Loneliness and Health: Why Disconnection Affects the Whole Body

Person sitting alone at a dining table with an empty chair, representing loneliness, social isolation, and their potential effects on overall health.

Key takeaways

  • Loneliness is the distressing feeling that your social relationships are not providing the connection you need; it is different from simply spending time alone.
  • Persistent loneliness may interact with stress responses, sleep, health behaviors, cardiovascular function, and inflammatory processes over time.
  • Social isolation and loneliness are related but distinct, which means increasing contact alone may not resolve loneliness when the deeper problem is lack of trust, belonging, or meaningful connection.
  • Loneliness is not a personal failure, and addressing it may involve strengthening existing relationships, creating repeated opportunities for connection, and improving the environments that make belonging possible.

Loneliness is often described as an emotional experience—a painful sense of being alone, unseen, or disconnected from other people. But loneliness does not necessarily stop at mood.

Humans respond to their social environments psychologically, behaviorally, and physically. When meaningful connection is consistently missing, the effects can intersect with stress, sleep, daily habits, cardiovascular health, and other physiological systems. Large reviews have also linked loneliness and social isolation with poorer mental and physical health and a higher risk of premature mortality, although these findings describe population-level associations rather than inevitable outcomes for any individual.

Understanding this relationship is part of the larger picture of Social Wellness Explained: Why Relationships and Community Matter for Health. Social wellness is not about constantly being around people. It is about having enough meaningful, supportive connection to meet your social needs.

Loneliness becomes important to health because prolonged disconnection can influence several systems at once. It may change how threatening the world feels, interfere with restorative sleep, affect health behaviors, and interact with stress-related biological processes. That is why loneliness can feel emotional while also having consequences that reach far beyond emotion.

What Is Loneliness?

Loneliness is the subjective experience of feeling insufficiently connected to other people.

The CDC describes loneliness as feeling alone, disconnected, or not close to others, while social isolation refers more objectively to having relatively little contact, support, or interaction.

That distinction is fundamental.

You can be physically alone without being lonely.

Someone who enjoys solitude may spend an entire weekend by themselves and feel rested, content, and securely connected to the people who matter to them.

You can also be lonely without being physically alone.

A person may live with family, work in a busy office, attend social events, communicate online all day, and still feel that nobody truly knows or understands them.

Loneliness is therefore less about the number of people nearby and more about a gap between the connection you have and the connection you need.

That gap may involve:

  • Emotional closeness
  • Companionship
  • Trust
  • Acceptance
  • Shared experience
  • Feeling understood
  • Practical support
  • Intimacy
  • Community belonging
  • The feeling that you matter to other people

Different people need different combinations of these things.

Loneliness, Social Isolation, and Solitude Are Not the Same

These three experiences are often grouped together, but they can have very different meanings.

Loneliness is subjective

Loneliness reflects how social life feels from the inside.

Two people with nearly identical social schedules may experience those schedules very differently.

One might feel connected and satisfied.

The other might feel invisible.

Social isolation is more objective

Social isolation refers to having relatively few relationships, interactions, or sources of support. A socially isolated person may live alone, have infrequent contact with family and friends, or have limited participation in groups and community activities.

Isolation can increase the likelihood of loneliness, but the two do not always occur together.

Solitude can be healthy

Being alone by choice can be restorative.

Quiet time can provide space for rest, creativity, reflection, reading, exercise, or simply recovering from an overstimulating day.

The difference often comes down to choice and satisfaction.

Chosen solitude can feel peaceful.

Unwanted disconnection can feel painful.

The goal of social wellness is therefore not to eliminate time alone. It is to prevent unwanted disconnection from becoming the dominant social experience.

Why Would Loneliness Affect the Body?

At first, it may seem strange that something as subjective as loneliness could be related to physical health.

But the brain continuously evaluates the social environment.

Relationships can provide safety, resources, information, cooperation, protection, and practical assistance. When a person perceives that dependable connection is missing, that may influence the way potential threats and stressors are interpreted.

A major theoretical review of loneliness proposed that perceived social isolation can increase feelings of vulnerability and vigilance for social threats, potentially influencing cognition, behavior, sleep, and physiological regulation.

This does not mean the body has a single “loneliness response.”

The picture is much more complex.

