酮体与普通人群癌症风险:预防肾脏和血管终末期疾病(PREVEND)研究

IF 3.6 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL
Li Luo, Martine G. E. Knol, Lyanne M. Kieneker, Bert van der Vegt, Stephan J. L. Bakker, Eke G. Gruppen, Rudolf A. de Boer, Joseph Pierre Aboumsallem, Margery A. Connelly, Robin P. F. Dullaart, Ron T. Gansevoort
{"title":"酮体与普通人群癌症风险:预防肾脏和血管终末期疾病(PREVEND)研究","authors":"Li Luo,&nbsp;Martine G. E. Knol,&nbsp;Lyanne M. Kieneker,&nbsp;Bert van der Vegt,&nbsp;Stephan J. L. Bakker,&nbsp;Eke G. Gruppen,&nbsp;Rudolf A. de Boer,&nbsp;Joseph Pierre Aboumsallem,&nbsp;Margery A. Connelly,&nbsp;Robin P. F. Dullaart,&nbsp;Ron T. Gansevoort","doi":"10.1111/eci.70100","DOIUrl":null,"url":null,"abstract":"<p>Ketone bodies (KBs) comprise acetoacetate (AcAc), acetone and β-hydroxybutyrate (β-OHB). In the state of limited glucose supply, KBs are produced from fatty acids in the liver and transported to the extrahepatic cells as an alternative source of energy. Research interest in the association between KBs and cancer is growing, largely because a ketogenic diet has been reported to have the potential to delay cancer development by starving proliferating tumour cells, which highly depend on aerobic glycolysis and thus cannot use KBs that are produced during fasting as an alternative source of energy (i.e., the Warburg effect).<span><sup>1</sup></span></p><p>Conversely, metabolomic studies have shown that higher KBs, as a sign of metabolic dysregulation, are associated with cancer development and progression.<span><sup>2, 3</sup></span> One possible reason for these conflicting findings between KB levels and cancer incidence may be the lack of adjustment for important confounders.<span><sup>4</sup></span> Another possible explanation can be differences in study populations of cancer patients versus the general population, as the effects of KBs on cancer may function through unique pathways subject to a specific pathophysiological context. For example, the effect of KBs in sensitising cancer cells to radiotherapy only applies to cancer patients, not to healthy individuals. Of note, available cohort studies on the association between KBs and cancer in the general population are scarce yet important, as KBs have been suggested to be promising markers to screen for cancer.<span><sup>5</sup></span></p><p>Taking these considerations together, we aimed to examine whether and how KBs are associated with cancer incidence in a prospective population-based cohort study with extensive adjustment for confounders.</p><p>For this study, we analysed data from 6079 subjects in the Prevention of Renal and Vascular End-stage Disease (PREVEND) study, a prospective, population-based cohort.<span><sup>6</sup></span> Total KBs (AcAc, β-OHB and acetone) were measured by the plasma-based NMR method. The primary outcome was the incidence of overall cancer. Secondary outcomes were the incidence of urinary tract, lung and colorectal cancer. Cox regression models were performed to calculate hazard ratios (HRs, 95% CIs), crude and adjusted. Details of the methods are provided in the (Tables S1 and S2, Figure S1).</p><p>While our study found no association between KBs and cancer development, several studies suggested potential protective effects of KBs on cancer. Notably, most of these studies suggesting the antitumour effects of increasing KBs were conducted in the context of a ketogenic diet designed specifically for cancer patients.<span><sup>7, 8</sup></span> One reason why the direction of the association between KBs and cancer is different between our findings and these studies may be that the beneficial effects of KBs on cancer are unique for patients with prevalent cancer (e.g., discriminately intensify the effects of anticancer therapy for tumour cells). An alternative explanation is that therapeutically induced KBs and chronically, spontaneously elevated KBs may have different effects on cancer development. Several authors have argued that therapeutically induced KBs can positively influence body composition and enhance the anticancer effects from radio- and chemotherapy,<span><sup>9</sup></span> while chronically elevated KBs may be related to pro-tumour modulation as an onco-metabolite or act as a confounding factor, as described further below.<span><sup>8</sup></span> Of note, marked elevations in circulating KB concentrations among the healthy general population are usually observed only in certain situations, including severe exercise, extended fasting or maintaining a ketogenic diet. Given that &gt;99% of subjects of our study population had β-OHB concentrations within the normal range (.5 mM), and that the use of ketogenic diets was not widely introduced or recommended to the general population in the era when PREVEND subjects were included, the associations between KBs and cancer risk documented in our study are highly likely to reflect the associations for chronically, spontaneously elevated KBs. Importantly, there is accumulating evidence suggesting that chronically elevated KBs are involved in subclinical metabolic alterations.