Retrospective Analysis Of Real-world Data Research Articles

Rapid Metabolism Underlying Subtherapeutic Serum Levels of Atypical Antipsychotics Preceding Clozapine Treatment: A Retrospective Analysis of Real-World Data.

Adequate antipsychotic treatment intensity is required before diagnosing resistant schizophrenia and initiating clozapine treatment. We aimed to investigate potential rapid drug metabolism underlying low dose-adjusted serum concentration (CD) of non-clozapine atypical antipsychotics preceding clozapine treatment. Patients using non-clozapine, atypical antipsychotics (aripiprazole, risperidone, olanzapine, or quetiapine) within 1 year before starting clozapine were included in this study from a therapeutic drug monitoring service in Oslo, Norway, between 2005 and 2023. Patients were assigned into low CD (LCD) and normal CD (NCD) subgroups. Using a reference sample with 147,964 antipsychotic measurements, LCD was defined as CDs below the 25th percentile, while patients with NCD exhibited CDs between the 25th and 75th percentile of the respective reference measurements. Metabolic ratios, doses, and frequency of subtherapeutic levels of non-clozapine antipsychotics were compared between LCD and NCD groups. Preceding clozapine treatment, 110 out of 272 included patients (40.4%) were identified with LCD. Compared with the NCD group, LCD patients exhibited higher metabolic ratios of olanzapine (1.5-fold; p < 0.001), quetiapine (3.0-fold; p < 0.001), and risperidone (6.0-fold; p < 0.001). Metabolic ratio differences were independent of smoking and CYP2D6 genotype for olanzapine (p = 0.008) and risperidone (p = 0.016), respectively. Despite higher doses of olanzapine (1.25-fold; p = 0.054) and quetiapine (1.6-fold; p = 0.001) in LCD versus NCD patients, faster metabolism among the former was accompanied by higher frequencies of subtherapeutic levels of olanzapine (3.3-fold; p = 0.044) and quetiapine (1.8-fold; p = 0.005). LCD and associated rapid metabolism of non-clozapine antipsychotics is frequent before starting clozapine treatment. For olanzapine and quetiapine, this is associated with significantly increased risk of having subtherapeutic concentrations.

Papillary Renal Cell Carcinoma: Outcomes for Patients Receiving First-line Immune-based Combinations or Tyrosine Kinase Inhibitors from the ARON-1 Study

Background and objectivePapillary renal cell carcinoma (pRCC) is the most frequent histological subtype of non-clear cell RCC (nccRCC). Owing to the heterogeneity of nccRCC, patients are often excluded from large phase 3 trials focused on clear cell RCC, so treatment options for nccRCC remain limited. Our aim was to investigate the efficacy of first-line treatment with tyrosine kinase inhibitors (TKIs) or immuno-oncology (IO)-based combinations in patients with pRCC. MethodsWe performed a multicenter retrospective analysis of real-world data collected for patients with advanced pRCC treated in 40 centers in 12 countries as part of the ARON-1 project (NCT05287464). The primary endpoints were overall survival (OS), progression-free survival (PFS), the overall response rate (ORR), and time to second progression (PFS2). OS, PFS, and PFS2 were estimated using the Kaplan-Meier method and results were compared between the treatment groups using a log-rank test. Univariate and multivariable analyses were carried out using Cox proportional-hazard models. Key findings and limitationsWe included 200 patients with metastatic pRCC, of whom 73 were treated with IO-based combinations and 127 with TKIs. Median OS was 22.5 mo in the TKI group 28.8 mo in the IO group (p = 0.081). Median PFS was 6.4 mo in the TKI group and 17.4 mo in the IO group (p < 0.001). The ORR was higher in the IO group than in the TKI group (41% vs 27%; p = 0.037). Conclusions and clinical implicationsOur results show that IO-based combinations have superior efficacy outcomes to TKIs for first-line treatment of metastatic pRCC. Patient summaryThe ARON-1 project collects clinical data for patients with kidney cancer treated in multiple centers worldwide to assess outcomes in the real-world setting. We analyzed data for patients with metastatic kidney cancer of a specific subtype to evaluate the efficacy of different first-line treatments. Patients treated with immune-based combinations had better outcomes than patients treated with tyrosine kinase inhibitors.

