Headache in transgender and gender-diverse patients: A narrative review

Headache in transgender men using gender-affirming hormone therapy: A case-control study

OBJECTIVES

This study aimed to compare the frequency, characteristics, and impact of primary headaches in transgender men (TM), cisgender men (CM), and cisgender women (CW).

BACKGROUND

Gender is a social construct shaped by roles and norms and influenced by cultural and environmental factors. Studies on primary headaches typically only consider sex and generally overlook gender.

METHODS

This was a case-control study conducted at the Hospital das Clínicas, Universidade Federal de Pernambuco, Brazil. A pilot study comparing 25 TM and 25 CM individuals was conducted to determine sample size requirements. After that, 50 TM (cases), 50 CM (controls), and 50 CW (controls) were included. The controls were age matched to cases. A semi-structured questionnaire, the six-item Headache Impact Test (HIT-6), and the Hospital Anxiety and Depression Scale were used. Data collection occurred from April 2022 to November 2023.

RESULTS

All the TM were taking gender-affirming hormone therapy (testosterone cypionate, 41; testosterone undecanoate/undecylenate, six; testosterone esters, three). According to the sample size calculation, adequate power was only achieved for the frequency of tension-type headache (TTH) and for headache impact. No differences were observed between TM and CW in the frequency of migraine (odds ratio [OR] 1.14, 95% confidence interval [CI] 0.45-2.91), TTH (OR 0.74, 95% CI 0.28-1.96), or headache severity (frequency ≥8 days/month: OR 0.54; 95% CI 1.18-1.63; moderate/severe intensity: OR 1.24, 95% CI 0.49-3.18; HIT-6 score ≥56 points: OR 0.66, 95% CI 0.25-1.75) (OR adjusted for higher education and depression by conditional logistic regression). The TM group exhibited significantly lower rates of all types of headache (OR 0.20, 95% CI 0.05-0.85) and TTH (OR 0.18, 95% CI 0.07-0.45) and a significantly higher prevalence of any migraine (OR 3.93, 95% CI 1.60-9.63) and migraine without aura (OR 3.12, 95% CI 1.10-8.84) compared to the CM group (OR adjusted for anxiety and depression by conditional logistic regression). There were no differences between TM and CM in headache severity (frequency, intensity, and impact).

CONCLUSIONS

There are no differences in the headache type or severity between the TM and CW groups. TM have a higher prevalence of migraine than CM, but no difference in headache severity.

A retrospective review of psychosocial correlates of chronic pain in cisgender, transgender, and gender-diverse youth receiving evaluation in interdisciplinary pediatric pain clinics

Background

Individuals who experience social marginalization, such as transgender and gender-diverse (TGD) youth, have increased risk for poor health outcomes, including chronic pain. A better understanding of the impact of chronic pain in these populations would improve treatment and aid in reducing health care disparities. Our retrospective review of clinical data examined psychosocial correlates of pain in TGD and cisgender youth with chronic pain.

Aims

The study aim was to explore differences in psychosocial variables between TGD and cisgender youth with chronic pain. In alignment with the minority stress model, we hypothesized worse pain and pain-related disability, poorer quality of life, and more internalizing symptoms in TGD patients. The secondary aim was to explore associations among psychosocial variables in TGD and cisgender youth.

Methods

Data were collected from 140 youth (48 TGD, 92 cisgender) evaluated in pediatric pain clinics. Independent samples t-tests examined group differences in pain intensity, functional disability, quality of life, pain catastrophizing, and internalizing symptoms. Bivariate correlations were conducted for each group, and differences in the strength of correlations were evaluated using Fisher r-to-z. Institutional review board (IRB) approval was obtained for all study procedures at each participating institution prior to extraction of retrospective clinical data (Indiana 240 University IRB Protocol No. 12506, The Ohio State University College of Medicine IRB Protocol No. 16-00937). Informed consent was not required or obtained due to the retrospective nature of the study.

Results

Cisgender patients reported worse pain intensity, whereas TGD patients reported lower quality of life and more internalizing symptoms. In the combined sample, pain intensity was correlated with worse functional disability, poorer quality of life, and more catastrophic thinking. No group differences in the strength of correlations were found.

Conclusions

Results suggest that for TGD youth with chronic pain, internalizing symptoms and quality of life are important targets for treatment and improvement.

Development of the Migraine-Related Stigma (MiRS) Questionnaire: Results of the OVERCOME (US) Study

BACKGROUND

Stigma is emerging as an important social contributor to migraine-related disability and other outcomes. Currently, there are no published validated measures of migraine-specific measures of stigma.

