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Subtypes

All articles tagged with #subtypes

Autism Biology Revealed: Two Brain-Connectivity Subtypes Shared Across Species
science1 day ago

Autism Biology Revealed: Two Brain-Connectivity Subtypes Shared Across Species

A cross-species, large-scale study used fMRI and mouse genetics to identify two reproducible autism subtypes: hypoconnectivity (reduced brain-region communication linked to synaptic pathways) and hyperconnectivity (increased communication linked to immune-related systems). Validated across 20 mouse models and ABIDE human data (≈940 autistic individuals and ≈1,000 neurotypical controls), these subtypes account for about 25% of cases, offering a path toward biology-driven, precision autism care beyond traditional behavioral assessments.

Brain scans identify a severe ADHD subtype defined by emotional dysregulation
health1 month ago

Brain scans identify a severe ADHD subtype defined by emotional dysregulation

A JAMA Psychiatry study of 1,154 brain scans finds three ADHD biotypes—predominantly inattentive, predominantly hyperactive/impulsive, and a severe, emotionally dysregulated subtype with widespread brain changes—pushing for biologically grounded ADHD definitions beyond current symptom criteria. While promising for targeted diagnosis and treatment, brain imaging remains impractical for routine clinical use, and clinicians note variable treatment responses, underscoring the need for tailored approaches.

AI Uncovers New Parkinson’s Subtypes for Targeted Treatments
neuroscience1 year ago

AI Uncovers New Parkinson’s Subtypes for Targeted Treatments

Researchers at Weill Cornell Medicine used machine learning to identify three subtypes of Parkinson's disease based on progression speed, each with distinct genetic markers. The study suggests that the diabetes drug metformin may improve symptoms, particularly in the rapidly progressing subtype, paving the way for personalized treatment approaches.

medical-research2 years ago

Noninvasive Genomic Profiling Identifies Unique Hodgkin Lymphoma Subtypes

Researchers have identified distinct subtypes of Hodgkin lymphoma using noninvasive genomic profiling, which could help guide personalized treatment strategies for patients. The study analyzed tumor samples from over 1,000 patients and identified five distinct subtypes based on their genetic characteristics. These subtypes were associated with different clinical outcomes and response to treatment. The findings highlight the potential of genomic profiling in improving the precision of cancer care and tailoring therapies to individual patients.

"Advanced Machine Learning Predicts Parkinson's Disease Subtypes with Precision"
health2 years ago

"Advanced Machine Learning Predicts Parkinson's Disease Subtypes with Precision"

Researchers have demonstrated that machine learning can accurately predict subtypes of Parkinson's disease using images of patient-derived stem cells. By generating stem cells from patients' own cells and creating different subtypes of Parkinson's disease, the researchers trained a computer program to recognize each subtype based on microscopic imaging. The program achieved an accuracy of 95% in classifying the subtypes. This breakthrough could lead to personalized medicine and targeted drug discovery for Parkinson's disease.

Brain Study Identifies Four Autism Subtypes Based on Activity and Behavior
neuroscience3 years ago

Brain Study Identifies Four Autism Subtypes Based on Activity and Behavior

Researchers have identified four distinct subtypes of autism based on brain activity and behavior using a combination of machine learning and neuroimaging data. The study found patterns of brain connections linked with behavioral traits in people with autism, such as verbal ability, social affect, and repetitive or stereotypic behaviors. The four autism subgroups could also be replicated in a separate dataset, and differences in regional gene expression and protein-protein interactions explain the brain and behavioral differences. The findings could lead to new approaches for diagnosis and treatment of autism.