Researchers study several interconnected pathways, including:

  • Stress perception and stress reactivity
  • Sleep quality
  • Cardiovascular processes
  • Neuroendocrine function
  • Inflammation and immune-related processes
  • Physical activity and other health behaviors
  • Mental health
  • Access to practical help and healthcare

These pathways can also interact with one another.

Poor sleep can make stress harder to manage.

High stress may affect social behavior.

Depression can lead to withdrawal.

Withdrawal can reduce opportunities for connection.

The result can become a feedback loop rather than a single one-way cause.

Loneliness and the Stress Response

One of the most studied possibilities is the relationship between loneliness and stress.

When people encounter a challenge, the body mobilizes systems designed to help them respond. Heart rate, blood pressure, attention, hormones, and immune processes may temporarily change depending on the situation.

That is normal.

The concern is not that stress responses occur. The concern is repeated or prolonged activation without adequate recovery.

A systematic review examining loneliness and acute stress responses found that greater loneliness was associated in the available studies with altered physiological responses to stress, including stronger blood-pressure and inflammatory reactivity in some contexts. The authors also emphasized that findings across stress systems were not completely uniform.

This nuance matters.

It would be misleading to say loneliness simply “raises cortisol” or permanently switches the body into fight-or-flight mode.

Human stress physiology is more complicated than that.

A more useful way to understand the relationship is that persistent perceptions of social disconnection may influence how stressful circumstances are experienced and how certain stress-related systems respond.

Why social support changes the stress environment

Consider a difficult event such as illness, job loss, caregiving pressure, or financial uncertainty.

The challenge itself matters.

But so does the question:

Do I have anyone who can help me deal with this?

Someone with social support may have access to:

  • Emotional reassurance
  • Advice
  • Transportation
  • Childcare
  • Financial help
  • Meals
  • Help with household tasks
  • Information
  • A place to stay
  • Someone to accompany them to an appointment

Without those resources, the same life event can place a much larger burden on one person.

In this way, social connection can influence stress before any biological mechanism is considered.

Loneliness and Sleep

Sleep is another important link between social experience and whole-body health.

Researchers studying loneliness have proposed that feeling socially vulnerable may interfere with the ability to fully relax during sleep. Reviews of loneliness research have reported associations between loneliness and poorer sleep quality or more fragmented sleep, even when total time in bed does not necessarily change dramatically.

That relationship can become circular.

Poor sleep may contribute to:

  • Irritability
  • Reduced emotional regulation
  • Lower motivation
  • Difficulty concentrating
  • Greater sensitivity to negative experiences

Those changes can make social interaction harder.

A tired person may decline invitations, misread someone’s tone, lose patience more quickly, or lack the energy to maintain relationships.

Then reduced or strained interaction may worsen feelings of disconnection.

The point is not that every lonely person sleeps poorly.

It is that sleep provides one plausible pathway through which persistent social distress can interact with broader well-being.

Loneliness and Cardiovascular Health

Loneliness and social isolation have also been studied in relation to cardiovascular health.

An overview of systematic reviews found relatively consistent evidence linking social isolation and loneliness with worse cardiovascular outcomes, although the strength and quality of evidence varied across specific questions.

Public-health agencies now include cardiovascular disease among the major health concerns associated with poor social connection. The CDC identifies loneliness and social isolation as risk factors associated with serious mental and physical health conditions, while the WHO’s 2025 Commission report highlights cardiovascular disease among the health outcomes associated with social disconnection.

Several pathways could contribute, including:

  • Stress-related physiological activity
  • Blood-pressure regulation
  • Sleep
  • Inflammation
  • Physical activity
  • Smoking or other health behaviors
  • Healthcare engagement
  • Practical social support

It is important not to turn association into certainty.

A lonely person is not destined to develop heart disease, and heart disease cannot ordinarily be attributed to loneliness alone.

Cardiovascular health is influenced by many factors, including genetics, age, blood pressure, cholesterol, diabetes, smoking, physical activity, medical care, socioeconomic conditions, and environmental exposures.

Loneliness is better understood as one potential contributor within that larger system.

Loneliness, Inflammation, and Immune Function

Claims about loneliness and “the immune system” are often oversimplified.

Research does suggest possible connections, but the science requires careful wording.

A systematic review and meta-analysis examining loneliness, social isolation, and inflammatory markers found some evidence of associations with systemic inflammation. However, the authors noted substantial methodological variation and concluded that stronger research was needed to clarify the mechanisms and relationships involved.