<span><sup>10, 11</sup></span> Additionally, this also indicates that our study cannot rule out the potential benefits of KBs induced by ketogenic diet on slowing cancer progression.</p><p>To date, a few metabolomic profiling studies have also shown a positive association between KBs and cancer, which we did not find in the current study.<span><sup>5, 12</sup></span> One of the possible explanations for the discrepant findings can be the lack of controlling for important confounders (e.g., type 2 diabetes and inflammation) in these metabolomics studies. This is crucial because it may not be the direct effects of increasing KBs but the underlying factor driving the increase in KBs that has pro-tumour effects, as suggested in our data by the attenuation in the association between KBs and cancer incidence after adjusting for confounders.</p><p>Several underlying stimuli of increasing KBs may confound the positive association between chronically elevated KBs and cancer. First, a higher level of KBs may capture subjects with older age in the general population, as KBs can re-balance the decreased mitochondrial pyruvate dehydrogenase complex activity related to aging.<span><sup>13</sup></span> As indicated by the attenuation of the association between KBs and cancer incidence after adjusting for age in our data, it is likely that KBs per se do not predict higher cancer risk, but that the older subjects captured by higher KBs are intrinsically at a higher risk of developing cancer. Second, although there is no specific indication in our data, metabolic dysregulation itself may play a role in the observed association between KBs and cancer. In other words, the increase in KBs may indicate the process of maintaining energy homeostasis in response to metabolic dysregulation.<span><sup>14</sup></span> Third, the increase in systemic inflammation that may occur in parallel with increasing KBs is another crucial consideration. Since inflammation is a well-established risk factor driving carcinogenesis,<span><sup>15</sup></span> the higher cancer risk associated with increasing KBs may be at least partly explained by the concurrent activation of inflammation. Importantly, while our analyses cannot definitively establish whether inflammation, characterised by hs-CRP in this study, serves as a mediator or a confounder, our findings suggest that if hs-CRP acts as a mediator, it may account for approximately 21% of the association between ketone bodies and overall cancer incidence.</p><p>Our study had several strengths. To our knowledge, this is the first prospective cohort study to investigate the association of KBs with cancer incidence in the general population. Another strength is the well-phenotyped cohort, which enables us to explore the effects of several clinically important confounders on the association between KBs and cancer. Additionally, KBs concentration can be measured by analysis of plasma, urine and breath, but the plasma-based NMR method that we used to measure KBs concentration in this study possesses higher accuracy.<span><sup>16</sup></span> Lastly, data on cancer incidence were verified via record linkage with Palga, the Dutch nationwide pathology databank, which has complete national coverage.<span><sup>17</sup></span> Limitations include that the plasma samples used for measuring KBs were obtained after overnight fasting, meaning KBs concentrations could be slightly higher in the nonfasting state. However, such higher KBs concentrations are expected to consistently inflate the magnitude of the observed association among participants, whereas we found a null association, making our findings potentially more robust.</p><p>In conclusion, a higher level of KBs is associated with a higher risk of incident overall, urinary tract, lung and colorectal cancer in the general population, but these associations are nullified after adjustment for clinically important confounders.</p><p>All authors conceived and designed the study. L.M.K., B.v.d.V., E.G.G., S.J.L.B., R.A.d.B., M.A.C., R. P. F. D. and R.T.G. contributed to data acquisition. L.L. conducted data analysis. All authors contributed to the interpretation of the data. L.L., M.G.E.K., L.M.K. and R.T.G. drafted the manuscript. All authors revised the article. L.M.K. and R.T.G. supervised the work. All authors approved the final version of the manuscript.</p><p>The PREVEND study is supported by several grants from the Dutch Kidney Foundation (E.033) and the Dutch Heart Foundation (2001.005), the Dutch Government, the US National Institutes of Health and the University Medical Center Groningen, the Netherlands. L.L. is supported by a scholarship from the China Scholarship Council (CSC number: 202008440376). Dr. de Boer is supported by the European Research Council (ERC CoG 818715).</p><p>M.A.C. is an employee of and holds stock in Labcorp. Other authors declare not to have conflicts of interest for the present work.