Sex differences in the obstructive sleep apnea patient journey: retrospective analysis of real-world data

Sex differences in the obstructive sleep apnea patient journey: retrospective analysis of real-world data

Digital health program improves quality of life in rheumatoid arthritis: a retrospective analysis of real-world data.

Sidekick Health launched a 16-week digital support programme for people with rheumatoid arthritis in 2021. The objective of this retrospective analysis was to understand whether quality of life (QoL; sleep quality, energy and stress levels) improved for users engaged with the programme in a real-world setting. This analysis included 635 users who engaged with the programme after the first week, out of 1541 who enrolled. Users self-reported QoL up to four times per week on their phones. Survival bias was investigated by comparing pre-post QoL scores of the full analysis set (all users) and the complete case set (programme completers). Users were divided into highly-engaged and less-engaged groups based on the weekly average number of in-app activities by iterative K-means clustering. Mixed models for repeated measures were used to estimate changes in QoL for highly-versus less-engaged groups. Both the full analysis set and the complete case set had significant pre-post improvements in energy and stress; this suggested that survival bias did not have a substantial effect on these real-world data. Both the highly- and less-engaged groups experienced significant longitudinal improvements in all QoL outcomes. Highly-engaged users achieved better scores in energy, stress, and sleep than less-engaged users. Moreover, a significant time-group interaction for sleep showed that highly-engaged users not only had better sleep scores, but also experienced larger improvements over time than less-engaged users. These findings demonstrate that a 16-week digital support programme improves self-reported QoL measures, supporting the 2021 EULAR recommendations to incorporate digital healthcare into routine practice. Noteworthy is the study's relevance in the context of the increasing importance of patient empowerment in managing chronic diseases.

What have we learned from the real-world efficacy of FFA in DS and LGS? A post-marketing study in clinical practice

ObjectiveTo evaluate the effectiveness and tolerability of fenfluramine (FFA) in routine clinical practice treating real-world populations with Dravet syndrome (DS) and Lennox-Gastaut syndrome (LGS). MethodsThis was a retrospective analysis of patients with DS or LGS who initiated FFA treatment from 2018 to 2022 at a single center. Patient demographics, medical history, seizure characteristics, and treatment outcomes were collected from electronic medical records. Duration of FFA treatment, dosage regimens, seizure frequency, seizure severity, improvements in cognitive, social, and motor outcomes, and adverse events were extracted and analyzed. Effectiveness was assessed using ≥50 % sustained reduction in monthly seizure frequency vs baseline for ≥2 consecutive months at 12 months; seizure freedom was a secondary measure. ResultsSeizure frequency data was available for 56 of 68 patients included in the study. At 12 months, 50 patients (89.3 %) remained on FFA treatment; 58 % of these patients achieved a ≥50 % sustained response and 10 % experienced seizure freedom. Cognitive, motor, and social improvement were noted in 70.7 %, 36.2 %, and 27.6 % of patients, respectively. The total number of concomitant antiseizure medications was reduced by ≥1 in 29.4 % of patients. No differences were found between DS and LGS patients in these outcomes; age at start of FFA and age at the 12-month timepoint did not have an effect.At least one AE was experienced by 59.7% of patients; in 86.5% of the cases, AEs were plausibly related to treatment. While 70.3% of AEs were self-resolving and 81.8% of the remaining patients experienced mild AEs, 1 patient experienced a serious AE unrelated to FFA which resulted in the patient’s death. There were no cases of pulmonary arterial hypertension or ventricular heart disease. SignificanceThe effectiveness and tolerability of FFA treatment in patients with DS or LGS in this retrospective analysis of real-world data were consistent with those seen in randomized clinical trials.

Third-line treatment patterns in HER2-positive metastatic breast cancer: a retrospective analysis of real-world data in Canada.

There is an increasing demand for real-world data pertaining to the usage of cancer treatments, especially in settings where no standard treatment is specifically recommended. This study presents the first real-world analysis of third-line treatment patterns in HER2-positive metastatic breast cancer (mBC) patients in Canada. The purpose was to assess evolution of clinical practice and identify unmet needs in post-second-line therapy. Retrospective data from medical records of 66 patients who received third-line treatment before 31st October 2018, and data from 56 patients who received third-line treatment after this date, extracted from the Personalize My Treatment (PMT) cancer patient registry, were analyzed. In the first cohort, the study revealed heterogeneity in the third-line setting, with trastuzumab, lapatinib, and T-DM1 being the main treatment options. Even though data were collected before the wide availability of tucatinib, neratinib and trastuzumab deruxtecan in Canada, the PMT cohort revealed the emergence of new therapeutic combinations and a shift from lapatinib usage to T-DM1 choice was observed. These findings underscore the evolving nature of third-line treatment strategies in Canada, a facet that is intrinsically tied to the availability of new drugs. The absence of a consensus on post-second-line treatment highlights the pressing need for more efficient therapeutic alternatives beyond the currently available options. This study not only offers valuable insights into the present landscape of third-line treatment in Canada but validates the significance and effectiveness of the PMT registry as a tool for generating pan-Canadian real-world evidence in oncology and its capacity to provide information on evolution of therapeutic practices.