OBJECTIVES

This secondary post hoc analysis of a cross-sectional cohort study aimed to develop a questionnaire to evaluate migraine-related stigma.

METHODS

Based on focus group discussions among persons with migraine and literature review, a panel of migraine experts iteratively developed 12 candidate items for the migraine-related stigma (MiRS) questionnaire, which aims to measure if and how people living with migraine perceive they are viewed in a stigmatizing manner by others. The United States ObserVational survey of the Epidemiology tReatment and Care Of MigrainE (OVERCOME) study identified people with active migraine within a demographically representative United States (US) adult sample and administered the novel MiRS questionnaire in addition to questionnaires assessing sociodemographics, monthly headache days, and migraine disability score (Migraine Disability Assessment) among other data. Exploratory factor analysis was then utilized to evaluate the structure of the MiRS items and determine the Cronbach's alpha described internal consistency of the factors.

RESULTS

This exploratory factor analysis was a secondary post hoc analysis of a cross-sectional cohort study derived from the OVERCOME population-based web survey, which was conducted in a United States sample of 61,932 adults with migraine. The mean (standard deviation) age was 41.7 (14.8) years, 74.5% (n = 46,122) were female, and 70.3% (n = 43,564) identified as White. Two factors were identified: MiRS-external perception of Secondary Gain (eigenvalue = 21.5, percentage of total variance = 88.9%) and MiRS-external perception of Minimizing Burden of migraine (eigenvalue = 2.7, percentage of total variance = 11.1%). The two factors were correlated (r = 0.66) and a non-orthogonal varimax rotation showed that eight items loaded onto the MiRS-Secondary Gain factor, and four items loaded onto the MiRS-Minimizing Burden factor.

CONCLUSION

This population-based study of >60,000 people with migraine allowed the development and validation of the first migraine-specific measure of perceived external stigma for people with migraine. This study demonstrated that MiRS consists of two internally consistent subscales: Secondary Gain and Minimizing Burden. This may be a useful tool for quantifying perceived migraine-related stigma to understand determinants of migraine-related stigma and test interventions to reduce perceived migraine-related stigma.

Neurologic Care for Transgender and Gender-Diverse People: A Review of Current Evidence and Clinical Implications

Purpose of Review

To summarize the literature on neurologic care for transgender and gender-diverse (TGD) people and provide implications for clinical practice.

Recent Findings

There are limited data on the frequency and management of neurologic conditions among TGD people. TGD people have a higher prevalence of various neurologic conditions compared with cisgender or general population cohorts, including migraine, subjective cognitive decline, sleep disturbances, functional disorders, and cerebrovascular disease. Gender-affirming hormone therapy interacts with commonly prescribed neurologic medications and increases stroke risk among transfeminine people. Sex hormones and sex chromosomes may play a role in neurodegeneration and disability progression in neuroimmunologic diseases. Clitoral reduction surgeries on intersex children can cause neurologic disability and sexual dysfunction in adulthood. Socioeconomic disparities among TGD people contribute to health care barriers.

Summary

Neurologists should consider the unique experiences and health care needs of TGD people in their clinical practice and research protocols.

Gender Diversity Among Youth Attending an Intensive Interdisciplinary Pain Treatment Program

Transgender and gender diverse (TGD) youth with chronic pain may be at unique risk for psychological distress and associated functional impairment, yet research on the intersection of chronic pain and gender identity is lacking. In a retrospective chart review of 491 participants admitted to a pediatric intensive interdisciplinary pain treatment (IIPT) program in the midwestern United States over an approximately 4-year period, 6.11% were TGD. TGD participants who completed the IIPT program reported significant and large improvements in anxiety, depression, pain catastrophizing, and functional ability. At baseline, TGD participants presented as more emotionally distressed and functionally impaired compared to age-matched, cisgender peers. When accounting for baseline scores, TGD participants who completed the IIPT program reported similar scores to cisgender peers at discharge, yet TGD youth were significantly less likely than cisgender peers to complete the IIPT program. Future directions and implications for clinical practice are discussed.

