Acute respiratory failure due to pulmonary exacerbation in children with cystic fibrosis admitted in a pediatric intensive care unit: outcomes and factors associated with mortality.

BACKGROUND: Children with advanced pulmonary disease due to cystic fibrosis (CF) are at risk of acute respiratory failure due to pulmonary exacerbations leading to their admission to pediatric intensive care units (PICU). The objectives of this study were to determine short and medium-term outcomes of children with CF admitted to PICU for acute respiratory failure due to pulmonary exacerbation and to identify prognosis factors. METHODS: This retrospective monocentric study included patients less than 18 years old admitted to the PICU of a French university hospital between 2000 and 2020. Cox proportional hazard regression methods were used to determine prognosis factors of mortality or lung transplant. RESULTS: Prior to PICU admission, the 29 patients included (median age 13.5 years) had a severe lung disease (median Forced Expiratory Volume in 1 s percentage predicted at 29%). Mortality rates were respectively 17%, 31%, 34%, 41% at discharge and at 3, 12 and 36 months post-discharge. Survival rates free of lung transplant were 34%, 32%, 24% and 17% respectively. Risk factors associated with mortality or lung transplant using the univariate analysis were female sex and higher pCO2 and chloride levels at PICU admission, and following pre admission characteristics: home respiratory and nutritional support, registration on lung transplant list and Stenotrophomonas Maltophilia bronchial colonization. CONCLUSION: Children with CF admitted to PICU for acute respiratory failure secondary to pulmonary exacerbations are at high risk of death, both in the short and medium terms. Lung transplant is their main chance of survival and should be considered early.

Protocol for teen inflammation glutamate emotion research (TIGER): Toward predictors of treatment response and clinical course in depressed adolescents.

Adolescent-onset depression is a prevalent and debilitating condition commonly associated with treatment refractory depression and non-response to first-line antidepressants. There are, however, no objective tests to determine who may or may not respond to antidepressants. As depressed adolescents are especially vulnerable to the lifelong consequences of ineffectively-treated depression, it is critical to identify neurobiological predictors of treatment non-response in this population. Here, we describe the scientific rationale and protocol for the Teen Inflammation Glutamate Emotion Research (TIGER) study, a prospective 18-month investigation of 160 depressed adolescents who will be assessed before and after treatment with selective serotonin reuptake inhibitors. TIGER will be using ultra-high field imaging to test the effects of acute stress and antidepressant treatment on inflammatory and glutamatergic processes hypothesized to underlie depression maintenance. Results from this work will motivate future studies testing alternative therapeutics for depressed adolescents at risk for treatment resistant depression. ClinicalTrials.gov Identifier: NCT05329441.

A systematic review on cross-cultural validations and psychometric solidity of the orthotics and prosthetics user survey.

Research is essential to reflect patients' satisfaction with their devices in the field of Prosthetics and Orthotics, record their performance and health-related quality of life. This requires culturally adapted questionnaires for each country. Periodic assessment of validity and test fit are essential elements for the long-term utility and effectiveness of psychometric tests. This article reviews the psychometric properties of the Orthotics and Prosthetics Users Survey (OPUS). The purpose, in addition to its adaptation to the Spanish-speaking population, involves a review/update of content, statistical analyses, and validity studies, until a larger number of studies are conducted. Study design: a Systematic review. A systematic literature search was carried out in specialized search engines: Alcorze (University of Zaragoza), MEDLINE (PubMed), and EMBASE of original articles published since 2000. Eleven items belonging to the OPUS were obtained, according to the language of the country where they were validated, and promising psychometric properties were confirmed (reflecting reliability values between 0.62 and 0.95; Cronbach's α scores between 0.73 and 0.98) with sample sizes between 10 and 321. The study concluded by stating that the OPUS was validated in different languages, reporting good psychometric robustness so far. Further deployment, refinement, and validation of this survey by country is warranted in view of its promising use.

Salting-Out-Assisted Liquid-Liquid Extraction Method for the Determination of Nicotine from Oral Traditional and Innovative Tobacco Products Using UPLC-MS/MS.

