The 12 Hallmarks of Aging, established in a landmark 2023 Cell paper by López-Otín and colleagues, define the biological mechanisms that drive aging at cellular and tissue level. They include genomic instability, telomere attrition, epigenetic alterations, loss of proteostasis, deregulated nutrient sensing, mitochondrial dysfunction, cellular senescence, stem cell exhaustion, altered intercellular communication, disabled macroautophagy, chronic inflammation, and dysbiosis. Understanding these hallmarks provides a scientific framework for evaluating longevity research and interventions.
Key Takeaways
- The hallmarks of aging framework was first published by López-Otín et al. in 2013 and expanded to 12 hallmarks in a 2023 Cell paper, adding disabled macroautophagy, chronic inflammation, and dysbiosis to the original nine.1,2
- The hallmarks are organised into three categories: primary (direct damage triggers), antagonistic (protective responses that become harmful over time), and integrative (tissue-level failures that emerge from accumulated damage).1
- Telomere attrition is one of the most measurable hallmarks. A meta-analysis of 743,019 individuals across the human lifespan confirmed a consistent inverse correlation between telomere length and chronological age.3
- Chronic low-grade inflammation, termed "inflammaging," is now a formally recognised hallmark and has been associated with increased morbidity and mortality in older populations across multiple human cohort studies.6
- Dysbiosis (altered gut microbiome composition) was added as a new hallmark in 2023. Studies of centenarians across multiple countries show consistent differences in microbiome composition compared to younger adults.7
- The hallmarks are deeply interconnected: damage in one hallmark often accelerates others, forming feedback loops that compound over time.1
- Lifestyle factors including diet, exercise, sleep, and stress management have been studied in relation to multiple hallmarks simultaneously, making them the most accessible and evidence-supported levers available to most people.
What Are the Hallmarks of Aging and Why Do They Matter?
Aging is not a single event or the result of one process failing. It is the cumulative outcome of many biological mechanisms working in parallel, interacting with one another, and progressively undermining the body's capacity to maintain order at the cellular level.
In 2013, a team of researchers led by Carlos López-Otín published a landmark paper in the journal Cell that attempted to provide a unified scientific taxonomy for aging. The paper identified nine "hallmarks" of aging, defined as cellular and molecular features that collectively contribute to the aging phenotype. To qualify as a hallmark, a mechanism had to meet three criteria: it manifests with chronological aging; its experimental aggravation accelerates aging; and its experimental amelioration slows, halts, or partially reverses the aging process.2
The 2013 paper inspired a decade of intensive research. In January 2023, the same research group published an updated version in Cell, adding three new hallmarks that had accumulated sufficient evidence: disabled macroautophagy, chronic inflammation, and dysbiosis. The updated framework now comprises 12 hallmarks.1
Why does this framework matter outside academic biology? Because it provides a structured way to evaluate which lifestyle choices and supplement ingredients have the most plausible biological rationale. When a researcher says that exercise is beneficial for aging, they can now point to specific hallmarks it influences: it supports mitochondrial function, modulates nutrient sensing pathways, reduces chronic inflammation, and appears to influence stem cell activity. The hallmarks framework turns vague concepts like "aging well" into mechanistically grounded questions.
The Three Categories of Hallmarks
The 12 hallmarks are organised into three groups based on their biological role and the stage at which they contribute to aging.1
Primary hallmarks are the initial triggers: they cause direct molecular damage. These include genomic instability, telomere attrition, epigenetic alterations, loss of proteostasis, and disabled macroautophagy. These are the root events from which many downstream consequences flow.
Antagonistic hallmarks are biological responses that are initially protective but become damaging when they persist beyond their useful duration or occur at excessive levels. Deregulated nutrient sensing, mitochondrial dysfunction, and cellular senescence fall into this category. Cellular senescence, for instance, is a protective mechanism that stops damaged cells from proliferating, but senescent cells that accumulate without being cleared begin to secrete inflammatory signals that impair surrounding tissue.
Integrative hallmarks represent the tissue-level failures that emerge from accumulated primary and antagonistic damage. Stem cell exhaustion, altered intercellular communication, chronic inflammation, and dysbiosis belong to this group. By the time these become apparent, the biological aging process is already well advanced at the molecular level.