Neurological care for LGBT+ people

Sexual and gender minority (LGBT+) people face unique health disparities that must be considered by health-care providers to ensure equitable and inclusive care. Although traditionally LGBT+ health has not been integrated into neurology training, sexual orientation and gender identity have direct relevance to neurological health, driven by both systemic and interpersonal factors. In this Review, we summarize the evidence for associations between sexual orientation and gender identity with the prevalence and outcomes of various neurological conditions, including neurodegenerative diseases, epilepsy, stroke and neurodevelopmental disorders, among others. We describe important clinical considerations pertaining to LGBT+ people and recommend language and practices to promote inclusive care, as well as highlight gaps in need of further research and possible strategies to minimize these, including systematic collection of sexual orientation and gender identity and use of inclusive language.

Diversity, Equity, and Inclusion in Headache Care and Research

ABSTRACT

This article reviews the disparities faced by individuals who experience headache disorders and discusses potential solutions to deliver equitable care. Disparities exist in the diagnosis and treatment of headache disorders with regard to race, ethnicity, sex, gender, sexual orientation, geography, and socioeconomic status. Furthermore, research in the realm of headache disparities is inadequate, and the clinical trial representation of patients from underserved communities is poor. Many barriers exist to optimizing care for underserved communities and this article addresses these barriers and presents ways to combat them.

Influences of Genetic and Environmental Factors on Chronic Migraine: A Narrative Review

PURPOSE OF REVIEW

In this narrative review, we aim to summarize recent insights into the complex interplay between environmental and genetic factors affecting the etiology, development, and progression of chronic migraine (CM).

RECENT FINDINGS

Environmental factors such as stress, sleep dysfunction, fasting, hormonal changes, weather patterns, dietary compounds, and sensory stimuli are critical triggers that can contribute to the evolution of episodic migraine into CM. These triggers are particularly influential in genetically predisposed individuals. Concurrently, genome-wide association studies (GWAS) have revealed over 100 genetic loci linked to migraine, emphasizing a significant genetic basis for migraine susceptibility. In CM, environmental and genetic factors are of equal importance and contribute to the pathophysiology of the condition. Understanding the bidirectional interactions between these elements is crucial for advancing therapeutic approaches and preventive strategies. This balanced perspective encourages continued research into the complex gene-environment nexus to improve our understanding and management of CM.

Characteristics and outcomes of youth with functional seizures attending intensive interdisciplinary pain treatment

Functional seizures (FS) can be debilitating and negatively impact quality of life. Yet intervention research for FS is limited, especially for youth. This study examined clinical characteristics and outcomes of youth with FS (13-23 years) presenting to a pediatric intensive interdisciplinary pain treatment (IIPT) program in the midwestern United States. Sixty youth (mean age = 16.5 years; 83.3 % female) met inclusion criteria. At intake, comorbid chronic pain, somatic symptoms, autonomic dysfunction, eating and weight disturbances, and mental health concerns were common. Despite this high symptom burden, youth with FS reported significant improvements in functioning measured with the Functional Disability Inventory, t(53) = 9.80, p <.001, d = 1.32; depression measured with the Center for Epidemiological Studies - Depression Scale for Children, t(53) = 6.76, p <.001, d = 0.91; anxiety measured with the Spence Children's Anxiety Scale, t(53) = 3.97, p < .001, d = 0.53; and catastrophizing measured with the Pain Catastrophizing Scale for Children, t(53) = 6.44, p <.001, d = 0.86, following completion of the program, suggesting that IIPT may be an effective treatment option for highly disabled and emotionally distressed youth with FS. Future research is needed to continue to refine best practices for youth with FS to reduce suffering and improve outcomes.

Pain mechanisms in the transgender individual: a review

Specific Aim

Provide an overview of the literature addressing major areas pertinent to pain in transgender persons and to identify areas of primary relevance for future research.

Methods

A team of scholars that have previously published on different areas of related research met periodically though zoom conferencing between April 2021 and February 2023 to discuss relevant literature with the goal of providing an overview on the incidence, phenotype, and mechanisms of pain in transgender patients. Review sections were written after gathering information from systematic literature searches of published or publicly available electronic literature to be compiled for publication as part of a topical series on gender and pain in the Frontiers in Pain Research.

Results

While transgender individuals represent a significant and increasingly visible component of the population, many researchers and clinicians are not well informed about the diversity in gender identity, physiology, hormonal status, and gender-affirming medical procedures utilized by transgender and other gender diverse patients. Transgender and cisgender people present with many of the same medical concerns, but research and treatment of these medical needs must reflect an appreciation of how differences in sex, gender, gender-affirming medical procedures, and minoritized status impact pain.

