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Chronic obstructive pulmonary disease (COPD), obstructive sleep apnoea (OSA) and overlap syndrome are associated with obstructions in breathing and disturbed sleep.
Chronic breathing disruptions and poor sleep may lead to cognitive impairment and brain changes linked with early neurodegenerative processes. As such, identifying early markers of cognitive impairment and dementia risk in individuals with chronic respiratory and sleep breathing disorders is crucial for understanding how these diseases may contribute to accelerated brain ageing. This study will comprehensively measure sleep, lung function, cognitive performance and blood-based markers of dementia risk and inflammation. The investigators will use innovative technologies to identify biomarkers of cognitive impairment and dementia risk in people with chronic sleep and breathing disorders. The investigators will also investigate the relationships between disrupted sleep and abnormal breathing and the brain. This research may also inform future early interventions to improve cognition and brain health in chronic sleep and respiratory disease.
Neurodegeneration that is present in dementia is caused, in part, by neuroinflammation, cerebral vascular damage and oxidative stress. Intermittent hypoxia and hypercapnia, as seen in patients with chronic obstructive pulmonary disease (COPD), obstructive sleep apnoea (OSA) and overlap syndrome, cause neuroinflammation and sleep fragmentation. As a result, key biomarkers of cytokine tumour necrosis factor-alpha (TNF-a), C-reactive protein (CRP), eosinophils, CD8+ and CD4+ T cells, interleukin-6 (IL-6), interleukin-8 (IL-8), interleukin-1 beta (IL-1B), nuclear factor kappa beta (NF-kB) and hypoxia-inducible factor (HIF) infiltrate the central nervous system (CNS), perpetuating neuroinflammation through the presence of microglia which cause oxidative and nitrosative stress.
Key inflammatory and dementia-based biomarkers will be collected in the investigation of this association including but not limited to Aβ40/42 ratio and ptau217.
This study consists of an observational cross-sectional design with the utilisation of blood collection, lung function testing, MRI, HdEEG, fNIRS and neurocognitive assessment. Participants will be selected into the study differentially based on the target group, with OSA criteria requiring an ODI > 15, COPD criteria requiring a GOLD 2 minimum, FEV1 ≥50%, < 80% predicted; FEV1/FVC < 0.7 with a 10- pack year smoking history and overlap syndrome criteria requiring a combination of ODI > 15 and GOLD 2 minimum, FEV1 ≥50%, < 80% predicted; FEV1/FVC < 0.7, with a 10-pack year smoking history. Participants will be 40 to 65 years old. Controls will have no diagnosis of OSA, COPD or overlap syndrome and have an English fluency. In order to test the hypotheses, the design of a cross-sectional study will allow us to a) examine the relationships between sleep and breathing metrics and cognition and blood-based markers of dementia pathology b) examine the relationships between potential intermediates of compromised sleep and breathing with the primary cognitive and dementia risk outcomes c) compare sleep, lung function, brain health, cognition and inflammatory markers between OSA, COPD, overlap syndrome and control groups.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Chronic Obstructive Pulmonary Disease (COPD) | Males and females; Aged 40-65 years; COPD confirmed by diagnosis or a positive lung function test (GOLD 2 minimum, FEV1 ≥50%, < 80% predicted; FEV1/FVC < 0.7); 10-pack year smoking history; Able to perform neuropsychological and cognitive testing; Fluent in English. |
| |
| Overlap Syndrome (OVS) | Males and females; Aged 40-65 years; Oximetry confirmed moderate to severe OSA based on the oxygen desaturation index (ODI) ≥15/hr OR defined by polysomnography (PSG) AHI of ≥ 15 COPD confirmed by diagnosis or a positive lung function test (GOLD 2 minimum, FEV1 ≥50%, < 80% predicted; FEV1/FVC < 0.7); 10-pack year smoking history; Able to perform neuropsychological and cognitive testing; Fluent in English. |