</p>","PeriodicalId":12013,"journal":{"name":"European Journal of Clinical Investigation","volume":"55 10","pages":""},"PeriodicalIF":3.6000,"publicationDate":"2025-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/eci.70100","citationCount":"0","resultStr":"{\"title\":\"Ketone bodies and cancer risk in the general population: The prevention of renal and vascular end-stage disease (PREVEND) study\",\"authors\":\"Li Luo,&nbsp;Martine G. E. Knol,&nbsp;Lyanne M. Kieneker,&nbsp;Bert van der Vegt,&nbsp;Stephan J. L. Bakker,&nbsp;Eke G. Gruppen,&nbsp;Rudolf A. de Boer,&nbsp;Joseph Pierre Aboumsallem,&nbsp;Margery A. Connelly,&nbsp;Robin P. F. Dullaart,&nbsp;Ron T. Gansevoort\",\"doi\":\"10.1111/eci.70100\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Ketone bodies (KBs) comprise acetoacetate (AcAc), acetone and β-hydroxybutyrate (β-OHB). In the state of limited glucose supply, KBs are produced from fatty acids in the liver and transported to the extrahepatic cells as an alternative source of energy. Research interest in the association between KBs and cancer is growing, largely because a ketogenic diet has been reported to have the potential to delay cancer development by starving proliferating tumour cells, which highly depend on aerobic glycolysis and thus cannot use KBs that are produced during fasting as an alternative source of energy (i.e., the Warburg effect).<span><sup>1</sup></span></p><p>Conversely, metabolomic studies have shown that higher KBs, as a sign of metabolic dysregulation, are associated with cancer development and progression.<span><sup>2, 3</sup></span> One possible reason for these conflicting findings between KB levels and cancer incidence may be the lack of adjustment for important confounders.<span><sup>4</sup></span> Another possible explanation can be differences in study populations of cancer patients versus the general population, as the effects of KBs on cancer may function through unique pathways subject to a specific pathophysiological context. For example, the effect of KBs in sensitising cancer cells to radiotherapy only applies to cancer patients, not to healthy individuals. Of note, available cohort studies on the association between KBs and cancer in the general population are scarce yet important, as KBs have been suggested to be promising markers to screen for cancer.<span><sup>5</sup></span></p><p>Taking these considerations together, we aimed to examine whether and how KBs are associated with cancer incidence in a prospective population-based cohort study with extensive adjustment for confounders.</p><p>For this study, we analysed data from 6079 subjects in the Prevention of Renal and Vascular End-stage Disease (PREVEND) study, a prospective, population-based cohort.<span><sup>6</sup></span> Total KBs (AcAc, β-OHB and acetone) were measured by the plasma-based NMR method. The primary outcome was the incidence of overall cancer. Secondary outcomes were the incidence of urinary tract, lung and colorectal cancer. Cox regression models were performed to calculate hazard ratios (HRs, 95% CIs), crude and adjusted. Details of the methods are provided in the (Tables S1 and S2, Figure S1).</p><p>While our study found no association between KBs and cancer development, several studies suggested potential protective effects of KBs on cancer. Notably, most of these studies suggesting the antitumour effects of increasing KBs were conducted in the context of a ketogenic diet designed specifically for cancer patients.<span><sup>7, 8</sup></span> One reason why the direction of the association between KBs and cancer is different between our findings and these studies may be that the beneficial effects of KBs on cancer are unique for patients with prevalent cancer (e.g., discriminately intensify the effects of anticancer therapy for tumour cells). An alternative explanation is that therapeutically induced KBs and chronically, spontaneously elevated KBs may have different effects on cancer development. Several authors have argued that therapeutically induced KBs can positively influence body composition and enhance the anticancer effects from radio- and chemotherapy,<span><sup>9</sup></span> while chronically elevated KBs may be related to pro-tumour modulation as an onco-metabolite or act as a confounding factor, as described further below.<span><sup>8</sup></span> Of note, marked elevations in circulating KB concentrations among the healthy general population are usually observed only in certain situations, including severe exercise, extended fasting or maintaining a ketogenic diet. Given that &gt;99% of subjects of our study population had β-OHB concentrations within the normal range (.5 mM), and that the use of ketogenic diets was not widely introduced or recommended to the general population in the era when PREVEND subjects were included, the associations between KBs and cancer risk documented in our study are highly likely to reflect the associations for chronically, spontaneously elevated KBs. Importantly, there is accumulating evidence suggesting that chronically elevated KBs are involved in subclinical metabolic alterations.