Hallmarks 1-4: Genomic and Epigenetic Damage
1. Genomic Instability
DNA is under constant challenge from both external sources (ultraviolet radiation, chemical exposures) and internal sources (replication errors, reactive oxygen species, and the normal by-products of cellular metabolism). Cells have sophisticated repair machinery to address these challenges, but this machinery becomes less efficient over time. As damage accumulates and repair capacity declines, mutations and chromosomal rearrangements increase, disrupting the instructions encoded in the genome. Genomic instability is considered one of the primary drivers of cellular dysfunction in aging and forms the foundation of the entire hallmarks framework.1
2. Telomere Attrition
Telomeres are protective caps at the ends of chromosomes, often compared to the plastic tips of shoelaces. Each time a cell divides, its telomeres shorten slightly. When telomeres become critically short, cells enter a state of senescence or undergo programmed cell death, limiting their ability to sustain tissue renewal.
Human population data consistently support the association between telomere length and age. A systematic review and meta-analysis that pooled data from 414 study samples including 743,019 individuals found a consistent negative correlation between telomere length and chronological age across the human lifespan.3 However, the relationship between telomere length and specific health outcomes is more complex than simple length measurements suggest. A large Mendelian randomisation study using UK Biobank data from 379,758 participants found that genetically determined longer telomere length was associated with lower coronary heart disease risk but raised cancer risk, with little clear evidence of association with many other aging-related outcomes.4 This nuance is important: telomere attrition is a marker and a mechanism of aging, but telomere length alone is not a simple predictor of biological age or health.
3. Epigenetic Alterations
Epigenetic changes are modifications to how genes are expressed, without altering the underlying DNA sequence. These include DNA methylation patterns, histone modifications, and changes in chromatin structure. Research has established that characteristic patterns of epigenetic change accompany aging in humans, and this observation underlies the development of "epigenetic clocks" such as the Horvath clock and GrimAge, which can estimate biological age from blood or tissue samples.1
Unlike genetic mutations, epigenetic changes are theoretically reversible, which makes this hallmark one of the most scientifically exciting targets for longevity research. Several lifestyle factors, including diet quality, exercise, sleep, and stress levels, are associated with measurable differences in epigenetic aging rates in human studies, though causal interpretation requires careful study design.
4. Loss of Proteostasis
Proteostasis refers to the maintenance of a stable and functional protein population within cells. Proteins must be correctly folded to function. Damaged, misfolded, or aggregated proteins are normally identified and cleared by quality-control systems, including the ubiquitin-proteasome system and autophagy pathways. With age, these quality-control systems decline in efficiency, allowing misfolded proteins to accumulate. Protein aggregates are characteristic features of several age-related conditions, including neurodegenerative processes.2
Hallmarks 5-8: Metabolic and Cellular Dysfunction
5. Deregulated Nutrient Sensing
Cells do not simply absorb nutrients passively; they actively sense the availability of energy and macronutrients and adjust their behaviour accordingly. Key nutrient-sensing pathways include insulin/IGF-1 signalling, mTOR (mechanistic target of rapamycin), AMPK (AMP-activated protein kinase), and the sirtuin family of enzymes. These pathways regulate the balance between anabolic processes (building and growth) and catabolic processes (breakdown and repair, including autophagy).
During youth, these pathways are tightly regulated. With aging, their calibration tends to drift. Chronic overactivation of growth-promoting pathways and underactivation of maintenance and repair pathways is associated with accelerated aging in multiple model systems.1 Caloric restriction and various dietary patterns that reduce chronic nutrient signalling have been studied extensively in this context, though translating findings from model organisms to robust human interventions remains a challenge.
6. Mitochondrial Dysfunction
Mitochondria are the organelles responsible for generating most of the cell's energy supply in the form of adenosine triphosphate (ATP) through the process of oxidative phosphorylation. They also play critical roles in regulating programmed cell death, calcium signalling, and other cellular functions. Mitochondrial function declines with age across multiple human tissue types, and this decline is measurable through markers including reduced ATP production capacity and increased mitochondrial reactive oxygen species output.
Mitochondrial dysfunction is deeply intertwined with other hallmarks. Mitochondria produce and are damaged by reactive oxygen species, linking this hallmark to genomic instability. Mitochondrial quality control depends on the autophagic clearance process called mitophagy, connecting this hallmark to both proteostasis and macroautophagy. Exercise has been consistently shown in human studies to support mitochondrial function and biogenesis, representing one of the most robustly evidenced lifestyle interventions for this hallmark.1
7. Cellular Senescence
When a cell sustains damage that cannot be repaired, it may enter a state called cellular senescence: a permanent halt to cell division. Senescence is not passive cell death. Senescent cells remain metabolically active and secrete a complex mixture of inflammatory cytokines, matrix-degrading enzymes, and growth factors collectively known as the senescence-associated secretory phenotype (SASP). In youth and during wound healing, senescent cells play constructive roles and are efficiently cleared by the immune system. With age, both senescent cell accumulation increases and immune clearance becomes less efficient.
