prevention and control strategies. Men should also be reminded to undergo regular abdominal ultrasound and CT scans to screen for pancreatic-related diseases.</p>
<p>This study employed a joinpoint regression model to elucidate the trends in the disease burden associated with pancreatic cancer among individuals aged above 55&#x202F;years from 1990 to 2021. Globally, the disease burden of pancreatic cancer in this age group has been dynamically increasing. China exhibits a similar phenomenon. Among them, in China, the incidence rate increased most significantly during the two periods of 1997&#x2013;2001 and 2008&#x2013;2011: AAPC (1997&#x2013;2001)&#x202F;=&#x202F;1.86, and AAPC (2008&#x2013;2011)&#x202F;=&#x202F;1.84 (<xref ref-type="fig" rid="fig3">Figure 3B</xref>). Research has shown (<xref ref-type="bibr" rid="ref24">24</xref>) that from 1982 to 2012, among Chinese adults, the dietary transition and the associated cardiometabolic mortality rates increased further as the living standards improved, accompanied by a greater intake of meat and a reduced consumption of dietary fiber. This phenomenon suggests that the rise in the incidence of pancreatic cancer during these two periods might be related to metabolic abnormalities.</p>
<p>However, in China, the disease burden of pancreatic cancer among the population in this age group from 2009 to 2015 decreased in terms of both the prevalence rate, the mortality rate, and the incidence rate. In 2009, China initiated a significant medical reform, Subsequently, the government&#x2019;s health funding quadrupled (<xref ref-type="bibr" rid="ref25">25</xref>). This change in the healthcare landscape may have enabled earlier detection and treatment of pancreatic cancer. Additionally, as a major East Asian country, several studies conducted between 2019 and 2021 have revealed an upward trend in the incidence of gastrointestinal malignancies, including early-onset colorectal, pancreatic, and gallbladder cancers, in East Asia (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>). Besides the advancements in healthcare, the improvement in living standards has also contributed to an increase in metabolic diseases, which in turn may drive the development of pancreatic cancer (<xref ref-type="bibr" rid="ref28">28</xref>). Therefore, these research findings may offer valuable insights for the world, countries, and regions to formulate effective prevention and control strategies for pancreatic cancer and reduce its disease burden.</p>
<p>Furthermore, this study delved into the analysis of transnational social inequality. We discovered a positive correlation between the disease burden of pancreatic cancer among individuals aged above 55&#x202F;years and the Socio-demographic Index (SDI) classification. That is, in more economically developed regions, the disease burden of pancreatic cancer is relatively higher, and this pattern has remained largely unchanged from 1992 to 2021. This result is consistent with previous findings (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>), highlighting the significant disparities in the burden of pancreatic cancer across different regions. High SDI regions typically exhibit the highest incidence and mortality rates, while lower SDI regions show a downward trend. This may be attributed to factors such as a higher proportion of an aging population, unhealthy lifestyle habits, and metabolic disorders in high SDI countries. The higher incidence rates observed in high SDI regions may also be associated with greater access to imaging technology and enhanced health awareness. In regions with a relatively high SDI, people are more health-conscious and have better access to radiological services (<xref ref-type="bibr" rid="ref31">31</xref>), enabling the detection of more incidental cancers even before the onset of symptoms.</p>
<p>Smoking and high fasting plasma glucose are the main modifiable risk factors for pancreatic cancer in the age group, particularly in medium and high SDI regions. Tobacco control, blood glucose management, and weight control should be the focus of public health interventions. China needs to strengthen tobacco control policies to reduce the disease burden. Low SDI regions require further research into underreported risk factors. Finally, our research team examined the actual and predicted data on the disease burden related to pancreatic cancer. We found that the disease burden of pancreatic cancer among individuals aged 55+&#x202F;has been increasing and is projected to continue rising from 2022 to 2045.</p>
<p>In this study, APC, BAPC, and joinpoint models were used to analyze the pancreatic cancer disease burden among those aged 55+&#x202F;globally and in China, yielding the above results. However, the BAPC model and joinpoint regression rely on simplifying assumptions. They assume age, period, and cohort effects on cancer incidence and mortality are additive and independent, overlooking complex interactions. They also assume smooth, continuous trend changes, potentially missing abrupt shifts due to policy changes, environmental impacts, or medical breakthroughs. This study has limitations. Variability in GBD study data accuracy and completeness may affect our findings&#x2019; reliability (<xref ref-type="bibr" rid="ref32">32</xref>). Moreover, we did not fully investigate China&#x2019;s regional disparities in healthcare access and quality, which can impact pancreatic cancer&#x2019;s early detection and treatment. That using aggregated GBD data can mask regional differences within large countries like China, there may be reporting bias in cancer registries for certain low-SDI countries.</p>
</sec>
<sec sec-type="materials|methods" id="sec14">
<label>4</label>
<title>Materials and methods</title>
<sec id="sec15">
<label>4.1</label>
<title>Data source</title>
<p>The data utilized in this study were sourced from the 2021 Global Burden of Disease (GBD) Study, which has earned international acclaim for its comprehensive and systematic evaluations of disease burdens across diverse regions and countries (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). Specifically, for the present research, data spanning from 1990 to 2021 were retrieved, with a primary focus on pancreatic cancer both globally and in China. The key metrics of interest encompassed incidence rates, prevalence, mortality numbers, and DALYs. This precisely targeted data extraction strategy enabled a detailed and in&#x2013;depth examination of the disease burden associated with pancreatic cancer on a global scale and within the Chinese context during this specific temporal period.</p>