Ethnic Diversity in Presentation of Waldenström Macroglobulinaemia and IgM Mgcs in the United Kingdom- a Real-World Data Analysis

Introduction: Waldenström Macroglobulinaemia (WM) is a low-grade B-cell lymphoma characterised by lymphoplasmacytic marrow infiltration with a circulating IgM protein with an incidence of approximately 0.55 cases per 100,000 in the United Kingdom (UK). WM may be asymptomatic, symptomatic and/or associated with IgM-related entities (monoclonal gammopathies) of clinical significance (MGCS). A central aim of the WMUK Charity and Clinical Forum is to systematically upload demographic, clinical data and treatment outcomes from a significant proportion of the UK's WM population. Such data provide important insights on the epidemiology and clinical features of this distinct uncommon disorder. Clinical correlates with ethnicity are important but sparsely characterised. This analysis focusses on baseline demographics and outcomes across different ethnic groups in the UK. Methods: We retrospectively reviewed data from the Rory Morrison WMUK Registry, collating descriptive data of WM, non-IgM lymphoplasmacytic lymphoma and IgM MGCS from 24 centres across the UK, diagnosed between June 1978 and June 2023. Research ethics approval was obtained. Baseline characteristics were compared using χ 2 or Fisher's exact tests (categorical variables) or Wilcoxon Mann-Whitney/Kruskal-Wallis tests (continuous variables). Differences were considered significant at p-values &amp;lt;0.05. Statistical analyses were performed using STATA v17.0 (StataCorp, Texas, USA). Results: 1073 patients with documented self-reported ethnicity and a diagnosis of WM (n=985), non-IgM LPL (n=32) or IgM MGCS (n=88) were included. Those with asymptomatic IgM MGUS were excluded. Of 982 with a diagnosis of WM, 12% (114/985) had concurrent MGCS. Across the entire cohort, IgM MGCS comprised peripheral neuropathy including anti-MAG neuropathy (n=114), cold agglutinin disease/syndrome (n=43), AL amyloidosis (n=20), mixed autoimmune haemolytic anaemia (n=13), cryoglobulinaemia (n=8), Schnitzler syndrome (n=8) and C1 esterase deficiency (n=2). Non-IgM LPL had similar baseline characteristics to WM although a trend towards a lower presenting M-protein (7g/l vs 18g/l, p=0.07). Ethnicity was categorised in accordance with the UK National Census (ethnicity-facts-figures.service.gov.uk). The majority was white (90%; 968/1073: English/Welsh/Scottish/Irish) including 35 patients identified as ‘other’ white. The remaining 105 (10%) were from the following ethnic groups (collectively ‘ethnic minorities’, EM): 54 Asian (22 Indian, 4 Pakistani, 1 Bangladeshi, 7 Chinese, 20 other), 19 Black (5 African, 11 Caribbean, 3 other), 6 Mixed/multiple, 26 Other ethnic group. EM presented at a younger age compared to the white cohort (60 vs 65 years, p&amp;lt;0.001) with a lower presenting M-protein at WM diagnosis (11g/l vs 18g/l, p=0.028). A similar proportion of patients had IgM MGCS in white vs EM cohorts (11% vs 8%, p=0.69). In those with IgM MGCS alone, presenting M-protein was similar across both ethnic categories (5g/l vs 3g/l, p=0.36). MYD88 L265P mutation was assessed in 387 WM patients (36%), of which MYD88 L265P was identified in 88% (322/364) and CXCR4 mutation tested in 91 patients and mutated in 29% (26/91). MYD88-mutated WM was observed less frequently in the EM versus white cohorts (79% vs 90%, p=0.05). A similar proportion presented with symptomatic WM across ethnic groups (56% vs 53%, p=0.56). In those with WM diagnosed since 2010 (n=956), median follow up was 8 years (95% CI 7-8), median overall survival was not reached. International Prognostic Scoring System for WM (IPSSWM) was predictive of overall survival. Overall survival estimates did not differ when comparing ethnic groups. Conclusions: Analysis of the national registry for WM shows that ethnic minorities comprise 10% of WM/IgM MGCS, present with WM at a younger age, a lower M-protein and with a higher proportion of MYD88-wild type cases which may suggest different disease biology. There was no difference in overall survival in our cohort. Limitations include the retrospective analysis of real-world data and incomplete documentation of baseline data. Further analysis of molecular signatures across ethnicities, treatment and outcome is warranted and ongoing.