| |
| Obstructive Sleep Apnoea (OSA) | Males and females; Aged 40-65 years; Oximetry confirmed moderate to severe OSA based on the oxygen desaturation index (ODI) ≥15/hr OR defined by polysomnography (PSG) AHI of ≥ 15. Able to give informed consent; Ability to perform neuropsychological and cognitive testing; Fluent in English. |
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| High density electroencephalogram (HdEEG) | Diagnostic Test | High-density electroencephalography (HdEEG) will be utilised in the investigation of sleep-mediated neuronal functions in controls, OSA, COPD and overlap syndrome and the association with accelerated brain ageing and cognitive impairment. |
| Measure | Description | Time Frame |
|---|---|---|
| Scores on the Montreal Cognitive Assessment (MoCA) neuropsychological assessment for dementia risk. | MoCA scores of 18 to 25 indicate mild cognitive impairment, 10 to 17 indicate moderate cognitive impairment and scores below 10 indicate severe cognitive impairment. Associations between MoCA and night-time hypoxemia / sleep fragmentation in the entire sample. | Cross-sectional/baseline only |
| Blood levels of amyloid beta (Aβ40/Aβ42 ratio). | Associations between blood levels of Aβ (Aβ40/Aβ42 ratio) and night-time hypoxemia / sleep fragmentation in the entire sample. | Cross-sectional/baseline only |
| Measure | Description | Time Frame |
|---|---|---|
| Absolute Electroencephalographic (EEG) Power During Non-Rapid Eye Movement (NREM) Sleep. | Spectral power of delta (1-4.5 Hz), theta (4.5-8 Hz), alpha (8-12 Hz), sigma (12-15 Hz), beta (15-25 Hz), and gamma (25-40 Hz) frequency ranges. Associations between absolute Electroencephalographic (EEG) Power During Non-Rapid Eye Movement (NREM) Sleep and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. |
| Measure | Description | Time Frame |
|---|---|---|
| Brain structure: cortical thickness and volumetric brain maps | Brain MRI: T1-weighted imaging will be analysed to obtain individual cortical grey-matter thickness and volumetric maps. Associations of cortical thickness and brain-area volumes and night-time hypoxaemia / sleep fragmentation will be tested using permutation analysis of linear models on each vertex/voxel on the brain map, and corrected for multiple comparisons in the entire sample and between groups. |
Inclusion Criteria:
Control:
OSA:
COPD:
Males and females;
Aged 40-65 years;
COPD confirmed by diagnosis or a positive lung function test (GOLD 2 minimum, FEV1
≥50%, < 80% predicted; FEV1/FVC < 0.7);
10-pack year smoking history;
Able to perform neuropsychological and cognitive testing;
Fluent in English.
Overlap Syndrome:
Males and females;
Aged 40-65 years;
Oximetry confirmed moderate to severe OSA based on the oxygen desaturation index (ODI) ≥15/hr;
COPD confirmed by diagnosis or a positive lung function test (GOLD 2 minimum, FEV1
≥50%, < 80% predicted; FEV1/FVC < 0.7);
10-pack year smoking history;
Able to perform neuropsychological and cognitive testing;
Fluent in English.
Exclusion Criteria:
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The study population involves four groups: controls, OSA, COPD and overlap syndrome (OVS). All participants will meet all inclusion criteria for their group and none of the exclusion criteria.
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Angela D'Rozario | Contact | 02 9850 3246 | angela.drozario@mq.edu.au | |
| Laura Harris | Contact | 02 9805 3194 | laura.harris@woolcock.org.au |
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| The Woolcock Institute of Medical Research | Recruiting | Sydney | New South Wales | 2113 | Australia |
Data pertaining to the OSA group will be shared with protocol number X22-0213 (Project: OSA-D; within The Woolcock Institute of Medical Research)
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Data will become available upon collection. Data will be available for a minimum of 15 years.
n=26 obstructive sleep apnoea (OSA) participants will meet all of the OSA inclusion criteria and none of the exclusion criteria.