This is very different from saying that loneliness directly “weakens immunity.”

Inflammation is not a single good-or-bad process. It is a normal part of immune defense and tissue repair. Problems can arise when inflammatory activity becomes inappropriate or chronically dysregulated, but individual biomarkers are influenced by numerous factors.

These include:

  • Infection
  • Body composition
  • Exercise
  • Sleep
  • Smoking
  • Medication
  • Chronic disease
  • Age
  • Stress
  • Diet

Social experience is one possible influence among many.

The evidence therefore supports a cautious conclusion: persistent social disconnection may be associated with changes in inflammatory and immune-related processes, but those pathways are complex and still being investigated.

Loneliness and Mental Health

The relationship between loneliness and mental health is more intuitive, but it is still not simple.

The WHO and CDC identify loneliness and social isolation as being associated with mental-health concerns including depression and anxiety.

Loneliness can contribute to emotional distress because humans often derive reassurance, identity, enjoyment, perspective, and belonging from relationships.

But mental-health difficulties can also make connection harder.

Someone experiencing depression may:

  • Lose motivation to make plans
  • Assume other people do not want to hear from them
  • Find conversation exhausting
  • Stop enjoying activities they once shared with others

Someone experiencing social anxiety may want relationships but avoid situations where connection might develop.

Someone recovering from trauma may find trust difficult.

Someone grieving may feel profoundly alone even while surrounded by caring people because the person they most want to connect with is gone.

This creates an important two-way relationship:

Loneliness can affect mental health, and mental-health difficulties can increase loneliness.

Treating one side of that cycle may sometimes help the other.

Loneliness Can Change the Way Social Situations Feel

One of the most difficult aspects of persistent loneliness is that it can sometimes make reconnection harder.

If someone repeatedly feels rejected, excluded, or unseen, they may become more alert to signs that another interaction could go badly.

A delayed reply may feel like rejection.

A neutral expression may be interpreted negatively.

A conversation that ends quickly may seem to confirm the belief that other people are not interested.

The theoretical model described by loneliness researchers proposes that perceived isolation may increase vigilance for social threat, which can influence attention and interpretation.

That does not mean lonely people are imagining their experiences.

Some people genuinely do face exclusion, discrimination, hostile relationships, or a lack of accessible community.

Rather, prolonged loneliness may sometimes add another layer of difficulty by making ambiguous social situations feel more threatening.

This helps explain why telling someone to “just go meet people” can be inadequate.

The problem may not simply be a lack of opportunities.

It may also involve trust, confidence, previous rejection, anxiety, exhaustion, or uncertainty about how an interaction will unfold.

Loneliness Can Affect Everyday Health Behaviors

Some pathways between social disconnection and physical health are behavioral rather than biological.

Relationships influence routines.

People may exercise together, prepare meals together, remind each other about appointments, encourage medical care, or provide structure to the day.

When someone becomes disconnected, some of those supports may disappear.

For example, loneliness or isolation may coincide with:

  • Less motivation to prepare regular meals
  • Reduced physical activity
  • Irregular sleep routines
  • More time spent sedentary
  • Less accountability for health goals
  • Fewer people noticing health changes
  • Greater difficulty getting help during illness

The CDC recognizes social connection as relevant to health behaviors including physical activity, eating, sleep, and coping.

Again, these patterns are not universal.

Some people living alone maintain highly structured and healthy routines.

The point is that social environments can make certain behaviors easier or harder.

Practical Isolation Can Become a Health Problem

There is also a practical side of disconnection that does not require a complex physiological explanation.

Imagine becoming sick when you have nobody nearby.

Who gets groceries?

Who collects medication?

Who drives you home after a procedure?

Who notices if you are getting worse?

Who helps with children, pets, or household tasks?

Who encourages you to seek help when you are minimizing symptoms?

Social support can function as an everyday resource.

This may be particularly important for people who:

  • Live alone
  • Have mobility limitations
  • Are managing chronic illness
  • No longer drive
  • Have recently relocated
  • Are caring for someone else
  • Have limited transportation
  • Are recovering from surgery or injury
  • Are older and have lost members of their social network

In these circumstances, social disconnection can create logistical as well as emotional vulnerability.