In this study, we developed and validated a novel method that allows for the extraction and quantitation of nicotine from a variety of commercially available oral tobacco products including loose and pouched traditional moist smokeless tobacco products, and oral tobacco-derived nicotine (OTDN) lozenges, gums, and pouches. The method employed an extraction technique consisting of salting-out assisted liquid-liquid extraction using sodium hydroxide and acetonitrile in conjunction with ultra-high pressure liquid chromatography coupled to mass spectrometry. Accurate quantitation was obtained using nicotine methyl-d3 isotopically labeled internal standard. Chromatographic separation of nicotine and nicotine methyl-d3 internal standard was achieved using a Waters Acquity C18 column (50 mm × 2.1 mm i.d., 2.5 µm) with 10 mM ammonium acetate buffer (pH = 10) and acetonitrile as mobile phase A and B, respectively. Using a gradient elution and a flow rate of 0.4 mL/min for 5 min runtime, nicotine eluted at 1.74 min. The method was validated according to ICH guidelines for all the sample types with an accuracy for nicotine within 89-109%. Repeatability and intermediate precision were both estimated to be ≤7% relative standard deviation (% RSD). This method is applicable for a wide range of traditional moist smokeless and OTDN tobacco products.

Effect of Curcumin Consumption on Inflammation and Oxidative Stress in Patients on Hemodialysis: A Literature Review.

Advanced chronic kidney disease (CKD) stages lead to exacerbated inflammation and oxidative stress. Patients with CKD in stage 5 need renal hemodialysis (HD) to remove toxins and waste products. However, this renal replacement therapy is inefficient in controlling inflammation. Regular curcumin consumption has been shown to reduce inflammation and oxidative stress in subjects with chronic pathologies, suggesting that the daily intake of curcumin may alleviate these conditions in HD patients. This review analyzes the available scientific evidence regarding the effect of curcumin intake on oxidative stress and inflammation in HD patients, focusing on the mechanisms and consequences of HD and curcumin consumption. The inclusion of curcumin as a dietary therapeutic supplement in HD patients has shown to control the inflammation status. However, the optimal dose and oral vehicle for curcumin administration are yet to be determined. It is important to consider studies on curcumin bioaccessibility to design effective oral administration vehicles. This information will contribute to the achievement of future nutritional interventions that validate the efficacy of curcumin supplementation as part of diet therapy in HD.

Intersection of Mental Health and Dysphonia: A Scoping Review.

OBJECTIVE: Previous research has indicated that voice disorders frequently co-occur with mental health disorders, which may influence voice treatment seeking behavior and effectiveness. Our goal is to characterize the existing literature on the relationship between voice disorders and mental health and to investigate nuances related to mental health and voice disorder diagnosis. DATA SOURCES: Ovid MEDLINE, ProQuest PsycINFO, and Web of Science. REVIEW METHODS: Using the PRISMA protocol, a scoping review was performed. Databases searched included: Ovid MEDLINE, ProQuest PsycINFO, and Web of Science. Our inclusion criteria were all adults seen in an outpatient setting for voice and mental health disorders, excluding those with a prior history of head and neck surgery, cancers, radiation, or developmental anomalies, and certain mental health disorders. Results were screened by two independent screeners for inclusion. Data were then extracted and analyzed to present key findings and characteristics. RESULTS: A total of 156 articles, with publication dates ranging from 1938 to 2021, were included in the analysis, with females and teachers being the most described population groups. The most frequently studied laryngeal disorders were dysphonia (n = 107, 68.6%), globus (n = 33, 21.2%), and dysphonia with globus (n = 16, 10.2%). The two most common mental health disorders found in the included studies were anxiety disorders (n = 123, 78.8%) and mood disorders (n = 111, 71.2%). The Voice Handicap Index was the most used tool to gather data on voice disorders (n = 36, 23.1%), while the Hospital Anxiety and Depression Scale was the most used tool to gather data on mental health disorders (n = 20, 12.8%). The populations studied within the included articles were predominately female and worked in educational occupations. Race and ethnicity was only reported for 10.2% of included articles (n = 16) and the most commonly studied race was White/Caucasian (n = 13, 8.3%). CONCLUSION: Our scoping review of the current literature on mental health and voice disorders reveals an intersection between the conditions. The current literature represents change over time in terms of terminology that recognizes the patient's individualized experience of mental health and laryngeal conditions. However, there is still a great deal of homogeneity in the studied patient populations in terms of race and gender, with patterns and gaps that require further investigation.