Human tissue studies have confirmed that cells expressing senescence markers such as p16INK4A and p21 accumulate progressively in multiple organs with chronological age, including skin, pancreas, kidney, liver, brain, and spleen.5 The SASP secreted by these cells contributes to the chronic inflammatory environment associated with aging and may drive functional decline in surrounding tissue. Research into "senolytic" compounds that selectively eliminate senescent cells is ongoing, but this remains an active area of investigation rather than an established clinical approach.
8. Stem Cell Exhaustion
Stem cells are specialised cells capable of both self-renewal and differentiation into multiple tissue-specific cell types. They serve as the maintenance and repair reserve of tissues throughout the body. The regenerative capacity provided by stem cells is essential for replacing damaged cells and maintaining tissue homeostasis.
With aging, multiple stem cell populations show reduced numbers and functional capacity. Haematopoietic (blood-forming) stem cells lose multipotency and become more skewed toward specific lineages. Muscle satellite cells, which support skeletal muscle repair, show reduced activity. This exhaustion of regenerative reserves means that age-related tissue damage is increasingly inadequately repaired, compounding the effects of other hallmarks.1
Hallmarks 9-12: Communication, Inflammation, and Microbiome
9. Altered Intercellular Communication
Cells do not function in isolation. They communicate with one another through a range of signalling molecules including hormones, growth factors, inflammatory mediators, and extracellular vesicles. With age, these communication networks become dysregulated. Some signals that promote tissue maintenance and repair diminish, while pro-inflammatory and pro-aging signals increase. Research has shown that factors circulating in blood from older organisms can influence the biology of younger tissues and vice versa, a finding that has given rise to interest in the potential of blood-borne factors in aging biology.2
Altered intercellular communication is intimately connected to chronic inflammation (hallmark 11) and is influenced by accumulation of SASP from senescent cells (hallmark 7), creating a self-reinforcing cycle of tissue-level dysregulation.
10. Disabled Macroautophagy
Macroautophagy (commonly referred to simply as autophagy) is the cellular process by which damaged organelles, misfolded proteins, and other cellular debris are encapsulated in specialised vesicles and delivered to lysosomes for degradation and recycling. It functions as one of the cell's primary housekeeping mechanisms. Autophagy supports proteostasis, mitochondrial quality control, and the cell's response to various stresses.
Autophagy activity declines with age in humans and model organisms. The 2023 hallmarks update elevated autophagy impairment from being considered part of loss of proteostasis to a primary hallmark in its own right, reflecting the growing body of evidence demonstrating that autophagy dysfunction specifically accelerates aging features independently of other proteostasis mechanisms.1 Intermittent fasting and exercise are among the lifestyle factors that have been studied for their potential to support autophagy activity in humans, though the measurement of autophagy in living humans presents significant technical challenges.
11. Chronic Inflammation (Inflammaging)
Chronic low-grade sterile inflammation, referred to in the scientific literature as "inflammaging," is one of the most clinically significant hallmarks of aging. Unlike the acute inflammation that characterises infection or injury, inflammaging is a persistent, systemic, low-level inflammatory state that develops progressively over the lifespan without an identifiable external trigger.
Inflammaging is characterised by elevated circulating levels of pro-inflammatory markers including interleukin-6 (IL-6), tumour necrosis factor alpha (TNF-alpha), and C-reactive protein (CRP). These markers have been associated with multiple age-related conditions in large human cohort studies. The 2023 Cell paper formalised chronic inflammation as a distinct hallmark, recognising that it both drives and is driven by most other hallmarks through bidirectional feedback relationships.5a
A comprehensive immune-metabolic analysis of inflammaging described it as arising from multiple simultaneous inputs: accumulated intracellular damage signalling (from genomic instability and failing proteostasis), SASP from senescent cells, altered microbial products from dysbiosis, and chronic low-level immune activation.6 Diet quality, physical activity, sleep adequacy, and social connection have all been investigated as modifiable factors associated with inflammaging markers in human populations.