Loneliness and Long-Term Health

Some of the strongest evidence behind growing public-health concern comes from research on mortality.

A large 2015 meta-analysis examining 70 prospective studies found that loneliness, social isolation, and living alone were each associated with an increased risk of mortality during follow-up. The authors concluded that both objective and perceived forms of social isolation were relevant to longevity.

The WHO’s 2025 Commission on Social Connection subsequently identified loneliness and social isolation as widespread global health concerns. Its report estimates that roughly one in six people worldwide experiences loneliness and highlights associations between social disconnection, premature mortality, cardiovascular disease, type 2 diabetes, depression, and anxiety.

These numbers should be interpreted at the population level.

They do not mean loneliness will shorten a particular person’s life by a predictable amount.

Population research identifies patterns and risk.

Individual outcomes remain influenced by many other biological, behavioral, environmental, medical, and social factors.

Why More People Are Not Always the Solution

When someone is lonely, the obvious solution may seem to be:

Spend more time with people.

Sometimes that helps.

But loneliness is not simply a shortage of human bodies.

Someone may attend several events every week and still feel disconnected if the relationships remain superficial.

Another person may have many relatives but feel unable to speak honestly with any of them.

A third may be in a long-term relationship yet feel emotionally unseen.

What is missing may be:

  • Emotional safety
  • Reciprocity
  • Trust
  • Shared identity
  • Intimacy
  • Acceptance
  • Reliability
  • Feeling understood
  • A sense of belonging

That is why adding more social contact without improving the quality or fit of connection may have limited impact.

Meaningful connection usually requires more than proximity.

Relationship Quality Matters

Not every relationship protects against loneliness or supports health.

Some relationships can themselves become sources of chronic stress.

Examples may include relationships characterized by:

  • Persistent criticism
  • Controlling behavior
  • Manipulation
  • Unpredictability
  • Hostility
  • Humiliation
  • Repeated boundary violations
  • Emotional neglect
  • Fear

A person can therefore feel deeply lonely inside a relationship.

This is another reason social wellness cannot be measured by relationship status alone.

Being partnered does not automatically mean being connected.

Living with family does not automatically mean feeling supported.

Having friends does not automatically mean feeling understood.

The relevant question is not merely “Who is around?”

It is also “What happens in these relationships?”

Loneliness Can Happen at Any Age

Loneliness is sometimes portrayed primarily as a problem of older adulthood.

Older adults can certainly face important risk factors, including bereavement, retirement, reduced mobility, illness, hearing loss, caregiving transitions, and the loss of longtime friends or partners.

But loneliness is not restricted to later life.

The WHO’s 2025 report found that loneliness affects people across age groups and regions and reported particularly high prevalence among adolescents and young adults globally.

Different stages of life can create different forms of disconnection.

A student may be surrounded by peers but lack close relationships.

A new parent may spend most of the day caring for another person yet miss adult connection.

A remote worker may go days without face-to-face interaction.

Someone who relocates may lose the casual familiarity of their old neighborhood.

A caregiver may have little time left for friendship.

A newly retired person may lose much of the social structure that work once provided.

Loneliness does not belong to one demographic.

It arises when social needs and social reality no longer align.

Why Life Transitions Can Increase Loneliness

Relationships depend partly on structure.

School places the same people together repeatedly.

Work creates regular interaction.

Living near family creates spontaneous opportunities for contact.

Parenting may introduce families to other parents.

When one of these structures disappears, the social relationships connected to it may weaken quickly.

Common transitions associated with social disruption can include:

  • Moving
  • Starting university
  • Changing jobs
  • Remote work
  • Divorce or separation
  • Bereavement
  • Becoming a caregiver
  • Developing a chronic illness
  • Becoming a parent
  • Children leaving home
  • Retirement

This does not mean loneliness during a transition is abnormal.

Sometimes it is an understandable response to losing familiar connection.

The challenge is preventing a temporary social gap from quietly becoming a long-term pattern.

What Can Help Reduce Loneliness?

Because loneliness has different causes, there is no single solution that works for everyone.

The WHO emphasizes that addressing social disconnection requires action at multiple levels, including individual relationships, communities, services, policy, and broader social environments.

At an individual level, several practical approaches can help create conditions in which connection is more likely.

Strengthen an existing relationship first

Creating entirely new friendships can require considerable time and emotional effort.

