Thursday, December 21, 2023

Digital Precision Medicine for Mental Health: A New Frontier towards Precision Psychiatry

10 min read
Written by

Feel Therapeutics

In the dynamic field of mental health care, digital precision psychiatry is emerging as a transformative force. Long hindered by a lack of objective and continuous monitoring, mental health diagnosis and treatment are now on the brink of a revolutionary shift. Let's explore how innovative technologies are reshaping our approach to mental health.

It is no secret that mental health care has been trailing behind other forms of healthcare. The lack of objective and continuous monitoring has long impeded the effective diagnosis and treatment of mental health conditions. Assessments and monitoring have primarily relied on tools such as the PHQ-9, where the data gathered depends on the patient's self-reported experiences. However, this self-reported data can often be unreliable and may not fully align with the patient's actual experience, presenting a significant challenge in providing accurate mental health care.

However, when individuals with diabetes need to ascertain the correct insulin dosage post-meal, they turn to measuring their blood sugar levels using a glucometer. Likewise, individuals with arrhythmia may be recommended to wear a remote heart monitor device, providing doctors with continuous, passive, and precise data for accurate diagnosis and tailored treatment. Consider how differently the COVID-19 pandemic would have unfolded if doctors had depended on self-reported questionnaires to assess symptoms and disease progression instead of utilizing diagnostic tools like thermometers. The reliance on objective and continuous data in these scenarios underscores the importance of adopting similar advancements in monitoring for mental health care.

Precision medicine is a groundbreaking approach that leverages data and technology to provide personalized treatments and diagnoses tailored to each patient's unique needs

The vision of precision medicine in psychiatry 

Precision medicine is a groundbreaking approach that leverages data and technology to provide personalized treatments and diagnoses tailored to each patient's unique needs. It represents a transformative shift away from the outdated one-size-fits-all approach and has the potential to revolutionize medicine. Specifically for mental health, where symptoms are highly personalized and can vary greatly from person to person, the demand for precise and tailored approaches that address the nuanced complexities of each person's mental health becomes even more critical.

The concept of 'precision' is not a new development in healthcare. An example of its established use is in precision oncology, a form of cancer treatment that tailors and targets therapies based on the individualized biology of a patient's disease. While oncology has made significant strides, addressing this gap in mental health is essential to ensure that individuals receive an equivalent level of personalized care. The integration of digital technologies and objective data is crucial for advancing the field and promoting a more equitable and sophisticated approach to mental healthcare.

Precision psychiatry and large pharmaceuticals

Now, in the field of psychiatry, large pharmaceutical companies like Biogen, Janssen, and Boehringer Ingelheim as well as more innovative biotech companies like Alto Neuroscience, are increasingly exploring the potential of digital and traditional biomarkers to bring this vision of precision medicine to mental health. 

For instance, Janssen is actively driving innovation to improve global mental health, with a variety of initiatives in key areas ranging from drug development to resources for people recovering from depression.  The company is also exploring a more refined treatment approach for depression by integrating data from wearable, off-body, and smartphone devices. This data, measuring activity, speech, behavior, and cognition, aims to pinpoint patients responsive to distinct targeted therapies. Precision medicine in mental health is evolving beyond symptom-based patient selection, incorporating additional data like genetics, biomarkers, digital health information, and neuroimaging. This comprehensive strategy seeks to identify individuals responsive to specific treatments and those who may benefit from treatments not currently available.

Boehringer Ingelheim is adopting a precision psychiatry approach to mental health as well. Instead of traditional syndrome-based treatments, the focus is on targeting specific biological processes contributing to individual symptom manifestations. This approach integrates social, psychological, and biological aspects, going beyond pharmacological solutions. BI is innovating by developing digital therapeutics that use mobile technologies to deliver personalized, clinically validated treatments. The goal is to reduce the burden of poor mental health by combining psychosocial treatments with digital accessibility, aiming to enhance medication adherence and improve functional and cognitive symptoms. Boehringer Ingelheim's precision psychiatry approach represents a forward-looking vision for mental health care.

The range of digital solutions aimed at enhancing the diagnosis and treatment of mental illnesses. By harnessing digital tools, it becomes possible to develop programs that ensure more accurate diagnosis of mental illnesses and more effective medications. This progress is a big step forward, and it's just the beginning of what's possible.

By using technology to monitor patients remotely and analyze patient data in real-time, doctors can quickly adjust medications when needed. This not only helps with timely changes but also allows for personalized care. Focusing on getting the right medicine or the right frequency of dosage and encouraging people to stick to their treatment routine is a key part of such solutions.

How Digital Approaches Enable Precision Medicine in Psychiatry

Digital approaches play a pivotal role in turning this vision into a reality by enabling the collection and analysis of data from diverse sources. Think voice recordings, wearables, social media monitoring, and even mobile phone sensors to gather valuable information from patients. 

This data is then used to create digital markers for mental health, helping experts identify patterns and trends in patient behavior and make informed treatment decisions. For example, wearable watches have proven to be effective in tracking physiological signals such as electrodermal activity (EDA) and heart rate variability (HRV), which have been linked to depression markers. 

