Body Sensor Networking, Design and Algorithms - Saeid Sanei

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monitoring a tumour in the body, the examination may be extended to biopsy operation and radiography to enable accurate diagnosis.

      A class of biological diseases called autoimmune diseases are among the top mortality causes according to the American Autoimmune Related Diseases Association (AARDA). These diseases are the result of an abnormal immune response of the body against substances and tissues normally present in the body [15]. To diagnose autoimmune diseases, high resolution imaging of the affected organ through indirect immunofluorescence (IIF) is needed. IIF is an imaging technique that captures images of human epithelial type-2 (HEp-2) cells [16]. Using this imaging technique, antinuclear antibody (ANA), a type of autoantibody binding to the contents of the cell nucleus, is considered a hallmark of autoimmune diseases.

      In the IIF test, antibodies are first stained in HEp-2 tissue and then bound to a fluorescent chemical compound. In the cells containing ANAs, the antibodies bound to the nucleus demonstrate different patterns that can be captured and seen via microscope imaging. Categorising the patterns in the HEp-2 cell images can be used to distinguish the phase and severity of autoimmune diseases [17]. The IIF imaging test consists of five different stages [18] where the first stage is autofocus image acquisition to reduce photobleaching effects [19]. The second stage is automatic segmentation of the cells using methods such as the similarity-based watershed and adaptive edge-based segmentation [20, 21]. This is followed by the mitotic cell segmentation using morphological and textural features and local binary patterns (LBPs) [22]. In the fourth stage, the intensity level images are classified into three classes of negative, intermediate, and positive intensities [23]. Finally, the cell staining patterns are classified into centromere (Ce), coarse-speckled (Cs), cytoplasmatic (Cy), fine-speckled (Fs), homogeneous (H), nucleolar (N), and Golgi (G), corresponding to different types of autoimmune diseases.

      Computer-aided diagnosis (CAD) systems, developed by engineers and computer scientists for automatic classification of HEp-2 cells, have attracted much interest in the diagnosis of autoimmune diseases. The systems reduce the cost and time of the diagnosis process and provide repeatability of the test for different physicians.

      Body functions under brain control, thus any factor affecting the human brain, consequently influence the behavioural and physical states of the body. The new technology, the tremendous research, and the conceptual advances in the behavioural, biological, and medical sciences can certainly aid recognition of bidirectional and multilevel relationships between behaviour and health. Psychological, neurological, and anatomical diagnoses often involve different screening and testing procedures. For example, epileptic seizure has different symptoms including whole body movement, heart rate variation, and most importantly changes in the EEG dynamics and waveforms. On the other hand, an anatomical problem, often caused by a brain tumour, should be diagnosed through medical imaging followed by pathological tests.

Schematic illustration of the different brain sensory zones.

      Although the brain's action is unpredictable during wakefulness and is influenced by internal, such as emotions, and external, such as event and movement-related stimuli, during sleep the brain follows a number of well-defined states, generating predictable continuous or intermittent rhythms.

       Amnesia (amnestic syndrome): the loss of memories, such as facts, information, and experiences. Though it generally doesn't cause a loss of self-identity and those with amnesia are usually lucid and know who they are, they may have trouble learning new information and forming new memories. Amnesia can be caused by damage to areas of the brain that are vital for memory processing. Unlike a temporary episode of memory loss, amnesia can be permanent. There's no specific treatment for amnesia,

       Amyotrophic lateral sclerosis (ALS): a motor neuron disease and a rare group of neurological diseases that mainly involve the nerve cells (neurons) responsible for controlling voluntary muscle movement such as for chewing, walking, breathing, and talking. The disease is progressive and therefore the symptoms become worse over time. Currently, there is no cure for ALS and no effective treatment to halt or reverse its progression. ALS belongs to a wider group of disorders known as motor neuron diseases caused by the gradual deterioration (degeneration) and death of motor neurons. Motor neurons are nerve cells that extend from the brain to the spinal cord and to muscles throughout the body. These motor neurons initiate and provide vital communication links between the brain and the voluntary muscles. Early symptoms of ALS usually include muscle weakness or stiffness. All muscles under voluntary control are gradually affected, and individuals lose their strength and the ability to speak, eat, move, and even breathe and mostly die from respiratory failure, usually within three to five years from when the symptoms first appear.

       Ataxia: neurological symptoms (rather than disorders) related to the movement and control of posture and balance, resulting in poor coordination. Ataxia can be due to many different causes. Cerebellar ataxia means unsteadiness due to pathology in the cerebellum, which is a leaf-like structure in the back part of the brain.

       Attention deficit hyperactivity disorder (ADHD): a brain disorder diagnosed by an ongoing pattern of severe inattention or hyperactivity impulsivity which affects the functioning or development of humans often from childhood and the impulsivity in action and behaviour continues into old age.

       Autism or autism spectrum disorder (ASD): a neurodevelopmental disorder characterised by deficits in communication, social interaction, and the presence of restricted, repetitive behaviours. Social communication deficits include impairments in aspects of joint attention and social reciprocity, as well as difficulties in the use of verbal and nonverbal communicative behaviours for social interaction.

       Bipolar disorder (used to be called manic depression): a mental abnormality that causes extreme mood swings including emotional highs (mania or hypomania) and lows (depression). When depressed, the subject may feel sad or hopeless and lose interest or pleasure in most activities. When the mood shifts to mania or hypomania (less extreme than mania) the patient may feel euphoric, full of energy, or unusually irritable. These mood swings can affect sleep, energy, activity, judgement, behaviour, and the ability to concentrate.

       Cancer: there are mainly two types of brain cancers called primary and secondary brain cancers. The former appears as benign or metastatic tumours such as glioblastoma and the latter is due to spreading cancers originated in other parts of the body into the brain. Headache, feeling sick, and seizure are the typical symptoms of brain cancer. Some examples of brain tumours are explained in the related part of this section.

       Central nervous system disease: a broad category of conditions in which the brain and the nerves in the spinal cord do not function normally, limiting health and the ability to function. This can be due to an inherited metabolic disorder, the result of damage from an infection, a degenerative condition, stroke, a brain tumour, or arise from unknown or multiple factors. Movement disorders such as Parkinson's disease, dystonia, and essential tremor are central nervous system conditions. What they have in common is the loss of sufficiently intact nervous system circuits that govern functions as varied

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