</sec>
<sec id="sec16">
<label>4.2</label>
<title>Study design and population</title>
<p>The study focused on the people Aged 55+ populations in both the global context and China. These populations were stratified according to gender, with the aim of analyzing the trends of pancreatic cancer over a span of three decades. To account for variations in age distribution over time and among different populations, age&#x2013;standardized rates were computed. This approach ensures that the trends observed accurately mirror the actual changes in the disease burden, rather than being confounded by demographic alterations.</p>
</sec>
<sec id="sec17">
<label>4.3</label>
<title>Statistical analysis</title>
<p>Descriptive statistics were utilized to summarize key parameters related to pancreatic cancer, including the annual number of cases, prevalence, incidence rates, mortality rates, and DALYs. These metrics were reported separately for males and females to underscore potential gender disparities. Additionally, age&#x2013;specific rates were calculated to discern trends within distinct age groups.</p>
<p>Joinpoint regression analysis was implemented to identify significant shifts in trends throughout the study period. This analytical approach detects the points at which a statistically significant change in the linear slope of the trend takes place (<xref ref-type="bibr" rid="ref33">33</xref>). Through this analysis, we were able to precisely identify periods of notable increase or decrease in the burden of pancreatic cancer. This, in turn, offers valuable insights into the efficacy of public health interventions and variations in the prevalence of risk factors.</p>
<p>Age&#x2013;period&#x2013;cohort (APC) analysis was carried out to disentangle the respective effects of age, period, and cohort on the incidence and mortality rates of pancreatic cancer. The Bayesian APC (BAPC) model was employed to project future trends up to 2045. This model enables the concurrent estimation of age, period, and cohort effects, providing a comprehensive understanding of how these factors shape disease trends over time (<xref ref-type="bibr" rid="ref34">34</xref>). The APC analysis thus aids in comprehending the underlying demographic and temporal factors driving the observed changes in pancreatic cancer incidence and mortality.</p>
</sec>
<sec id="sec18">
<label>4.4</label>
<title>Data visualization</title>
<p>Data visualization was carried out with R software (version 4.4.2) to create figures showing pancreatic cancer burden trends. Graphs included age - specific incidence, prevalence, and mortality rates, plus joinpoint and decomposition analysis results. These visualizations were crucial for highlighting key findings and trends, making complex data more accessible. Additionally, we used several R packages for data reading, plotting, and analysis. The easyGBD package was used for data reading and visualization, while ggplot2 and ggraph were employed for plotting.</p>
</sec>
<sec id="sec19">
<label>4.5</label>
<title>Ethical considerations</title>
<p>This study utilized publicly accessible data from the GBD database, obviating the need for ethical approval. All methods were implemented in compliance with relevant guidelines and regulations.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<label>5</label>
<title>Conclusion</title>
<p>In 2021, the disease burden of pancreatic cancer remained formidable. From 1990 to 2021. From the perspective of gender and age, males, particularly those in the 70&#x2013;74 age group, bear a heavier disease burden of pancreatic cancer. Through BAPC, JOINPOINT analysis, concentration index analysis, and slope index analysis, we found that from 1992 to 2021, the disease burden of pancreatic cancer among individuals aged 55+ was higher in high SDI regions and relatively lower in low SDI regions. Disease burden predictions indicate that the disease burden of pancreatic cancer among individuals aged 55+ in China is expected to continue increasing from 2022 to 2045. The burden of pancreatic cancer is associated with smoking and high fasting plasma glucose. Additionally, high BMI in populations from high SDI regions also contributes significantly to the disease burden. This research holds significant reference value for the prevention, treatment, and health education of pancreatic cancer among individuals aged 55+&#x202F;globally and, in particular, in China.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link xlink:href="https://ghdx.healthdata.org/gbd-2021" ext-link-type="uri">https://ghdx.healthdata.org/gbd-2021</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec22">
<title>Ethics statement</title>
<p>Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. Written informed consent from the [patients/participants OR patients/participants legal guardian/next of kin] was not required to participate in this study in accordance with the national legislation and the institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>HD: Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. HW: Data curation, Formal analysis, Writing &#x2013; original draft. WH: Writing &#x2013; review &#x0026; editing. HN: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This project is supported by the Scientific Research Start&#x2013;up Fund of the Talent Introduction Program of Fenyang College of Shanxi Medical University (Grant No. 2025BS04).</p>
</sec>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec26">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec27">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec28">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fpubh.2025.1600635/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2025.1600635/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>DALYs, disability adjusted life years; ASDR, age standardized death rate; ASIR, age standardized incidence rate; ASPR, age standardized prevalence rate; PC, pancreatic cancer; APC, age period cohort; ASR, age standardized rate.</p>
</fn>
</fn-group>
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