Sometimes the easiest starting point is someone you already know.

Think about:

  • A friend you have not contacted recently
  • A relative you enjoy speaking with
  • A former coworker
  • An old neighbor
  • Someone you used to exercise with
  • A person you regularly see but rarely speak to beyond small talk

A simple message can reopen a connection that faded because life became busy rather than because the relationship stopped mattering.

Make contact recurring

Connection is easier to maintain when it does not require constant planning.

A recurring routine might include:

  • Sunday phone calls
  • A weekly walk
  • Monthly coffee
  • A regular family dinner
  • A standing exercise class
  • A book group
  • A scheduled online call with distant friends

Repeated contact gives relationships room to deepen gradually.

The CDC similarly recommends small acts of connection such as reaching out and checking in with others, recognizing that meaningful relationships can develop through manageable steps.

Choose activities with repeated exposure

One-off events can be useful, but friendships usually develop through familiarity.

Consider places where you are likely to encounter the same people repeatedly:

  • Volunteer groups
  • Recreational sports
  • Classes
  • Faith communities
  • Community gardens
  • Book clubs
  • Walking groups
  • Cultural organizations
  • Neighborhood associations
  • Professional groups
  • Hobby communities

The activity provides a shared subject before anyone has to invent a friendship from scratch.

Focus on meaningful interaction, not just attendance

Being in the room is the beginning, not necessarily the end.

Connection may grow when interactions gradually move beyond logistics and small talk.

That can mean asking a thoughtful question, remembering something someone told you, offering help, sharing something about yourself, or inviting someone to continue the conversation another time.

Small moments of reciprocity create the possibility of trust.

Let other people support you

People who feel lonely sometimes become highly self-reliant.

They may avoid asking for help because they do not want to inconvenience anyone.

But vulnerability is often part of how relationships deepen.

That does not require disclosing everything.

It might simply mean saying:

“I’ve had a difficult week. Do you have a few minutes to talk?”

or:

“Would you like to go for a walk? I’ve been spending too much time by myself lately.”

Allowing another person to respond creates an opportunity for genuine connection.

When Barriers Are Bigger Than Personal Effort

Loneliness is sometimes discussed as though everybody has equal access to social opportunities.

They do not.

Connection may be harder because of:

  • Disability
  • Chronic illness
  • Transportation limitations
  • Financial hardship
  • Caregiving responsibilities
  • Unsafe neighborhoods
  • Discrimination
  • Language barriers
  • Unpredictable work schedules
  • Geographic isolation
  • Lack of accessible public spaces
  • Housing instability

The CDC describes social connectedness as a social determinant of health and recognizes that policies, systems, and environments influence people’s opportunities to connect.

That distinction prevents loneliness from being framed entirely as an individual problem.

Sometimes a person needs to build social skills or make more deliberate efforts toward connection.

Other times the environment needs to provide better opportunities for connection.

Often, both are true.

Digital Connection Can Be Real Connection

Online communication is sometimes dismissed as inherently inferior to in-person relationships.

The reality is more nuanced.

Digital communication can help maintain close relationships across distance and provide access to communities that might otherwise be unavailable.

It may be especially valuable for someone who:

  • Has limited mobility
  • Lives far from family
  • Has a rare health condition
  • Belongs to a geographically dispersed community
  • Works unusual hours
  • Is a caregiver
  • Lives in a rural area

The CDC has identified telephone and digital technologies among approaches that have been used to address social isolation and loneliness, particularly among older adults.

What matters is how technology is being used.

A meaningful video conversation with a close friend is very different from hours of passive scrolling.

An online support community where people recognize and help one another is different from simply observing strangers.

A useful question is:

Does this interaction leave me feeling more connected, supported, or understood?

If it does, the connection matters.

When Loneliness May Need Professional Support

Occasional loneliness is a normal human experience.

A difficult week, a quiet holiday, a move, or a period when friends are busy does not necessarily require clinical intervention.

But persistent loneliness may deserve additional attention, particularly when it occurs alongside:

  • Ongoing low mood
  • Loss of interest or pleasure
  • Severe anxiety
  • Panic
  • Increasing withdrawal
  • Significant sleep disruption
  • Difficulty functioning at work or school
  • Feeling hopeless
  • Substance misuse
  • Persistent grief that feels unmanageable

Loneliness itself is not the same as depression, anxiety, or another mental-health disorder. However, the conditions can overlap, and persistent disconnection may occur alongside clinically significant mental-health symptoms.