<span><sup>10, 11</sup></span> Additionally, this also indicates that our study cannot rule out the potential benefits of KBs induced by ketogenic diet on slowing cancer progression.</p><p>To date, a few metabolomic profiling studies have also shown a positive association between KBs and cancer, which we did not find in the current study.<span><sup>5, 12</sup></span> One of the possible explanations for the discrepant findings can be the lack of controlling for important confounders (e.g., type 2 diabetes and inflammation) in these metabolomics studies. This is crucial because it may not be the direct effects of increasing KBs but the underlying factor driving the increase in KBs that has pro-tumour effects, as suggested in our data by the attenuation in the association between KBs and cancer incidence after adjusting for confounders.</p><p>Several underlying stimuli of increasing KBs may confound the positive association between chronically elevated KBs and cancer. First, a higher level of KBs may capture subjects with older age in the general population, as KBs can re-balance the decreased mitochondrial pyruvate dehydrogenase complex activity related to aging.<span><sup>13</sup></span> As indicated by the attenuation of the association between KBs and cancer incidence after adjusting for age in our data, it is likely that KBs per se do not predict higher cancer risk, but that the older subjects captured by higher KBs are intrinsically at a higher risk of developing cancer. Second, although there is no specific indication in our data, metabolic dysregulation itself may play a role in the observed association between KBs and cancer. In other words, the increase in KBs may indicate the process of maintaining energy homeostasis in response to metabolic dysregulation.<span><sup>14</sup></span> Third, the increase in systemic inflammation that may occur in parallel with increasing KBs is another crucial consideration. Since inflammation is a well-established risk factor driving carcinogenesis,<span><sup>15</sup></span> the higher cancer risk associated with increasing KBs may be at least partly explained by the concurrent activation of inflammation. Importantly, while our analyses cannot definitively establish whether inflammation, characterised by hs-CRP in this study, serves as a mediator or a confounder, our findings suggest that if hs-CRP acts as a mediator, it may account for approximately 21% of the association between ketone bodies and overall cancer incidence.</p><p>Our study had several strengths. To our knowledge, this is the first prospective cohort study to investigate the association of KBs with cancer incidence in the general population. Another strength is the well-phenotyped cohort, which enables us to explore the effects of several clinically important confounders on the association between KBs and cancer. Additionally, KBs concentration can be measured by analysis of plasma, urine and breath, but the plasma-based NMR method that we used to measure KBs concentration in this study possesses higher accuracy.<span><sup>16</sup></span> Lastly, data on cancer incidence were verified via record linkage with Palga, the Dutch nationwide pathology databank, which has complete national coverage.<span><sup>17</sup></span> Limitations include that the plasma samples used for measuring KBs were obtained after overnight fasting, meaning KBs concentrations could be slightly higher in the nonfasting state. However, such higher KBs concentrations are expected to consistently inflate the magnitude of the observed association among participants, whereas we found a null association, making our findings potentially more robust.</p><p>In conclusion, a higher level of KBs is associated with a higher risk of incident overall, urinary tract, lung and colorectal cancer in the general population, but these associations are nullified after adjustment for clinically important confounders.</p><p>All authors conceived and designed the study. L.M.K., B.v.d.V., E.G.G., S.J.L.B., R.A.d.B., M.A.C., R. P. F. D. and R.T.G. contributed to data acquisition. L.L. conducted data analysis. All authors contributed to the interpretation of the data. L.L., M.G.E.K., L.M.K. and R.T.G. drafted the manuscript. All authors revised the article. L.M.K. and R.T.G. supervised the work. All authors approved the final version of the manuscript.</p><p>The PREVEND study is supported by several grants from the Dutch Kidney Foundation (E.033) and the Dutch Heart Foundation (2001.005), the Dutch Government, the US National Institutes of Health and the University Medical Center Groningen, the Netherlands. L.L. is supported by a scholarship from the China Scholarship Council (CSC number: 202008440376). Dr. de Boer is supported by the European Research Council (ERC CoG 818715).</p><p>M.A.C. is an employee of and holds stock in Labcorp. 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摘要