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Blood collection and analyses will involve apolipoprotein 4 (APOE4) with consent
|
| Control | Males and females; Aged 40-65 years; Able to give informed consent; Able to perform neuropsychological and cognitive testing; Fluent in English. |
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| Functional near infrared spectroscopy (fNIRS) | Diagnostic Test | Functional near infrared spectroscopy (fNIRS) is one of the most advanced techniques in measuring brain oxygen content and hemodynamic activity. This information indirectly displays neuronal activity and provides a novel opportunity understand brain oxygenation, neurodegenerative diseases, and cognitive function. |
|
| Magnetic resonance imaging (MRI) | Diagnostic Test | Magnetic resonance imaging (MRI) will be utilised to assess potential structural neuronal changes associated with neurodegenerative disease in those with COPD, OSA and overlap syndrome. MRI has the capacity to provide vital information regarding neuroimaging standards in cerebral vascular damage such as white matter hyperintensities (WMH), lacunes, cerebral microbleeds, brain atrophy and subcortical infarct. Through the utility of MRI sequences such as T1 and T2 weighted imaging, diffusion weighted imaging (DWI) and fluid-attenuated inversion recovery (FLAIR) and resting-state fMRI (rs-fMRI), the investigators will assess neurodegenerative-related structural brain changes in individuals with COPD, OSA and overlap syndrome and examine the differences between these target groups. |
|
| Blood collection | Biological | A fasting 50mL blood sample will be collected at the experimental visit in the morning following the overnight sleep study. Blood samples will be processed after collection and stored at -80 degrees for future batch analyses. Analyses will include markers for inflammation and dementia including but not limited to ptau217 and beta amyloid. Routine blood analyses will be conducted on 17.5mL of the sample collected for baseline measures. Routine blood analyses includes lipid profile, glucose studies, insulin, high-sensitivity C-reactive protein (hs-CRP), iron studies, thyroid function, b12/folate, homocysteine, prolactin, calcium, full blood count and biochemistry panel for the OSA, COPD and overlap syndrome groups. Routine blood analyses for controls include glucose studies, lipid profile, hs-CRP and biochemistry panel. |
|
| Neuropsychological battery | Diagnostic Test | A. Montreal Cognitive Assessment (MoCA): B. Test of Premorbid Functioning (TOPF): C. Rey Auditory Verbal Learning Test (RAVLT): D. D-KEFS Colour Word Interference Test (D-CWIT): E. Trail Making Test (TMT): F. Symbol Digit Modalities Test (SDMT) - Oral Version: G. RAVLT 20-minute recall H. Controlled Oral Word Association Test (COWAT): |
|
| Questionnaires | Other |
|
|
| Pulmonary Function Test (PFT) | Diagnostic Test | Full pulmonary function testing will be conducted in control, COPD, OSA and overlap syndrome groups. Full lung function testing will include spirometry with pre and post bronchodilator, oscillometry, lung diffusion testing (DLCO) and lung volumes. |
|
| Cognitive Assessment | Other | The following cognitive assessments will be administered using a digital format on CANTAB:
|
|
| Polysomnogram (PSG) | Diagnostic Test | During the sleep study, physiological signals are recorded to capture eye movements (electrooculogram, EOG) and chin muscle movements (electromyogram, EMG). A nasal airflow piece, two respiratory inductance plethysmography (RIP) bands and an oximeter probe on the finger will monitor breathing and oxygen levels in the blood. Electrocardiogram (ECG), leg movements, sleeping position and snoring are also recorded. |
|
| Cross-sectional/baseline only |
| Brain tissue oxygenation during cognitive tasks and sleep. | Brain tissue oxygenation during sleep as measured by oxygenated and deoxygenated hemoglobin using functional Near Infrared Spectroscopy (fNIRS). Associations between brain tissue oxygenation and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Hypoxemia as measured by pulse oximetry. | Overnight hypoxemia measured by pulse oximetry through nocturnal readings of blood oxygen saturation (SpO2). Associations between night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Sleep Fragmentation | EEG arousal index (events per minute of total sleep time) measured during polysomnography. Associations between night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of premorbid functioning and preinjury through the Test of Premorbid Functioning (TOPF). | Neuropsychological Test: A z-score of -0.75 indicates low-average premorbid functioning, z= -1.40 indicates borderline poor premorbid functioning and inferior premorbid functioning spans from z=-2.05 to -3.65. Associations between TOPF scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of verbal learning and memory through the Rey Auditory Verbal Learning Test (RAVLT). | Neuropsychological Test: RAVLT scores between groups. Scores ≤ z= -1.0 across two domains indicate poor performance. Immediate verbal learning is assessed by summing trials 1 to 5, Learning is assessed from trial 5 minus trial 1, and Forgetting is assessed through trial five minus the delayed recall trial. Associations between RAVLT scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of mild forms of cognitive dysfunction through Delis Kaplan Executive Functioning System (D-CEFS) neuropsychological assessment. | Neuropsychological Test: Differences in scores