A qualified healthcare or mental-health professional can help determine what is contributing to the problem and what type of support may be appropriate.

If loneliness is accompanied by thoughts of self-harm or suicide, seek immediate crisis or emergency support in your location.

Connection Does Not Need to Be Perfect to Matter

It is easy to imagine that the opposite of loneliness is a flawless social life.

It is not.

Relationships are imperfect.

Friends become distracted.

Families disagree.

People miss messages.

Schedules conflict.

Periods of solitude happen.

Healthy connection does not mean feeling understood every moment or never experiencing loneliness again.

It means having enough relationships and communities where connection can repeatedly be restored.

A meaningful social life may consist of:

  • One person you can call when something goes wrong
  • A few friends you see regularly
  • A familiar group at a weekly activity
  • Neighbors who recognize one another
  • Family members who stay in contact
  • An online community that provides genuine support
  • A workplace relationship that makes difficult days easier

These layers can add up.

The Body Does Not Experience Health in Separate Compartments

It is convenient to divide health into categories:

Mental health.

Physical health.

Sleep.

Stress.

Relationships.

But real life does not separate them so neatly.

A lonely night may become a poor night’s sleep.

Poor sleep may reduce energy for exercise.

Low energy may make socializing feel harder.

Less interaction may deepen loneliness.

Stress may rise.

Mood may decline.

Alternatively, a supportive conversation may reduce perceived stress.

A shared walk may add movement to the day.

A friend may encourage a medical appointment.

A regular group may restore a sense of routine and belonging.

These are not magical effects.

They are ordinary examples of how human systems interact.

That is the deeper reason loneliness matters for health.

Disconnection does not need to cause one specific disease to be important. It can affect the wider environment in which mental and physical health are maintained.

The Bottom Line

Loneliness begins as a social and emotional experience, but prolonged disconnection can reach much further.

Research links loneliness and social isolation with poorer mental health, disrupted sleep, altered stress responses, cardiovascular outcomes, inflammatory processes, and increased mortality risk at the population level. Scientists are still working to understand how these pathways interact and which are causal, so the evidence should not be reduced to claims that loneliness directly causes any one disease.

What is clear is that meaningful connection belongs within a whole-person view of health.

And meaningful connection does not require being surrounded by people all the time.

It may begin with one dependable relationship, one place where you belong, one recurring conversation, or one community in which your presence is noticed.

The goal is not constant company.

It is enough connection that being alone does not become the same thing as feeling that you are on your own.

References

  1. World Health Organization. From Loneliness to Social Connection: Charting a Path to Healthier Societies — Report of the WHO Commission on Social Connection. 2025. Global evidence review examining the scale, causes, health consequences, and potential solutions related to loneliness, social isolation, and social connection.
  2. Centers for Disease Control and Prevention. Health Effects of Social Isolation and Loneliness. Public-health overview distinguishing loneliness from social isolation and summarizing associated mental and physical health risks.
  3. Holt-Lunstad J, Smith TB, Baker M, Harris T, Stephenson D. Loneliness and Social Isolation as Risk Factors for Mortality: A Meta-Analytic Review. Perspectives on Psychological Science. 2015. Meta-analysis examining associations between loneliness, social isolation, living alone, and mortality across prospective studies.
  4. Cacioppo JT, Hawkley LC. Loneliness Matters: A Theoretical and Empirical Review of Consequences and Mechanisms. Annals of Behavioral Medicine. 2010. Review of psychological, behavioral, and physiological pathways potentially linking perceived social isolation with health.
  5. Brown EG, Gallagher S, Creaven AM. Loneliness and Acute Stress Reactivity: A Systematic Review of Psychophysiological Studies. Psychophysiology. 2018. Review examining cardiovascular, endocrine, inflammatory, and other physiological responses to acute stress in relation to loneliness.
  6. Smith KJ, Gavey S, Riddell NE, Kontari P, Victor C. The Association Between Loneliness, Social Isolation and Inflammation: A Systematic Review and Meta-Analysis. Neuroscience & Biobehavioral Reviews. 2020. Review finding possible associations between social disconnection and selected inflammatory markers while emphasizing methodological limitations.