酮体(KBs)包括乙酰乙酸酯(AcAc)、丙酮和β-羟基丁酸酯(β-OHB)。在葡萄糖供应有限的状态下,KBs由肝脏中的脂肪酸产生,并作为一种替代能量来源运输到肝外细胞。对KBs与癌症之间关系的研究兴趣正在增长,主要是因为据报道,生酮饮食有可能通过饥饿增殖的肿瘤细胞来延缓癌症的发展,肿瘤细胞高度依赖有氧糖酵解,因此不能使用禁食期间产生的KBs作为替代能量来源(即Warburg效应)。相反,代谢组学研究表明,较高的KBs作为代谢失调的标志,与癌症的发生和进展有关。在KB水平和癌症发病率之间产生这些相互矛盾的发现的一个可能的原因可能是缺乏对重要混杂因素的调整另一种可能的解释是癌症患者的研究人群与一般人群的差异,因为KBs对癌症的影响可能通过特定病理生理背景下的独特途径发挥作用。例如,KBs使癌细胞对放射治疗敏感的作用仅适用于癌症患者,而不适用于健康个体。值得注意的是,现有的关于一般人群中KBs与癌症之间关系的队列研究很少,但很重要,因为KBs被认为是筛查癌症的有希望的标记物。考虑到这些因素,我们的目的是在一项基于人群的前瞻性队列研究中研究KBs是否以及如何与癌症发病率相关,并对混杂因素进行了广泛的调整。在这项研究中,我们分析了来自肾脏和血管终末期疾病预防(Prevention)研究的6079名受试者的数据,这是一项前瞻性、基于人群的队列研究用等离子体核磁共振法测定总KBs (AcAc、β-OHB和丙酮)。主要结果是总体癌症发病率。次要结局是尿路、肺癌和结直肠癌的发生率。采用Cox回归模型计算风险比(hr, 95% ci)、粗风险比和校正风险比。方法的详细信息见(表S1和S2,图S1)。虽然我们的研究没有发现KBs与癌症发展之间的关联,但一些研究表明KBs对癌症有潜在的保护作用。值得注意的是,大多数表明增加KBs的抗肿瘤作用的研究都是在专门为癌症患者设计的生酮饮食的背景下进行的。7,8我们的研究结果和这些研究对KBs和癌症之间的关联方向不同的一个原因可能是KBs对癌症的有益作用对患有普遍癌症的患者是独特的(例如,对肿瘤细胞的抗癌治疗的区别性增强作用)。另一种解释是,治疗诱导的KBs和长期自发升高的KBs可能对癌症发展有不同的影响。一些作者认为,治疗诱导的KBs可以积极影响身体成分,增强放疗和化疗的抗癌作用,9而长期升高的KBs可能作为肿瘤代谢物与促肿瘤调节有关,或作为混淆因素,详见下文8值得注意的是,健康人群中循环KB浓度的显著升高通常仅在某些情况下观察到,包括剧烈运动、长时间禁食或维持生酮饮食。鉴于我们研究人群中99%的受试者β-OHB浓度在正常范围内(。5 mM),并且在纳入PREVEND受试者的时代,生酮饮食的使用并没有被广泛引入或推荐给普通人群,因此我们研究中记录的KBs与癌症风险之间的关联很可能反映了长期自发升高的KBs的关联。重要的是,越来越多的证据表明,长期升高的KBs与亚临床代谢改变有关。10,11此外,这也表明我们的研究不能排除生酮饮食诱导的KBs在减缓癌症进展方面的潜在益处。迄今为止,一些代谢组学分析研究也显示KBs与癌症之间存在正相关,而我们在当前的研究中没有发现这一点。5,12对这些差异发现的一个可能解释是在这些代谢组学研究中缺乏对重要混杂因素(例如,2型糖尿病和炎症)的控制。这是至关重要的,因为它可能不是增加KBs的直接影响,而是驱动KBs增加的潜在因素具有促肿瘤作用,正如我们的数据中显示的那样,在调整混杂因素后,KBs与癌症发病率之间的关联减弱。 