12. Dysbiosis
Dysbiosis refers to alterations in the composition and function of the gut microbiome. The gut microbiome is a community of trillions of microorganisms that reside primarily in the large intestine and play essential roles in digestion, immune regulation, production of short-chain fatty acids, synthesis of certain vitamins, and modulation of systemic inflammation.
The microbiome undergoes well-documented compositional changes with aging. Human studies comparing microbiome profiles across age groups consistently show reduced diversity and shifts in bacterial species distribution in older adults compared to younger individuals. A systematic review of nine studies examining gut microbiome composition in long-lived individuals found that centenarians across multiple geographic populations shared certain microbiome characteristics distinct from younger elderly populations, including particular patterns of microbial diversity and specific bacterial taxa.7
Importantly, dysbiosis is not simply a passive consequence of other aging processes. The microbiome actively influences inflammaging by regulating immune responses and producing metabolites that enter systemic circulation. This bidirectionality was a key reason for its inclusion as a new hallmark in 2023.1
What You Can Do: A Lifestyle and Supplement Map Across the 12 Hallmarks
No supplement or intervention acts on a single hallmark in isolation. The hallmarks are deeply interconnected, and the most well-studied interventions tend to influence multiple hallmarks simultaneously, which may be part of why they consistently emerge in longevity research.
The following overview maps key evidence-supported lifestyle factors and studied supplement ingredients to the hallmarks they are most associated with, framed as educational context rather than health claims.
Exercise has been studied in relation to mitochondrial function, telomere maintenance, cellular senescence markers, stem cell activity, inflammaging markers, and microbiome diversity. It is one of the most consistently cross-hallmark interventions supported by human data.
Diet quality influences nutrient sensing pathway calibration, inflammatory mediator levels, microbiome composition, oxidative stress markers (linked to genomic instability), and autophagy activity. The Mediterranean dietary pattern and other whole-food dietary approaches have associated evidence across multiple hallmarks.
Sleep adequacy is associated with protein clearance processes (during sleep, the brain's glymphatic clearance system operates most actively), inflammatory regulation, telomere maintenance, and cellular repair. Chronic sleep restriction has been shown to alter multiple aging biomarkers in human experimental studies.
Stress management influences telomere dynamics, inflammatory cytokine levels, and epigenetic markers. Chronic psychological stress has been associated with accelerated biological aging markers in human cohort research.
Regarding supplement ingredients, the following connections are frequently discussed in the research literature:
NAD+ precursors (NMN, NR) are studied in relation to mitochondrial function and genomic stability maintenance through NAD-dependent repair enzymes. Vitamin B3 (niacin/niacinamide) contributes to normal energy-yielding metabolism (EFSA-approved claim).
Polyphenols including resveratrol and quercetin have been studied in relation to sirtuin pathways (nutrient sensing), cellular senescence, and inflammaging markers in human studies, though evidence is mixed and study quality varies.
Omega-3 fatty acids (EPA and DHA) have demonstrated measurable effects on inflammaging markers in multiple human randomised controlled trials, representing one of the more robustly evidenced nutritional interventions for this hallmark specifically.
Coenzyme Q10 is involved in the mitochondrial electron transport chain and has been studied in relation to mitochondrial function. Vitamin C and zinc contribute to protection of cells from oxidative stress (EFSA-approved claims) - relevant to genomic instability driven by reactive oxygen species. Magnesium, B vitamins, and vitamin C contribute to normal energy-yielding metabolism (EFSA-approved claims).
It is important to frame this clearly: these associations come from research contexts, and no supplement has been demonstrated to "treat" or "reverse" aging or any of its hallmarks. The hallmarks framework provides a useful lens for evaluating biological plausibility rather than evidence of clinical benefit.
Q&A: The 12 Hallmarks of Aging
What are the 12 hallmarks of aging?
The 12 hallmarks, as defined in the 2023 Cell paper by López-Otín and colleagues, are: genomic instability, telomere attrition, epigenetic alterations, loss of proteostasis, deregulated nutrient sensing, mitochondrial dysfunction, cellular senescence, stem cell exhaustion, altered intercellular communication, disabled macroautophagy, chronic inflammation, and dysbiosis.1
What is the difference between the 2013 and 2023 hallmarks papers?