Epigenomic Blood-Based Early Detection of Pancreatic Cancer Employing Cell-Free DNA.

BACKGROUND & AIMS: Early detection of pancreatic cancer (PaC) can drastically improve survival rates. Approximately 25% of subjects with PaC have type 2 diabetes diagnosed within 3 years prior to the PaC diagnosis, suggesting that subjects with type 2 diabetes are at high risk of occult PaC. We have developed an early-detection PaC test, based on changes in 5-hydroxymethylcytosine (5hmC) signals in cell-free DNA from plasma. METHODS: Blood was collected from 132 subjects with PaC and 528 noncancer subjects to generate epigenomic and genomic feature sets yielding a predictive PaC signal algorithm. The algorithm was validated in a blinded cohort composed of 102 subjects with PaC, 2048 noncancer subjects, and 1524 subjects with non-PaCs. RESULTS: 5hmC differential profiling and additional genomic features enabled the development of a machine learning algorithm capable of distinguishing subjects with PaC from noncancer subjects with high specificity and sensitivity. The algorithm was validated with a sensitivity for early-stage (stage I/II) PaC of 68.3% (95% confidence interval [CI], 51.9%-81.9%) and an overall specificity of 96.9% (95% CI, 96.1%-97.7%). CONCLUSIONS: The PaC detection test showed robust early-stage detection of PaC signal in the studied cohorts with varying type 2 diabetes status. This assay merits further clinical validation for the early detection of PaC in high-risk individuals.

Complementary and Integrative Medicine and the Voice.

Dysphonia is a ubiquitous problem impacting a broad range of people. As communication is central to the human experience, any perturbation of the voice can be frustrating for the patient and the physician. Nutritional, psychological, and physical means of preventing and treating hoarseness have been used by humans since the beginning of written record. Today, we use a selection of these approaches, along with traditional medicine, to alleviate problems of the vocal tract.

A Social Gradient of Cortical Thickness in Adolescence: Relationships With Neighborhood Socioeconomic Disadvantage, Family Socioeconomic Status, and Depressive Symptoms.

BACKGROUND: Mental and physical health are affected by family and neighborhood socioeconomic status (SES). Accelerated maturation in the context of lower SES is one mechanism that might contribute to underlying health disparities; few studies, however, have considered neighborhood SES in relation to putative markers of brain maturation in adolescents. METHODS: In 120 adolescents 13 to 18 years of age, we examined family and neighborhood SES in relation to cortical thickness adjusted for age. We also examined whether cortical thickness was related to depressive symptoms and explored regions of interest. RESULTS: Controlling for age, neighborhood socioeconomic disadvantage was associated with a thinner cortex in the left hemisphere (standardized ß = -0.20), which was related to more severe depressive symptoms (standardized ß = -0.33). Family SES was not significantly associated with age-adjusted mean cortical thickness in either hemisphere after controlling for relevant covariates. In exploratory, covariate-adjusted analyses of cortical thickness at the regional level, neighborhood socioeconomic disadvantage was associated with reduced cortical thickness in the left superior frontal gyrus (standardized ß = -0.27), fusiform gyrus (standardized ß = -0.20), and insula (standardized ß = -0.21), whereas family SES was positively associated with cortical thickness in the right lateral and right medial orbitofrontal cortex (standardized ß = 0.21 and standardized ß = 0.19, respectively) and left transverse temporal gyrus (standardized ß = 0.22). CONCLUSIONS: Our findings provide evidence for a social gradient of cortical thickness during adolescence. Adolescents living in less advantaged community or family contexts appear to have a thinner cortex according to global and regional measures. Reduced cortical thickness in the left hemisphere may indicate increased risk for depression in adolescence.