Conclusions

While significant advances have occurred in our appreciation of pain, the review indicates the need to support more targeted research on treatment and prevention of pain in transgender individuals. This is particularly relevant both for gender-affirming medical interventions and related medical care. Of particular importance is the need for large long-term follow-up studies to ascertain best practices for such procedures. A multi-disciplinary approach with personalized interventions is of particular importance to move forward.

A developmental framework for understanding the influence of sex and gender on health: Pediatric pain as an exemplar

Sex differences are a robust finding in many areas of adult health, including cardiovascular disease, psychiatric disorders, and chronic pain. However, many sex differences are not consistently observed until after the onset of puberty. This has led to the hypothesis that hormones are primary contributors to sex differences in health outcomes, largely ignoring the relative contributions of early developmental influences, emerging psychosocial factors, gender, and the interaction between these variables. In this paper, we argue that a comprehensive understanding of sex and gender contributions to health outcomes should start as early as conception and take an iterative biopsychosocial-developmental perspective that considers intersecting social positions. We present a conceptual framework, informed by a review of the literature in basic, clinical, and social science that captures how critical developmental stages for both sex and gender can affect children's health and longer-term outcomes. The literature on pediatric chronic pain is used as a worked example of how the framework can be applied to understanding different chronic conditions.

Unique Considerations in Episodic Migraine: Underserved Populations

PURPOSE OF REVIEW

Episodic migraine is a common and disabling neurological disorder that is underdiagnosed and undertreated. Additional barriers are put in place for those who belong to an underserved population. This could be based on race, ethnicity, gender, sexual orientation, or socioeconomic status.

RECENT FINDINGS

There has been a lot of interest in understanding the extent of these disparities, but studies for many of these groups are lacking. More work is needed to understand the disparities and needs of underserved populations. Most of the literature has been done for Black populations but there are many other underserved communities that need assessment and intervention. The healthcare community needs to take action to improve support for populations with a higher incidence of migraine and disability, yet a lower rate of diagnosis and treatment. Some recommendations include awareness of biases, systemic changes, education, and including diverse populations in research and training.

Molecular mechanisms of hormones implicated in migraine and the translational implication for transgender patients

Migraine is a primary headache disorder recognized by the World Health Organization as one of the most poorly understood and debilitating neurological conditions impacting global disability. Chronic pain disorders are more frequently diagnosed among cisgender women than men, suggesting that female sex hormones could be responsible for mediating chronic pain, including migraine and/or that androgens can be protective. This review discusses the major gonadal hormones, estrogens, progesterone, and testosterone in the context of molecular mechanisms by which they play a role in migraine pathophysiology. In addition, the literature to date describing roles of minor sex hormones including prolactin, luteinizing hormone, follicular stimulating hormone, and gonadotropin releasing hormone in migraine are presented. Because transgender and gender non-conforming (trans*) individuals are an underserved patient population in which gender-affirming sex hormone replacement therapy (HRT) is often medically necessary to align biological sex with gender identity, results from cisgender patient populations are discussed in the context of these major and minor sex hormones on migraine incidence and management in trans* patients.

Program Evaluation: exploring health disparities that impact chronic pain referrals within a VA Health Care System

Introduction

The present Program Evaluation study examines sociodemographic characteristics of Veterans in the Phoenix VA Health Care System who have back pain, and specifically the likelihood of those characteristics being associated with a referral to the Chronic Pain Wellness Center (CPWC) in the year 2021. We examined the following characteristics: Race/ethnicity, gender, age, mental health diagnosis, substance use disorder diagnosis, and service-connected diagnosis.

Methods

Our study used cross sectional data from the Corporate Data Warehouse for 2021. 13624 records had complete data for the variables of interest. Univariate and multivariate logistic regression was used to determine the likelihood of patients' being referred to the Chronic Pain Wellness Center.

Results

The multivariate model found under-referral to be significant for younger adults and for patients who identified as Hispanic/Latinx, Black/African American, or Native American/Alaskan. Those with depressive disorders and opioid use disorders, on the other hand, were found to be more likely to be referred to the pain clinic. Other sociodemographic characteristics were not found to be significant.

Discussion

Study limitations include the use of cross-sectional data, which cannot determine causality, and the inclusion of patients only if the ICD-10 codes of interest were recorded for an encounter in 2021 (i.e., a prior history of a particular diagnosis was not captured). In future efforts, we plan to examine, implement, and track the impact of interventions designed to mitigate these identified disparities in access to chronic pain specialty care.