KBs升高的一些潜在刺激可能混淆了长期升高的KBs与癌症之间的正相关关系。首先,较高水平的KBs可能捕获一般人群中年龄较大的受试者,因为KBs可以重新平衡与年龄相关的下降的线粒体丙酮酸脱氢酶复合物活性在我们的数据中调整年龄后,KBs与癌症发病率之间的关联减弱,这表明KBs本身可能不能预测更高的癌症风险,但较高KBs捕获的老年受试者本质上具有更高的癌症风险。其次,虽然我们的数据中没有具体的适应症,但代谢失调本身可能在观察到的KBs与癌症之间的关联中发挥作用。换句话说,KBs的增加可能表明在代谢失调的情况下维持能量稳态的过程第三,全身性炎症的增加可能与KBs增加同时发生,这是另一个重要的考虑因素。由于炎症是一个公认的致癌风险因素,因此与KBs增加相关的更高的癌症风险可能至少部分地解释为炎症的同时激活。重要的是,虽然我们的分析不能明确地确定炎症(在本研究中以hs-CRP为特征)是否作为中介或混杂因素,但我们的研究结果表明,如果hs-CRP作为中介,它可能占酮体与总体癌症发病率之间关联的约21%。我们的研究有几个优势。据我们所知,这是第一个在普通人群中调查KBs与癌症发病率之间关系的前瞻性队列研究。另一个优势是表型良好的队列,这使我们能够探索几个临床上重要的混杂因素对KBs和癌症之间关联的影响。此外,可以通过分析血浆、尿液和呼吸来测量KBs浓度,但我们在本研究中用于测量KBs浓度的基于等离子体的NMR方法具有更高的准确性最后,癌症发病率的数据通过与Palga的记录联系进行验证,Palga是荷兰全国病理学数据库,具有完整的全国覆盖范围局限性包括用于测量KBs的血浆样本是在禁食过夜后获得的,这意味着在非禁食状态下KBs浓度可能略高。然而,如此高的KBs浓度预计会持续地夸大参与者之间观察到的关联的大小,而我们发现了零关联,这使得我们的发现可能更加有力。总之,在一般人群中,较高的KBs水平与总体、尿路、肺癌和结直肠癌的高风险相关,但在调整了临床上重要的混杂因素后,这些关联被消除。所有作者都构思和设计了这项研究。L.M.K B.v.d.V。,E.G.G S.J.L.B, R.A.d.B,热辣丰,r . p . f . d和R.T.G.导致数据采集。L.L.进行数据分析。所有作者都对数据的解释做出了贡献。l.l., M.G.E.K, L.M.K.和R.T.G.起草了手稿。所有作者都修改了这篇文章。L.M.K.和R.T.G.监督了这项工作。所有作者都认可了手稿的最终版本。PREVEND研究得到了荷兰肾脏基金会(E.033)和荷兰心脏基金会(2001.005)、荷兰政府、美国国立卫生研究院和荷兰格罗宁根大学医学中心的几笔赠款的支持。获得中国国家留学基金委奖学金(CSC号:202008440376)。de Boer博士得到了欧洲研究委员会(ERC CoG 818715)的支持。是Labcorp的雇员并持有该公司的股票。其他作者声明对目前的工作没有利益冲突。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ketone bodies and cancer risk in the general population: The prevention of renal and vascular end-stage disease (PREVEND) study