between groups across the four trials. Greater time taken to complete the trials results in higher scores which indicate worse performance. Associations between D-CEFS scores night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of speed of processing and executive functioning through the Trail Making Test (TMT). | Neuropsychological Test: Differences in TMT scores between groups. Greater time taken to complete the tests results in higher scores which indicate worse performance. A TMT trial A score of ≥78 seconds and a TMT trial B score of ≥273 seconds indicates deficiency. Associations between TMT scores night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of verbal fluency through the Controlled Oral Word Association Test (COWAT). | Neuropsychological Test: Differences in the COWAT scores between groups. The more acceptable words stated across all four trials, the better the performance in the test. Associations between COWAT scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of attention, perceptual speed, motor speed and visual scanning through the Symbol Digits Modalities Test (SDMT). | Neuropsychological Test: Differences in the scores on the SDMT between groups. Scores on the SDMT range from 1 to 110, with higher scores indicating better performance over the 90-second trial. Associations between SDMT scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of fibrinogen. | Differences in the blood levels of fibrinogen between groups. Associations between fibrinogen and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of clusterin. | Differences in the blood levels of clusterin between groups. Associations between clusterin and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of 8-isoprostane | Differences in the blood levels of 8-isoprostane between groups. Associations between 8-isoprostane and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of C-reactive protein (CRP) | Differences in the blood levels of CRP between groups. Associations between CRP and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of erythrocyte sedimentation rate (ESR). | Differences in the blood levels of ESR between groups. Associations between ESR and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of plasma tau. | Differences in the blood levels of plasma tau between groups. Associations between plasma-tau and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of neurofilament light chain (NFL). | Differences in the blood levels of NFL between groups. Associations between NFL and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of Glial fibrillary acidic protein (GFAP). | Differences in the blood levels of GFAP between groups. Associations between GFAP and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of Apolipoprotein E gene (APOE-4). | Differences in the blood levels of APOE-4 between groups. Associations between APOE-4 and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of interleukin-8 (IL-8). | Differences in the blood levels of IL-8 between groups. Associations between IL-8 and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of interleukin-6 (IL-6). | Differences in the blood levels of IL-6 between groups. Associations between IL-6 and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of tumor necrosis factor alpha (TNFα). | Differences in the blood levels of TNFα between groups. Associations between TNFα and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Blood levels of amyloid beta (Aβ40/Aβ42 ratio). | Associations between blood levels of Aβ (Aβ40/Aβ42 ratio) and night-time hypoxemia / sleep fragmentation between groups. | Cross-sectional/baseline only |
| Scores on the Montreal Cognitive Assessment (MoCA) neuropsychological assessment for dementia risk. | MoCA scores of 18 to 25 indicate mild cognitive impairment, 10 to 17 indicate moderate cognitive impairment and scores below 10 indicate severe cognitive impairment. Associations between MoCA and night-time hypoxemia / sleep fragmentation between groups. | Cross-sectional/baseline only |
| Cross-sectional/baseline only |
| Brain structure: diffusion-weighted imaging | Brain MRI: Diffusion-weighted imaging will be analysed to obtain individual fractional anisotropy (FA) and mean diffusivity (MD) maps. Associations of FA and MD and night-time hypoxaemia / sleep fragmentation will be tested using permutation analysis of linear models on each voxel of the white-matter brain map, and corrected for multiple comparisons, in the entire sample and between groups. | Cross-sectional/baseline only |
| Brain function: resting-state BOLD fMRI | Brain fMRI: Resting-state BOLD fMRI will be subjected to dual-regression independent component analysis to obtain individual spatial maps of multiple resting-state brain networks. The component weights of individual voxels will be associated with night-time hypoxaemia / sleep fragmentation using permutation analysis of linear models and corrected for multiple comparisons, in the entire sample and between groups. | Cross-sectional/baseline only |
