INTRODUCTION
Alzheimer’s disease (AD) is a progressive neurodegenerative disorder and the most common cause of dementia, responsible for about 60–70% of all cases. The earliest and most frequent initial symptom is difficulty remembering recent events. As the condition worsens, people may experience language problems, disorientation, mood changes, lack of motivation, neglect of personal care, and behavioral disturbances. With advancing decline, individuals gradually withdraw from social interaction. Over time, bodily functions deteriorate, ultimately leading to death. The rate of progression differs among individuals, but life expectancy after diagnosis typically ranges from three to twelve years.
The exact cause of Alzheimer’s is still unclear. Both genetic and environmental factors contribute to its development. The strongest known genetic risk factor is a specific allele of the apolipoprotein E gene. Other risks include past head trauma, depression, and hypertension. Alzheimer’s is marked by the buildup of abnormal proteins in the brain—amyloid plaques and tau tangles—which interfere with normal cell activity and progressively destroy neurons and synapses. Diagnosis is generally based on medical history, cognitive tests, and imaging or blood work to rule out other disorders. Early symptoms are often mistaken for normal aging. A definite diagnosis can only be made by examining brain tissue after death.
There is currently no cure or treatment that can halt or reverse the disease, although some medications may temporarily relieve symptoms. A healthy diet, exercise, and social engagement can promote overall brain health and may reduce the risk of cognitive decline. As the disease progresses, individuals require increasing levels of support, placing emotional, physical, and financial strain on caregivers. Exercise-based interventions may help maintain daily functioning. Behavioral symptoms or psychosis are sometimes managed with antipsychotic medications, though these drugs increase the risk of early death.
As of 2020, around 50 million people worldwide were living with Alzheimer’s disease. It most commonly affects individuals over the age of 65, but up to 10% of cases are early-onset and appear in people aged 30–60. About 6% of those older than 65 are affected, and women are diagnosed more often than men. The disease is named after Alois Alzheimer, who first identified it in 1906. Globally, Alzheimer’s imposes a huge economic burden, costing about US $1 trillion each year, and is ranked as the seventh leading cause of death.
Because of its immense impact, Alzheimer’s research receives significant international funding. For example, the U.S. National Institutes of Health allocates nearly US $4 billion annually toward Alzheimer’s research, while the EU’s Horizon Europe program contributed over €570 million to dementia-related studies.
Alzheimer’s disease typically progresses through three stages: early (mild), middle (moderate), and late (severe). The illness usually begins in the hippocampus—an area crucial for memory—which explains why memory loss appears first.
Initial Symptoms
Early signs are often mistaken for aging or stress. Detailed cognitive testing can detect subtle problems years before a clinical diagnosis is made. The most obvious early issue is short-term memory loss, such as struggling to retain new information. Difficulties in attention, planning, reasoning, or abstract thinking may also appear. Apathy and depression are common early features, with apathy often persisting throughout the illness. Individuals with noticeable cognitive decline but not full dementia may be diagnosed with mild cognitive impairment, especially if memory loss is the main feature.
Gradually, memory and learning difficulties worsen enough for a clear diagnosis. Some people show early language deficits, problems with perception, or difficulty performing coordinated movements. Not all types of memory are affected equally—older personal memories and learned skills may remain intact longer than newly acquired information. Vocabulary shrinks, and language becomes less fluent, although basic communication is usually still possible. Subtle coordination problems may appear. People can still perform many tasks independently but need help with more complex activities.
Increasing cognitive decline disrupts daily living. Speech becomes noticeably impaired due to frequent word-finding difficulties. Reading and writing skills deteriorate. Motor coordination worsens, raising the risk of falls. Memory problems intensify, and familiar people may no longer be recognized. Behavioral and psychological symptoms—such as wandering, irritability, emotional instability, aggression, or delusions—become more common. Many individuals lose awareness of their condition. Incontinence may develop. These challenges often lead families to seek long-term care support.
In the final phase, people become completely dependent on caregivers. Speech is reduced to very few words and eventually disappears, though emotional understanding may remain. Severe apathy and exhaustion are typical. Mobility and muscle strength decline until the person becomes bedridden. Death usually results from complications such as infections or pneumonia. Some individuals may briefly experience unexpected mental clarity shortly before death.
Alzheimer’s develops when abnormal levels of amyloid-β and tau proteins accumulate in the brain, impairing neurons and their connections. Most cases have no single identifiable cause, though 1–2% arise from specific genetic mutations. The amyloid hypothesis—the idea that amyloid buildup is the earliest and central event—remains the dominant explanation. Genetic evidence strongly supports this view. The tau hypothesis suggests that tau abnormalities may drive disease onset in some cases. Both processes likely interact.
Genetic Factors
Late-onset Alzheimer’s is mostly sporadic but influenced by genetics, especially the APOE ε4 allele.
Early-onset familial cases (1–2%) are caused by mutations in APP, PSEN1, or PSEN2.