Learning Insurance Benefit Rules from Policy Texts with Small Labeled Data.

To protect vital health program funds from being paid out on services that are wasteful and inconsistent with medical practices, government healthcare insurance programs need to validate the integrity of claims submitted by providers for reimbursement. However, due the complexity of healthcare billing policies and the lack of coded rules, maintaining "integrity" is a labor-intensive task, often narrow-scope and expensive. We propose an approach that combines deep learning and an ontology to support the extraction of actionable knowledge on benefit rules from regulatory healthcare policy text. We demonstrate its feasibility even in the presence of small ground truth labeled data provided by policy investigators. Leveraging deep learning and rich ontological information enables the system to learn from human corrections and capture better benefit rules from policy text, beyond just using a deterministic approach based on pre-defined textual and semantic pattterns.

Regulation of basal autophagy by calmodulin availability.

Macroautophagy (hereafter autophagy) is a process that degrades cellular components to maintain homeostasis. The Ca2+ sensor calmodulin (CaM) regulates numerous cell functions but is a limiting factor due to its insufficient availability for all target proteins. However, evidence that CaM availability regulates basal autophagy is lacking. Here, we have tested this hypothesis. CaM antagonists W-7, trifluoperazine and CGS9343b cause autophagosome accumulation and inhibit basal autophagic flux in the same manner as does chloroquine. These reagents promote the activity of AMP-activated protein kinase (AMPK) but not that of the mechanistic target of rapamycin (mTOR). Competitive binding assays using CaM sensors with different Ca2+ dependencies showed that chloroquine directly binds CaM in a Ca2+ -dependent fashion. The CaM antagonists have disparate effects on cytoplasmic Ca2+ , triggering from none to robust signals, indicating that their consistent inhibition of autophagy is due to inhibition of CaM and not Ca2+ . Chelating intracellular Ca2+ reduces the effect of the CaM antagonists to accumulate LC3-II, indicating that they do so by inhibiting CaM-dependent activities at basal Ca2+ level. The CaM antagonists cause lysosomal alkalinisation. Consistently, buffering CaM with a high-affinity CaM-binding protein that binds CaM at resting Ca2+ level increases lysosomal pH. Enhanced CaM buffering using a chimeric protein that contains two high-affinity CaM-binding sites that can collectively bind CaM at a large range of Ca2+ further increases lysosomal pH and increases LC3-II accumulation and AMPK activity, but not that of mTOR. These data demonstrate that CaM availability is required for basal autophagy.

Perception about psychosocial integration clubs for people with schizophrenia in Lima, Peru. / Percepción sobre los clubes de integración psicosocial para personas con esquizofrenia en Lima, Perú.

OBJECTIVE: To know the perception of users, caregivers and health professionals about the implementation, operation and satisfaction related to their participation in psychosocial integration clubs (PIC) for people with diagnosis of schizophrenia in two districts of northern Lima. MATERIALS AND METHODS: This study had a qualitative methodological approach. In-depth interviews and 3 focus groups were conducted with 21 participants including users, family caregivers, and mental health professionals. The information was collected in December 2018. We analyzed the perceptions of the implementation process and satisfaction of the club's users, their affective relationships and leisure, their link with families and socio-community networks, as well as the perceived limitations. RESULTS: The perception of club's users, caregivers and mental health professionals was favorable regarding the implementation, functioning and satisfaction of the users, as an integrating and socializing role, through their active participation, social reintegration in normalizing activities with their community, the health network and in the strengthening of family ties. PICs are perceived as spaces for socialization that have a relevant meaning in the lives of users. CONCLUSIONS: Participants perceive PICs as a space for well-being and adequate use of free time, which contributes to the rehabilitation of the user's disease.