Ketone bodies (KBs) comprise acetoacetate (AcAc), acetone and β-hydroxybutyrate (β-OHB). In the state of limited glucose supply, KBs are produced from fatty acids in the liver and transported to the extrahepatic cells as an alternative source of energy. Research interest in the association between KBs and cancer is growing, largely because a ketogenic diet has been reported to have the potential to delay cancer development by starving proliferating tumour cells, which highly depend on aerobic glycolysis and thus cannot use KBs that are produced during fasting as an alternative source of energy (i.e., the Warburg effect).1

Conversely, metabolomic studies have shown that higher KBs, as a sign of metabolic dysregulation, are associated with cancer development and progression.2, 3 One possible reason for these conflicting findings between KB levels and cancer incidence may be the lack of adjustment for important confounders.4 Another possible explanation can be differences in study populations of cancer patients versus the general population, as the effects of KBs on cancer may function through unique pathways subject to a specific pathophysiological context. For example, the effect of KBs in sensitising cancer cells to radiotherapy only applies to cancer patients, not to healthy individuals. Of note, available cohort studies on the association between KBs and cancer in the general population are scarce yet important, as KBs have been suggested to be promising markers to screen for cancer.5

Taking these considerations together, we aimed to examine whether and how KBs are associated with cancer incidence in a prospective population-based cohort study with extensive adjustment for confounders.

For this study, we analysed data from 6079 subjects in the Prevention of Renal and Vascular End-stage Disease (PREVEND) study, a prospective, population-based cohort.6 Total KBs (AcAc, β-OHB and acetone) were measured by the plasma-based NMR method. The primary outcome was the incidence of overall cancer. Secondary outcomes were the incidence of urinary tract, lung and colorectal cancer. Cox regression models were performed to calculate hazard ratios (HRs, 95% CIs), crude and adjusted. Details of the methods are provided in the (Tables S1 and S2, Figure S1).

While our study found no association between KBs and cancer development, several studies suggested potential protective effects of KBs on cancer. Notably, most of these studies suggesting the antitumour effects of increasing KBs were conducted in the context of a ketogenic diet designed specifically for cancer patients.7, 8 One reason why the direction of the association between KBs and cancer is different between our findings and these studies may be that the beneficial effects of KBs on cancer are unique for patients with prevalent cancer (e.g., discriminately intensify the effects of anticancer therapy for tumour cells). An alternative explanation is that therapeutically induced KBs and chronically, spontaneously elevated KBs may have different effects on cancer development. Several authors have argued that therapeutically induced KBs can positively influence body composition and enhance the anticancer effects from radio- and chemotherapy,9 while chronically elevated KBs may be related to pro-tumour modulation as an onco-metabolite or act as a confounding factor, as described further below.8 Of note, marked elevations in circulating KB concentrations among the healthy general population are usually observed only in certain situations, including severe exercise, extended fasting or maintaining a ketogenic diet. Given that >99% of subjects of our study population had β-OHB concentrations within the normal range (.5 mM), and that the use of ketogenic diets was not widely introduced or recommended to the general population in the era when PREVEND subjects were included, the associations between KBs and cancer risk documented in our study are highly likely to reflect the associations for chronically, spontaneously elevated KBs. Importantly, there is accumulating evidence suggesting that chronically elevated KBs are involved in subclinical metabolic alterations.10, 11 Additionally, this also indicates that our study cannot rule out the potential benefits of KBs induced by ketogenic diet on slowing cancer progression.

To date, a few metabolomic profiling studies have also shown a positive association between KBs and cancer, which we did not find in the current study.5, 12 One of the possible explanations for the discrepant findings can be the lack of controlling for important confounders (e.g., type 2 diabetes and inflammation) in these metabolomics studies. This is crucial because it may not be the direct effects of increasing KBs but the underlying factor driving the increase in KBs that has pro-tumour effects, as suggested in our data by the attenuation in the association between KBs and cancer incidence after adjusting for confounders.