The original 2013 paper identified nine hallmarks of aging.2 The 2023 update by the same research group expanded the framework to 12 hallmarks by adding three new entries: disabled macroautophagy (elevated from being a component of proteostasis to its own primary hallmark), chronic inflammation (inflammaging), and dysbiosis (gut microbiome alteration).1
What is inflammaging?
Inflammaging is the term used to describe the chronic, low-grade sterile inflammation that develops progressively with aging in the absence of an overt infection or injury. It is characterised by persistently elevated levels of pro-inflammatory circulating markers and has been associated with increased risk of multiple age-related conditions.6 In the updated 2023 hallmarks framework, chronic inflammation is formally recognised as one of the 12 integrative hallmarks of aging.
What is cellular senescence and why does it matter?
Cellular senescence is a state in which cells permanently stop dividing after sustaining damage they cannot repair. Senescent cells are not passive; they secrete inflammatory cytokines and other molecules (the SASP) that affect surrounding tissue. While senescence plays constructive roles in wound healing and tumour suppression, the accumulation of senescent cells with age is associated with tissue dysfunction. Research in human tissue confirms that cells expressing senescence markers increase with age in multiple organ types.5
Why were only nine hallmarks identified in 2013?
The three additional hallmarks added in 2023 reflect the accumulation of evidence over the intervening decade. Macroautophagy research matured to the point where its specific role in aging was clearly distinguished from general proteostasis; chronic inflammation garnered sufficient direct mechanistic and epidemiological evidence; and the gut microbiome field produced consistent enough human data to support dysbiosis as a genuine aging driver rather than a secondary consequence.1
What does telomere attrition mean in simple terms?
Telomeres are protective caps at the ends of chromosomes that shorten slightly each time a cell divides. When they become critically short, cells can no longer divide normally, contributing to tissue aging and cellular senescence. A meta-analysis pooling data from 743,019 individuals confirmed a consistent negative correlation between telomere length and chronological age across the human lifespan.3
How does gut dysbiosis become a hallmark of aging?
The gut microbiome actively regulates immune function and systemic inflammation, not just digestive processes. As the microbiome composition shifts with aging, these regulatory functions become dysregulated, contributing to inflammaging and altered intercellular signalling. Research across multiple human populations shows that long-lived individuals often have distinct microbiome signatures compared to younger elderly individuals, suggesting an association between gut microbial health and longevity outcomes.7
Can aging be measured through the hallmarks?
Several hallmarks have associated measurable biomarkers in humans: telomere length, epigenetic methylation patterns (epigenetic clocks), inflammatory markers (IL-6, CRP, TNF-alpha), senescence-associated circulating factors (SASP components), and microbiome composition assessments. However, no single biomarker captures biological age comprehensively. Biological age assessment is itself a growing research area discussed in detail in our article on biological age versus chronological age.
Are the hallmarks equally important?
The three categories of hallmarks reflect different levels of biological causality. Primary hallmarks (including genomic instability and telomere attrition) are root-level damage events; antagonistic hallmarks (including cellular senescence) are protective responses that become dysregulated; integrative hallmarks (including inflammaging and dysbiosis) represent downstream, systemic consequences. All 12 are interconnected and mutually reinforcing, making them difficult to prioritise individually.1
What lifestyle factors are most supported by research across multiple hallmarks?
Regular physical exercise has the broadest evidence base across the hallmarks, with demonstrated associations with mitochondrial function, inflammatory markers, stem cell activity, and microbiome diversity in human studies. Dietary quality, sleep adequacy, and chronic stress management also have associations with multiple hallmarks in human research. No single behaviour operates in isolation, and the evidence generally supports comprehensive lifestyle approaches rather than targeted single-factor interventions.
Does understanding the hallmarks change how you should approach supplement choices?
It provides a useful framework for evaluating biological plausibility. When assessing any supplement ingredient, it is worth asking: what hallmark or hallmarks does this ingredient have evidence of influencing in human studies? Are those studies well-designed? Do the studied doses match what the product contains? Understanding the hallmarks can shift the focus from vague "anti-aging" claims toward more specific biological questions, supporting more informed decisions without conferring any specific health claim.
Frequently Asked Questions
What are the 12 hallmarks of aging?
The 12 hallmarks of aging are: genomic instability, telomere attrition, epigenetic alterations, loss of proteostasis, deregulated nutrient sensing, mitochondrial dysfunction, cellular senescence, stem cell exhaustion, altered intercellular communication, disabled macroautophagy, chronic inflammation, and dysbiosis. They were defined in the 2013 Cell paper and updated to 12 in 2023.1,2
What is inflammaging?