OBJETIVO: Conocer la percepción de los usuarios, cuidadores y profesionales de la salud sobre la implementación, funcionamiento y satisfacción relacionada con su participación en los clubes de integración psicosocial (CIP) para personas con diagnóstico de esquizofrenia en dos distritos de Lima Norte. MATERIALES Y MÉTODOS: Estudio con enfoque metodológico cualitativo. Se realizaron entrevistas a profundidad y 3 grupos focales con 21 participantes, entre usuarios, familiares cuidadores y profesionales de la salud mental. Se recolectó la información en diciembre de 2018 y se analizaron las percepciones sobre el proceso de implementación y satisfacción de los usuarios del club, sus relaciones afectivas y el ocio, su vinculación con las familias y redes sociocomunitarias, así como las limitaciones percibidas. RESULTADOS: La percepción de los usuarios, cuidadores y profesionales de la salud mental fue favorable acerca de la implementación, funcionamiento y satisfacción de los socios como rol integrador y socializador a través de su participación, la reinserción social en actividades normalizadoras en su comunidad, red sanitaria y en el fortalecimiento de vínculos familiares. Los CIP se perciben como espacios de socialización que tienen un significado relevante en la vida de los usuarios. CONCLUSIONES: Los participantes perciben el CIP como un espacio de bienestar y uso de tiempo libre adecuado que contribuye en la rehabilitación de su enfermedad.

Encoding Health Records into Pathway Representations for Deep Learning.

There is a growing trend in building deep learning patient representations from health records to obtain a comprehensive view of a patient's data for machine learning tasks. This paper proposes a reproducible approach to generate patient pathways from health records and to transform them into a machine-processable image-like structure useful for deep learning tasks. Based on this approach, we generated over a million pathways from FAIR synthetic health records and used them to train a convolutional neural network. Our initial experiments show the accuracy of the CNN on a prediction task is comparable or better than other autoencoders trained on the same data, while requiring significantly less computational resources for training. We also assess the impact of the size of the training dataset on autoencoders performances. The source code for generating pathways from health records is provided as open source.

Percepción sobre los clubes de integración psicosocial para personas con esquizofrenia en Lima, Perú / Perception about psychosocial integration clubs for people with schizophrenia in Lima, Peru

RESUMEN Objetivo: Conocer la percepción de los usuarios, cuidadores y profesionales de la salud sobre la implementación, funcionamiento y satisfacción relacionada con su participación en los clubes de integración psicosocial (CIP) para personas con diagnóstico de esquizofrenia en dos distritos de Lima Norte. Materiales y métodos: Estudio con enfoque metodológico cualitativo. Se realizaron entrevistas a profundidad y 3 grupos focales con 21 participantes, entre usuarios, familiares cuidadores y profesionales de la salud mental. Se recolectó la información en diciembre de 2018 y se analizaron las percepciones sobre el proceso de implementación y satisfacción de los usuarios del club, sus relaciones afectivas y el ocio, su vinculación con las familias y redes sociocomunitarias, así como las limitaciones percibidas. Resultados: La percepción de los usuarios, cuidadores y profesionales de la salud mental fue favorable acerca de la implementación, funcionamiento y satisfacción de los socios como rol integrador y socializador a través de su participación, la reinserción social en actividades normalizadoras en su comunidad, red sanitaria y en el fortalecimiento de vínculos familiares. Los CIP se perciben como espacios de socialización que tienen un significado relevante en la vida de los usuarios. Conclusiones: Los participantes perciben el CIP como un espacio de bienestar y uso de tiempo libre adecuado que contribuye en la rehabilitación de su enfermedad.