Several underlying stimuli of increasing KBs may confound the positive association between chronically elevated KBs and cancer. First, a higher level of KBs may capture subjects with older age in the general population, as KBs can re-balance the decreased mitochondrial pyruvate dehydrogenase complex activity related to aging.13 As indicated by the attenuation of the association between KBs and cancer incidence after adjusting for age in our data, it is likely that KBs per se do not predict higher cancer risk, but that the older subjects captured by higher KBs are intrinsically at a higher risk of developing cancer. Second, although there is no specific indication in our data, metabolic dysregulation itself may play a role in the observed association between KBs and cancer. In other words, the increase in KBs may indicate the process of maintaining energy homeostasis in response to metabolic dysregulation.14 Third, the increase in systemic inflammation that may occur in parallel with increasing KBs is another crucial consideration. Since inflammation is a well-established risk factor driving carcinogenesis,15 the higher cancer risk associated with increasing KBs may be at least partly explained by the concurrent activation of inflammation. Importantly, while our analyses cannot definitively establish whether inflammation, characterised by hs-CRP in this study, serves as a mediator or a confounder, our findings suggest that if hs-CRP acts as a mediator, it may account for approximately 21% of the association between ketone bodies and overall cancer incidence.

Our study had several strengths. To our knowledge, this is the first prospective cohort study to investigate the association of KBs with cancer incidence in the general population. Another strength is the well-phenotyped cohort, which enables us to explore the effects of several clinically important confounders on the association between KBs and cancer. Additionally, KBs concentration can be measured by analysis of plasma, urine and breath, but the plasma-based NMR method that we used to measure KBs concentration in this study possesses higher accuracy.16 Lastly, data on cancer incidence were verified via record linkage with Palga, the Dutch nationwide pathology databank, which has complete national coverage.17 Limitations include that the plasma samples used for measuring KBs were obtained after overnight fasting, meaning KBs concentrations could be slightly higher in the nonfasting state. However, such higher KBs concentrations are expected to consistently inflate the magnitude of the observed association among participants, whereas we found a null association, making our findings potentially more robust.

In conclusion, a higher level of KBs is associated with a higher risk of incident overall, urinary tract, lung and colorectal cancer in the general population, but these associations are nullified after adjustment for clinically important confounders.

All authors conceived and designed the study. L.M.K., B.v.d.V., E.G.G., S.J.L.B., R.A.d.B., M.A.C., R. P. F. D. and R.T.G. contributed to data acquisition. L.L. conducted data analysis. All authors contributed to the interpretation of the data. L.L., M.G.E.K., L.M.K. and R.T.G. drafted the manuscript. All authors revised the article. L.M.K. and R.T.G. supervised the work. All authors approved the final version of the manuscript.

The PREVEND study is supported by several grants from the Dutch Kidney Foundation (E.033) and the Dutch Heart Foundation (2001.005), the Dutch Government, the US National Institutes of Health and the University Medical Center Groningen, the Netherlands. L.L. is supported by a scholarship from the China Scholarship Council (CSC number: 202008440376). Dr. de Boer is supported by the European Research Council (ERC CoG 818715).

M.A.C. is an employee of and holds stock in Labcorp. Other authors declare not to have conflicts of interest for the present work.

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来源期刊
CiteScore
9.50
自引率
3.60%
发文量
192
审稿时长
1 months
期刊介绍: EJCI considers any original contribution from the most sophisticated basic molecular sciences to applied clinical and translational research and evidence-based medicine across a broad range of subspecialties. The EJCI publishes reports of high-quality research that pertain to the genetic, molecular, cellular, or physiological basis of human biology and disease, as well as research that addresses prevalence, diagnosis, course, treatment, and prevention of disease. We are primarily interested in studies directly pertinent to humans, but submission of robust in vitro and animal work is also encouraged. Interdisciplinary work and research using innovative methods and combinations of laboratory, clinical, and epidemiological methodologies and techniques is of great interest to the journal. Several categories of manuscripts (for detailed description see below) are considered: editorials, original articles (also including randomized clinical trials, systematic reviews and meta-analyses), reviews (narrative reviews), opinion articles (including debates, perspectives and commentaries); and letters to the Editor.
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