| Brain pathology: T1-weighted, T2-weighted, diffusion-weighted imaging, and FLAIR | Brain MRI: Structural scans will be used to identify potential brain pathology including, white-matter hyper- and hypo-intensities, lacunes, and potential infarcts or other potential ischaemic lesions. The number, type and anatomical location of these potential pathologies will be scored and associated with night-time hypoxaemia / sleep fragmentation using linear mixed models, in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of sensorimotor function and comprehension through the Motor Screening Task (MOT) of CANTAB. | CANTAB: Differences in scores on the MOT as measured by MOTML (the mean latency from display of a stimulus to the correct response). Greater scores indicate worse performance. Associations between MOT scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of processing and psychomotor speed through the Reaction Time (RTI) test of CANTAB. | CANTAB: Differences in scores on the RTI as measured by RTIFMDRT (the median time taken for the subject to select the target stimulus after releasing the button, calculated across all trials). Higher scores indicate worse performance. Associations between RTI scores night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of working memory and strategy through the Spatial Working Memory (SWM) test of CANTAB. | CANTAB: Differences in scores on the SWM as measured by SWMTE (total errors during the trials). Higher scores indicate worse performance. Associations between SWM scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Assessment of visual episodic memory through the Paired Associate Learning (PAL) test of CANTAB. | CANTAB: Differences in scores on the PAL as measured by PALTEA (The number of times the subject chose the incorrect box for a stimulus on assessment problems (PALTE), plus an adjustment for the estimated number of errors they would have made on any problems, attempts and recalls they did not reach). Higher scores indicate worse performance. Associations between PAL scores and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Sleep Spindles During Non-Rapid Eye Movement (NREM) Sleep | Sleep spindle and slow oscillation events in NREM sleep from in-laboratory overnight polysomnography. A sleep spindle and slow oscillation detection algorithm will be applied to electroencephalography (EEG) signals from polysomnography after artefacts are detected and removed. Associations between sleep spindles and slow oscillation events and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Traditional sleep staging. | Proportion of the sleep opportunity scored at the 5 stages (wake, and N1, N2, N3, and REM sleep) between lights out and lights on, and sleep onset, REM onset, sleep efficiency, measured using overnight in-laboratory polysomnography with high-density electroencephalogram (HdEEG), scored by a polysomnographic technician in accordance with American Academy of Sleep Medicine (AASM) Sleep Scoring criteria. Associations between traditional sleep staging and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Absolute Electroencephalography (EEG) Power During Rapid Eye Movement (REM) Sleep. | Spectral power of delta (1-4.5 Hz), theta (4.5-8 Hz), alpha (8-12 Hz), sigma (12-15 Hz), beta (15-25 Hz), and gamma (25-40 Hz) frequency ranges. Power spectral analysis will be applied to EEG signals from polysomnography after artefacts are detected and removed. Associations between absolute Electroencephalography (EEG) Power During Rapid Eye Movement (REM) Sleep and night-time hypoxemia / sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Obstructive sleep apnoea (OSA) severity metrics | Apnoea-hypopnea index (AHI), oxygen desaturation index (ODI; 3%), oxygen saturation nadir, electroencephalogram (EEG) arousal index (number of arousals per hour of sleep). Associations between OSA severity metrics and night-time hypoxaemia/ sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| Lung function as measured by clinical pulmonary function tests (PFT) | Pulmonary functioning as measured by traditional PFT (spirometry with pre and post bronchodilator, diffusing capacity of the lungs for carbon monoxide (DLCO), lung volumes and respiratory impedance (oscillometry) as dictated by the American Thoracic Society (ATS). Associations between lung function and night-time hypoxaemia/ sleep fragmentation in the entire sample and between groups. | Cross-sectional/baseline only |
| ID | Term |
|---|---|
| D029424 | Pulmonary Disease, Chronic Obstructive |
| ID | Term |
|---|---|
| D008173 | Lung Diseases, Obstructive |
| D008171 | Lung Diseases |
| D012140 | Respiratory Tract Diseases |
| D002908 | Chronic Disease |
| D020969 | Disease Attributes |
| D010335 | Pathologic Processes |
| D013568 | Pathological Conditions, Signs and Symptoms |
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| ID | Term |
|---|---|
| D008279 | Magnetic Resonance Imaging |
| D001800 | Blood Specimen Collection |
| D011795 | Surveys and Questionnaires |
| D012129 | Respiratory Function Tests |
| D000073216 | Mental Status and Dementia Tests |
| D017286 | Polysomnography |
| ID | Term |
|---|---|
| D014054 | Tomography |
| D003952 | Diagnostic Imaging |
| D019937 | Diagnostic Techniques and Procedures |
| D003933 | Diagnosis |
| D013048 | Specimen Handling |
| D019411 | Clinical Laboratory Techniques |
| D011677 | Punctures |
| D013514 | Surgical Procedures, Operative |
| D008919 | Investigative Techniques |
| D003625 | Data Collection |
| D004812 | Epidemiologic Methods |
| D017531 | Health Care Evaluation Mechanisms |
| D011787 | Quality of Health Care |
| D017530 | Health Care Quality, Access, and Evaluation |
| D011634 | Public Health |
| D004778 | Environment and Public Health |
| D003948 | Diagnostic Techniques, Respiratory System |
| D009483 | Neuropsychological Tests |
| D011581 | Psychological Tests |
| D004191 | Behavioral Disciplines and Activities |
| D008991 | Monitoring, Physiologic |
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