Physiological monitoring in predicting the onset of depression

A study1 led by the University of California, San Francisco showed that EDA and HRV data collected from wearable devices can predict the onset of depression with an accuracy of up to 90%. This data can identify early warning signs of depression and provide timely interventions to prevent the onset of the condition.

Passive monitoring from mobile phone sensors can track changes in depression and anxiety 

Mobile phones are another valuable source of data for monitoring the progression of mental health conditions. Research2 from the University of Michigan found that data collected from mobile phone sensors, like GPS and accelerometers, can track changes in depression and anxiety symptoms over time. The study revealed that individuals with depression and anxiety tend to have more irregular patterns of movement and spend less time outside their homes, detectable through mobile phone sensors. 

Other digital biomarkers for monitoring mental health

Similarly, voice recordings are also a promising source of data for monitoring the progression of mental health conditions. A study by the University of Southern California found that voice features such as pitch, tone, and speech rate can track changes in depression symptoms over time. The research showed that individuals with depression tend to have flatter speech patterns and slower speech rates, detectable through voice recordings. 

These studies demonstrate the potential of digital approaches in mental health diagnosis, monitoring and treatment. By leveraging data from diverse sources such as wearable devices, mobile phones, and voice recordings, experts can gain valuable insights into patient behavior and make informed treatment decisions.

A new era of personalized Mental Healthcare through objective data

Several companies are contributing to the field through digital precision medicine, leveraging technology to collect and analyze data objectively to provide personalized mental healthcare. One such player is Alto Neuroscience, which strives to redefine psychiatry by employing an artificial intelligence (AI)-enabled platform. This platform incorporates diverse data sources, including EEG and wearable data, behavioral patterns, and genetic information. By utilizing AI-derived brain biomarkers, Alto Neuroscience aims to enhance treatment effectiveness and expedite patient recovery.

Similarly, Gate Neurosciences is actively developing a new generation of therapies for individuals facing neuropsychiatric and cognitive disorders. Their commitment to precision psychiatry is evident through the integration of objective EEG biomarkers, targeted patient subpopulations, and robust translational modeling, supported by valuable clinical trial experience.

Feel Therapeutics, on the other hand, through its Digital Precision Medicine Platform, collects continuously and passively objective data from various sources, including wearables, digital health apps, mobile phones, and clinician dashboards. The company has developed a wearable device that monitors EDA, HRV, Skin temperature and physical activity. Advanced algorithms process this comprehensive dataset, producing biomarkers and metrics related to mental health indicators such as mood, depression, stress, sleep, psychomotor activity, and cognitive functioning. 

Imagine someone dealing with bipolar disorder, going through episodes of mania and depression, necessitating the timely adjustment of different medications. With digital precision medicine, healthcare providers would be able to remotely and continuously monitor these patients in real-time, easily and timely differentiate between these states, and ensure prompt interventions and personalized treatment decisions.

Optimized drug dosage and adherence 

Additionally, digital precision psychiatry seeks to optimize the drug dosage and adherence of patients with treatment. Companies like Feel Therapeutics, deliver Precision Digital Drug+ programs that go beyond the pill and implement patient-centered solutions that deliver an enhanced patient experience, and support adherence to treatment. By using technology to monitor patients remotely and analyze patient data in real-time, doctors can quickly adjust medications when needed. This not only helps with timely changes but also allows for personalized care. Focusing on getting the right medicine or the right frequency of dosage and encouraging people to stick to their treatment routine is a key part of such solutions. It brings the promise of better treatment results and plays a role in making mental healthcare more tailored, effective, and caring.

The potential is huge

In light of these advancements, it becomes evident that personalized mental healthcare through objective data has the potential to reshape the landscape of mental health diagnosis, management, and treatment. The possibilities of digital precision medicine in psychiatry are not just promising; they represent a significant leap toward a future where mental and behavioral health is understood and supported in a more precise, effective, and compassionate manner. 

Imagine someone dealing with bipolar disorder, going through episodes of mania and depression, necessitating the timely adjustment of different medications. With digital precision medicine, healthcare providers would be able to remotely and continuously monitor these patients in real-time, easily and timely differentiate between these states, and ensure prompt interventions and personalized treatment decisions. Clinicians gain access to real-time, data-driven insights that enable them to identify target populations, optimize retreatment plans, and provide the right treatment to the right person at the right time.

This capability has the power to be life-changing, distinguishing between an effective treatment plan and one that falls short, or even preventing life-threatening situations. Digital precision medicine is reshaping the landscape of mental health care where technology isn't just a tool; it's a beacon of hope, transforming mental healthcare into a realm of personalized, effective, and compassionate support.

1. Sano, A., Taylor, S., McHill, A. W., Phillips, A. J., Barger, L. K., Klerman, E., & Picard, R. (2018). Identifying Objective Physiological Markers and Modifiable Behaviors for Self-Reported Stress and Mental Health Status Using Wearable Sensors and Mobile Phones: Observational Study. Journal of Medical Internet Research, 20(6), e210.

2. Saeb, S., Zhang, M., Karr, C. J., Schueller, S. M., Corden, M. E., Kording, K. P., & Mohr, D. C. (2015). Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study. Journal of Medical Internet Research, 17(7), e175.

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