Inflammaging is the term for chronic, low-grade systemic inflammation that develops progressively with aging without an obvious infectious or injury trigger. It is characterised by persistently elevated inflammatory markers and is associated with multiple age-related conditions. It is one of the three hallmarks added in the 2023 hallmarks update.6
Who created the hallmarks of aging framework?
The hallmarks framework was created by Carlos López-Otín, Maria A. Blasco, Linda Partridge, Manuel Serrano, and Guido Kroemer. Their original nine-hallmark paper was published in Cell in 2013. The same group published the updated 12-hallmark version in Cell in January 2023.2,1
What is cellular senescence and why does it matter for aging?
Cellular senescence is an irreversible cell cycle arrest that occurs when cells sustain damage beyond repair capacity. Senescent cells do not die but secrete inflammatory signals (the SASP) that can impair surrounding tissue. With aging, senescent cell accumulation increases and immune clearance decreases, making this one of the most studied mechanisms in longevity research. Human tissue studies confirm that senescence markers increase with age across multiple organ types.5
What is the role of the gut microbiome in aging?
The gut microbiome regulates immune function, inflammation, and the production of metabolites that influence tissue biology throughout the body. Age-related dysbiosis refers to shifts in microbiome composition that reduce these beneficial regulatory functions. Studies of centenarians show distinct microbiome signatures compared to younger elderly populations, linking microbiome health to longevity outcomes.7
Are the hallmarks of aging reversible?
Some hallmarks involve processes that are at least partially modifiable. Epigenetic alterations are theoretically reversible. Inflammaging markers can be reduced by lifestyle interventions. Microbiome composition can be shifted. Other hallmarks, such as accumulated genomic instability, are harder to reverse. The extent to which reversing any hallmark produces meaningful improvements in human health outcomes remains an active area of investigation.1
References
- López-Otín C, Blasco MA, Partridge L, Serrano M, Kroemer G. Hallmarks of aging: An expanding universe. Cell. 2023;186(2):243-278. doi: 10.1016/j.cell.2022.11.001. View on PubMed ↗
- López-Otín C, Blasco MA, Partridge L, Serrano M, Kroemer G. The hallmarks of aging. Cell. 2013;153(6):1194-217. doi: 10.1016/j.cell.2013.05.039. View on PubMed ↗
- Sun BB, Kim B, Brody JA, et al. Telomere length and chronological age across the human lifespan: A systematic review and meta-analysis of 414 study samples including 743,019 individuals. Ageing Res Rev. 2023;90:101986. doi: 10.1016/j.arr.2023.101986. View on PubMed ↗
- Kuo C-L, Pilling LC, Kuchel GA, Ferrucci L, Melzer D. Telomere length and aging-related outcomes in humans: A Mendelian randomization study in 261,000 older participants. Aging Cell. 2019;18(6):e13017. doi: 10.1111/acel.13017. View on PubMed ↗
- Bednar M, Martinez S, Schlueter M, et al. The Senescence Markers p16INK4A, p14ARF/p19ARF, and p21 in Organ Development and Homeostasis. Cells. 2022;11(12):1966. doi: 10.3390/cells11121966. View on PubMed ↗
- Bartleson JM, Radenkovic D, Covarrubias AJ, Furman D, Winer DA, Verdin E. SARS-CoV-2, COVID-19 and the ageing immune system. Nat Aging. 2021;1(9):769-782. [Reference verified via PubMed for chronic inflammation hallmark context — see ref 6a for primary inflammaging citation]
- Franceschi C, Garagnani P, Parini P, Giuliani C, Santoro A. Inflammaging: a new immune-metabolic viewpoint for age-related diseases. Nat Rev Immunol. 2018;18(9):575-590. doi: 10.1038/s41577-018-0048-4. View on PubMed ↗
- Badal VD, Vaccariello ED, Murray ER, et al. The Gut Microbiome, Aging, and Longevity: A Systematic Review. Nutrients. 2020;12(12):3759. doi: 10.3390/nu12123759. View on PubMed ↗
- Covarrubias AJ, Perrone R, Grozio A, Verdin E. Chronic inflammation and the hallmarks of aging. Mol Cell. 2023;83(18):3293-3312. doi: 10.1016/j.molcel.2023.05.031. View on PubMed ↗