Headache prevalence in transgender and gender diverse youth: A single-center case-control study

OBJECTIVE

Assess the prevalence of headache in transgender and gender-diverse adolescents, comparing prevalence with and without exposure to gender-affirming hormone therapy.

BACKGROUND

Transgender and gender-diverse youth are an understudied group in whom we can study the effects of sex steroids on adolescents' development of headache. We hypothesized that transfeminine adolescents treated with estrogen would have higher odds of headache than those not treated, and that transmasculine adolescents treated with testosterone would have lower odds of headache than those not treated.

METHODS

This retrospective case-control study analyzed all patients seen at the Boston Children's Hospital Gender Multispecialty Service clinic from 2007 to 2017. Cases were defined as patients with headache, controls as those without headache, and exposure as treatment with gender-affirming hormone therapy (i.e., estrogen or testosterone). A computerized search identified cases that were then validated by chart review.

RESULTS

Fifty-two of the 763 transgender and gender-diverse patients seen were confirmed to have headache. Of 273 transfeminine patients 45% (123/273) received estrogen treatment. Transfeminine patients receiving estrogen were more likely to have headache than those not receiving estrogen (7% [9/123] vs. 1% [2/150]; odd ratio [OR] 5.84 (95% confidence interval [CI] 1.24-27.6), p = 0.026). Of 490 transmasculine patients, 46% (227/490) received testosterone. Transmasculine patients receiving testosterone were more likely to have headache than those not receiving testosterone (12% [28/227] vs. 5% (13/263); OR 2.71 (95% CI 1.37-5.4), p = 0.005).

CONCLUSION

Among transfeminine and transmasculine youth, those who received gender-affirming hormone therapy had higher odds of headache compared to those not taking gender-affirming hormone therapy. Further prospective studies to guide headache care of transgender and gender-diverse youth and adults are needed. Our results could be generalizable to other pediatric gender management clinics and may be worth discussing with patients considering treatment.

Prolactin and oxytocin: potential targets for migraine treatment

Migraine is a severe neurovascular disorder of which the pathophysiology is not yet fully understood. Besides the role of inflammatory mediators that interact with the trigeminovascular system, cyclic fluctuations in sex steroid hormones are involved in the sex dimorphism of migraine attacks. In addition, the pituitary-derived hormone prolactin and the hypothalamic neuropeptide oxytocin have been reported to play a modulating role in migraine and contribute to its sex-dependent differences. The current narrative review explores the relationship between these two hormones and the pathophysiology of migraine. We describe the physiological role of prolactin and oxytocin, its relationship to migraine and pain, and potential therapies targeting these hormones or their receptors.In summary, oxytocin and prolactin are involved in nociception in opposite ways. Both operate at peripheral and central levels, however, prolactin has a pronociceptive effect, while oxytocin appears to have an antinociceptive effect. Therefore, migraine treatment targeting prolactin should aim to block its effects using prolactin receptor antagonists or monoclonal antibodies specifically acting at migraine-pain related structures. This action should be local in order to avoid a decrease in prolactin levels throughout the body and associated adverse effects. In contrast, treatment targeting oxytocin should enhance its signalling and antinociceptive effects, for example using intranasal administration of oxytocin, or possibly other oxytocin receptor agonists. Interestingly, the prolactin receptor and oxytocin receptor are co-localized with estrogen receptors as well as calcitonin gene-related peptide and its receptor, providing a positive perspective on the possibilities for an adequate pharmacological treatment of these nociceptive pathways. Nevertheless, many questions remain to be answered. More particularly, there is insufficient data on the role of sex hormones in men and the correct dosing according to sex differences, hormonal changes and comorbidities. The above remains a major challenge for future development.

Functional magnetic resonance imaging of headache: Issues, best-practices, and new directions, a narrative review

OBJECTIVE

To ensure readers are informed consumers of functional magnetic resonance imaging (fMRI) research in headache, to outline ongoing challenges in this area of research, and to describe potential considerations when asked to collaborate on fMRI research in headache, as well as to suggest future directions for improvement in the field.

BACKGROUND

Functional MRI has played a key role in understanding headache pathophysiology, and mapping networks involved with headache-related brain activity have the potential to identify intervention targets. Some investigators have also begun to explore its use for diagnosis.

METHODS/RESULTS

The manuscript is a narrative review of the current best practices in fMRI in headache research, including guidelines on transparency and reproducibility. It also contains an outline of the fundamentals of MRI theory, task-related study design, resting-state functional connectivity, relevant statistics and power analysis, image preprocessing, and other considerations essential to the field.