Other genes such as ABCA7, SORL1, and TREM2 also contribute to risk.
Other Proposed Factors
Multiple theories attempt to explain additional contributors:
Hormonal changes (particularly in women)
Possible infections (e.g., herpes viruses)
Oxidative DNA damage
Loss of cholinergic neurons
Sleep disturbances
Chronic inflammation and metal imbalance
Smoking and air pollution exposure
Age-related decline of myelin and oligodendrocyte function
Viral infections, including possible associations with COVID-19
Macroscopically, the Alzheimer’s brain often shows widespread cortical shrinkage, particularly in the hippocampus, amygdala, and certain cortical regions, along with enlarged ventricles. Microscopic analysis reveals two hallmark features: amyloid plaques and tau tangles. These abnormalities appear first in specific brain regions and spread throughout the brain as the disease advances.
Other pathological features include amyloid deposition in blood vessels, chronic inflammation, and significant loss of neurons and synapses—which correlates most strongly with dementia severity. Many patients also show overlapping pathologies, such as vascular disease or Lewy bodies, complicating diagnosis.
Alzheimer’s disease (AD) is mainly a protein misfolding disorder involving:
Aβ is a peptide fragment (39–43 amino acids) produced from amyloid precursor protein (APP).
APP is normally involved in:
Neuronal growth
Survival
Repair
In AD, two enzymes β-secretase and γ-secretase abnormally cut APP → produce Aβ.
The Aβ peptide misfolds → aggregates → forms oligomers & amyloid plaques.
Excitatory neurons are major producers of Aβ.
Toxic Aβ oligomers:
Disrupt synapses
Cause inflammation
Impair mitochondria & glucose use
Tau stabilizes microtubules inside neurons.
In AD:
Tau becomes hyperphosphorylated
Forms neurofibrillary tangles (NFTs)
Microtubules collapse → nutrient transport stops → neuron dies
Tau can cause:
Transposable element dysregulation
Necroptosis (regulated cell death)
The classical model suggests:
Aβ accumulation is the initiating event.
Misfolded Aβ spreads in a prion-like seeding mechanism.
Toxic oligomers damage neurons.
Leads to:
Tau hyperphosphorylation
Inflammation
Oxidative stress
Mitochondrial failure
Calcium imbalance
Autophagy failure
Lipid and metal dyshomeostasis (iron → ferroptosis)
Overall: AD = complex cascade of Aβ + tau + inflammation + neuronal metabolic failure.
Microglia (brain immune cells):
Recognize & clear Aβ
BUT chronic activation → releases inflammatory cytokines
Early microglial activation can occur before visible plaques
Associated with:
Aberrant tau
Aβ deposition
Neuronal injury
Astrocytes, oligodendrocytes, and lymphocytes also contribute.
Reduced BDNF and receptor imbalance contribute to:
Synaptic dysfunction
Memory impairment
Detection of:
Amyloid plaques
Neurofibrillary tangles
Based on:
Patient history
Cognitive decline in ≥2 domains:
Memory
Language
Executive function
Visuospatial skills
Attention
MRI/CT shows:
Hippocampal atrophy (most specific)
Cortical atrophy
Cerebrovascular disease (common co-factor)
FDG-PET:
Reduced metabolism in temporal & parietal lobes
PET amyloid/tau scans (using radiotracers):
Florbetapir, Flutemetamol, Florbetaben, Flortaucipir
MMSE
MoCA
Mini-Cog
(But these can be less sensitive in early disease.)
Fujirebio Lumipulse pTau217/Aβ42 ratio
First FDA-approved blood test for early detection (age ≥55).
Hypertension
Diabetes
High cholesterol
Smoking
Obesity
Chronic inflammation
Regular exercise (most evidence)
Intellectual activities (cognitive reserve)
Social engagement
Good sleep (7–8 hours)
Stress reduction
Mediterranean/MIND diet (moderate evidence)
Cholinesterase inhibitors
Donepezil
Rivastigmine
Galantamine
Tacrine (rarely used)
→ Improve acetylcholine levels; mild symptom relief.
NMDA receptor antagonist
Memantine
→ Reduces excitotoxicity in moderate–severe AD.
Monoclonal Antibodies (2024–2025)
Lecanemab (approved; slows progression)
Donanemab (approved; slows progression)
Side effects: brain swelling/bleeding (ARIA).
Ginkgo biloba (mixed evidence)
Antipsychotics (only for severe aggression; risky)
Music therapy, cognitive therapy, reality orientation
Safety modifications
Daily routines
Feeding support
Palliative care in late stages
Slow progression (8–10 years average after symptoms begin)
Leads to:
Loss of independence
Inability to communicate
Difficulty swallowing
Increased infections (leading cause of death)
We proposed architecture implements a dual-pathway CNN (Convolutional Neural Network) framework with modality-specific optimization to capture the unique characteristics of EEG (Electrocardiography) time-frequency representations and 3D MRI (Magnetic Resonance Imaging) morphometric data.