ABSTRACT Objective: To know the perception of users, caregivers and health professionals about the implementation, operation and satisfaction related to their participation in psychosocial integration clubs (PIC) for people with diagnosis of schizophrenia in two districts of northern Lima. Materials and methods: This study had a qualitative methodological approach. In-depth interviews and 3 focus groups were conducted with 21 participants including users, family caregivers, and mental health professionals. The information was collected in December 2018. We analyzed the perceptions of the implementation process and satisfaction of the club's users, their affective relationships and leisure, their link with families and socio-community networks, as well as the perceived limitations. Results: The perception of club's users, caregivers and mental health professionals was favorable regarding the implementation, functioning and satisfaction of the users, as an integrating and socializing role, through their active participation, social reintegration in normalizing activities with their community, the health network and in the strengthening of family ties. PICs are perceived as spaces for socialization that have a relevant meaning in the lives of users. Conclusions: Participants perceive PICs as a space for well-being and adequate use of free time, which contributes to the rehabilitation of the user's disease.

Anesthetic management for percutaneous reverse Potts shunt creation in children with refractory idiopathic pulmonary arterial hypertension: A case series.

Percutaneous reverse Potts shunt improves right ventricular function in patients with suprasystemic idiopathic pulmonary arterial hypertension. There are no data regarding the anesthesia in this high-risk procedure. We report our experience of the anesthetic management for the creation of percutaneous reverse Potts shunt in children with suprasystemic idiopathic pulmonary arterial hypertension. This study included 10 patients presenting with symptomatic idiopathic pulmonary arterial hypertension despite undergoing medical treatment. All patients underwent gradual induction of anesthesia to maintain hemodynamic stability (etomidate, n = 8; ketamine, n = 4). Four patients needed extracorporeal life support: 2 were rescued after cardiac arrest and 2 had elective extracorporeal life support due to preprocedural dysfunctional right ventricle and/or small left ventricle volumes with reduced cardiac output. All patients were admitted to the pediatric cardiac intensive care unit (4 [2-5] days). All patients with extracorporeal life support died. None of the six survivors needed pulmonary transplantation. Both ketamine and etomidate support hemodynamics. High-dose opioid technique has the advantage of blunting noxious stimuli and subsequent increase in pulmonary vascular resistance. We recommend using multimodal monitoring with transesophageal echocardiography. The 100% mortality of extracorporeal life support patients, probably too sick to undergo such procedure, may question its usefulness. Further studies should identify suitable candidates for percutaneous reverse Potts shunt creation.

Beneficial traits of root endophytes and rhizobacteria associated with plants growing in phytomanaged soils with mixed trace metal-polycyclic aromatic hydrocarbon contamination.

The diversity of cultivable bacteria associated with plants from phytomanaged soils with mixed trace metal (TM) and polycyclic aromatic hydrocarbon (PAH) contamination in Pierrelaye (France) was evaluated. The emphasis was on the cultivable bacterial community since the overall objective is to obtain inoculants to improve the remediation of this type of contaminated site. Root endophytic and rhizosphere soil bacterial counts were determined, and isolates were pooled by amplified rDNA restriction analysis and identified by 16S rDNA sequencing. Isolates were further characterized for the production of plant growth-promoting (PGP) substances, and resistance to TM. The selected strains were evaluated for their ability to degrade PAHs. The potential of cell-free microbial supernatant to increase the mobilisation of PAHs from the polluted soil of Pierrelaye was also evaluated. Proteobacteria and Actinobacteria dominated the collection of isolates, and differences in taxonomic diversity were observed between plant species (Populus or Zea mays) and depending on the remediation treatment (Populus inoculation with mycorrhizae or Populus intercropping with Alnus). The majority of isolates exhibited at least one of the tested PGP traits, as well as resistance to more than one TM. Several rhizosphere, endophyte and even one bulk soil isolate showed high rates of fluoranthene and pyrene reduction. The endophyte Rhizobium strain MR28 isolated from maize and degrading pyrene produced bioemulsifying molecules capable of improving the availability of PAHs from the soil of Pierrelaye. A selection of the most interesting strains was made for further re-inoculation experiments in order to assess their potential in rhizoremediation processes.

Gestational long-term hypoxia induces metabolomic reprogramming and phenotypic transformations in fetal sheep pulmonary arteries.