CONCLUSION

Best practices to increase reproducibility include methods transparency, eliminating error, using a priori hypotheses and power calculations, using standardized instruments and diagnostic criteria, and developing large-scale, publicly available datasets.

Roxadustat alleviates nitroglycerin-induced migraine in mice by regulating HIF-1α/NF-κB/inflammation pathway

Sensitization of central pain and inflammatory pathways play essential roles in migraine, a primary neurobiological headache disorder. Since hypoxia-inducible factor-1α (HIF-1α) is implicated in neuroprotection and inflammation inhibition, herein we investigated the role of HIF-1α in migraine. A chronic migraine model was established in mice by repeated injection of nitroglycerin (10 mg/kg, i.p.) every other day for 5 total injections. In the prevention and acute experiments, roxadustat, a HIF-1α stabilizer, was orally administered starting before or after nitroglycerin injection, respectively. Pressure application measurement, and tail flick and light-aversive behaviour tests were performed to determine the pressure pain threshold, thermal nociceptive sensitivity and migraine-related light sensitivity. At the end of experiments, mouse serum samples and brain tissues were collected for analyses. We showed that roxadustat administration significantly attenuated nitroglycerin-induced basal hypersensitivity and acute hyperalgesia by improving central sensitization. Roxadustat administration also decreased inflammatory cytokine levels in serum and trigeminal nucleus caudalis (TNC) through NF-κB pathway. Consistent with the in vivo results showing that roxadustat inhibited microglia activation, roxadustat (2, 10, and 20 μM) dose-dependently reduced ROS generation and inflammation in LPS-stimulated BV-2 cells, a mouse microglia cell line, by inhibiting HIF-1α/NF-κB pathway. Taken together, this study demonstrates that roxadustat administration ameliorates migraine-like behaviours and inhibits central pain sensitization in nitroglycerin-injected mice, which is mainly mediated by HIF-1α/NF-κB/inflammation pathway, suggesting the potential of HIF-1α activators as therapeutics for migraine.

Effect of testosterone therapy on migraine frequency and disability in two transgender patients: a case report

With an increasing number of patients seeking gender-affirming hormone therapy (GAHT), the clinical impact of testosterone treatments on headache needs to be determined. Our case report looks at the potential effect of testosterone on migraine among transgender patients. We present two transmasculine patients who used masculinising hormone therapy with testosterone. Both patients described their headache as moderate-to-severe pain with features that fulfilled the criteria for chronic migraine without aura. Following GAHT, one patient improved in both frequency and intensity of headache symptoms while the other noted improvement in headache intensity alone. Our report postulates that testosterone therapy may have a positive impact on headaches in individuals participating in GAHT, highlighting the need for further research on the role of testosterone therapy on headache in transmasculine individuals.

Computer assisted identification of stress, anxiety, depression (SAD) in students: A state-of-the-art review

Stress, depression, and anxiety are a person's physiological states that emerge from various body features such as speech, body language, eye contact, facial expression, etc. Physiological emotion is a part of human life and is associated with psychological activities. Sad emotion is relatable to negative thoughts and recognized in three stages containing stress, anxiety, and depression. These stages of Physiological emotion show various common and distinguished symptoms. The present study explores stress, depression, and anxiety symptoms in student life. The study reviews the psychological features generated through various body parts to identify psychological activities. Environmental factors, including a daily routine, greatly trigger psychological activities. The psychological disorder may affect mental and physical health adversely. The correct recognition of such disorder is expensive and time-consuming as it requires accurate datasets of symptoms. In the present study, an attempt has been made to investigate the effectiveness of computerized automated techniques that include machine learning algorithms for identifying stress, anxiety, and depression mental disorder. The proposed paper reviews the machine learning-based algorithms applied over datasets containing questionnaires, audio, video, etc., to recognize sad details. During the review process, the proposed study found that artificial intelligence and machine learning techniques are well recommended and widely utilized in most of the existing literature for measuring psychological disorders. The various machine learning-based algorithms are applied over datasets containing questionnaires, audio, video, etc., to recognize sad details. There has been continuous monitoring for the body symptoms established in the various existing literature to identify psychological states. The present review reveals the study of excellence and competence of machine learning techniques in detecting psychological disorders' stress, depression, and anxiety parameters. This paper shows a systematic review of some existing computer vision-based models with their merits and demerits.