Gestational long-term hypoxia increases the risk of myriad diseases in infants including persistent pulmonary hypertension. Similar to humans, fetal lamb lung development is susceptible to long-term intrauterine hypoxia, with structural and functional changes associated with the development of pulmonary hypertension including pulmonary arterial medial wall thickening and dysregulation of arterial reactivity, which culminates in decreased right ventricular output. To further explore the mechanisms associated with hypoxia-induced aberrations in the fetal sheep lung, we examined the premise that metabolomic changes and functional phenotypic transformations occur due to intrauterine, long-term hypoxia. To address this, we performed electron microscopy, Western immunoblotting, calcium imaging, and metabolomic analyses on pulmonary arteries isolated from near-term fetal lambs that had been exposed to low- or high-altitude (3,801 m) hypoxia for the latter 110+ days of gestation. Our results demonstrate that the sarcoplasmic reticulum was swollen with high luminal width and distances to the plasma membrane in the hypoxic group. Hypoxic animals were presented with higher endoplasmic reticulum stress and suppressed calcium storage. Metabolically, hypoxia was associated with lower levels of multiple omega-3 polyunsaturated fatty acids and derived lipid mediators (e.g., eicosapentaenoic acid, docosahexaenoic acid, α-linolenic acid, 5-hydroxyeicosapentaenoic acid (5-HEPE), 12-HEPE, 15-HEPE, prostaglandin E3, and 19(20)-epoxy docosapentaenoic acid) and higher levels of some omega-6 metabolites (P < 0.02) including 15-keto prostaglandin E2 and linoleoylglycerol. Collectively, the results reveal broad evidence for long-term hypoxia-induced metabolic reprogramming and phenotypic transformations in the pulmonary arteries of fetal sheep, conditions that likely contribute to the development of persistent pulmonary hypertension.

Exploring the Social Drivers of Health During a Pandemic: Leveraging Knowledge Graphs and Population Trends in COVID-19.

Social determinants of health (SDoH) are the factors which lie outside of the traditional health system, such as employment or access to nutritious foods, that influence health outcomes. Some efforts have focused on identifying vulnerable populations during the COVID-19 pandemic, however, both the short- and long-term social impacts of the pandemic on individuals and populations are not well understood. This paper presents a pipeline to discover health outcomes and related social factors based on trending SDoH at population-level using Google Trends. A knowledge graph was built from a corpus of research literature (PubMed) and the social determinants that trended high at the start of the pandemic were examined. This paper reports on related social and health concepts which may be impacted by the COVID-19 outbreak and may be important to monitor as the pandemic evolves. The proposed pipeline should have wider applicability in surfacing related social or clinical characteristics of interest, outbreak surveillance, or to mine relations between social and health concepts that can, in turn, help inform and support citizen-centred services.

Discovering New Social Determinants of Health Concepts from Unstructured Data: Framework and Evaluation.

Social determinants of health (SDoH) are the complex set of circumstances in which individuals are born, or with which they live, that impact their health. Integrating SDoH into practice requires that information systems are able to identify SDoH-related concepts from charts and case notes through vocabularies or terminologies. Despite significant standardisation efforts across healthcare domains, SDoH coverage remains sparse in existing terminologies due to the broad spectrum of this domain, ranging from family relations, risk factors, to social programs and benefits, which are not consistently captured across administrative and clinical settings. This paper presents a framework to mine, evaluate and recommend new multidisciplinary concepts that relate to or impact the health and well-being of individuals using a word embedding model trained from a large dynamic corpus of unstructured data. Five key SDoH domains were selected and evaluated by domain experts. The concepts resulting from the trained model were matched against well-established meta-thesaurus UMLS and terminology SNOMED-CT and, overall, a significant proportion of concepts from a set of 10,000 candidates were not found (31% and 28% respectively). The results confirm both the gaps in current terminologies and the feasibility and impact of the methods presented in this paper for the incremental discovery and validation of new SDoH concepts together with domain experts. This sustainable approach facilitates the development and refinement of new and existing terminologies and, in turn, it allows systems such as Natural Language Processing (NLP) annotators to leverage SDoH concepts across integrated care settings.