Burden of myelosuppression in extensive-stage small-cell lung cancer patients receiving chemotherapy: Retrospective analysis of real-world data from Tennessee Oncology.

364 Background: Myelosuppression is common in patients with extensive-stage small-cell lung cancer (ES-SCLC) receiving chemotherapy and poses a high burden for patients and oncology practices. This study described burden of myelosuppression among patients with ES-SCLC treated with chemotherapy using data from Tennessee Oncology, one of the largest community-based cancer care specialists in US, providing cancer care at over thirty locations. Methods: Data from Dec 2019 to Feb 2023 were collected from structured electronic medical records supplemented by chart review. Adult patients with ES-SCLC initiating chemotherapy (with or without immunotherapy) during Jan 2020 to Jun 2022 were identified. The baseline period was 30 days before index (chemotherapy initiation date) and the follow-up period was from index date through end of data availability or date of death, whichever was the earliest. Outcomes included prevalence of grade ≥3 myelosuppression, cytopenia-related healthcare utilization, and all-cause healthcare resource utilization (HRU). This analysis focused on patients without use of multilineage myeloprotection therapy. Results: The analysis included152 patients. Mean ± standard deviation (SD) age at index was 66.7 ± 9.5 years and 50% were male. Most patients were white (89.5%), with 0 or 1 Eastern Cooperative Oncology Group score (73.7%) and had a first-line ES-SCLC treatment of carboplatin, etoposide, and atezolizumab (85.5%). Grade ≥3 myelosuppression during baseline was minimal (&lt;1%). Patients were followed for an average of 10.2 ± 7.0 months. Grade ≥3 myelosuppression was common during follow-up (≥1 lineage: 63.8%; ≥2 lineages: 32.2%; 3 lineages: 10.5%) (Table). Cytopenia-related healthcare utilization included granulocyte colony-stimulating factor use (76.3%), intravenous hydration (61.8%), red blood cell transfusion (30.3%), and erythropoiesis-stimulating agents (18.4%), iron infusion (8.6%), and platelet transfusions (7.2%). All-cause HRU included 57.9% with ≥1 inpatient admission (length of stay: 8.4 ± 7.3 days; per patient 0.8 ± 0.9 admissions) and 67.8% with ≥1 emergency room visit (per patient 1.1 ± 1.2 visits). Conclusions: There is high patient burden associated with traditional management of myelosuppression in patients with ES-SCLC in a community oncology practice, indicating an unmet need in this population.[Table: see text]

Exploring hematic crasis variations in cancer patients following SARS-CoV-2 vaccination: a real-practice study

SARS-CoV-2 vaccination is strongly recommended, particularly for fragile patients such as those undergoing active oncological treatments. It is crucial to conduct post-marketing surveillance in this patient population. In our study, we conducted a retrospective analysis of real-world data, including 136 patients who received SARS-CoV-2 vaccines and were undergoing anticancer treatments between March 1st and June 30th, 2021. All patients received mRNA vaccines, namely Pfizer-BioNTech’s COMIRNATY (BNT162b2 mRNA) and Moderna’s mRNA-1273 COVID-19 vaccines. We collected blood samples from the patients one week to 10 days before and after vaccine administration to assess full blood count with white cell differentials. Additionally, we monitored serology titers to detect any previous SARS-CoV-2 infection before hospital admission and tracked changes over time. Our findings revealed a significant occurrence of leukopenia following both the first and second vaccine doses among patients receiving chemotherapy and chemo-immunotherapy. Importantly, this effect was independent of demographic factors such as sex, age, and Body Mass Index. In the chemo-immunotherapy treated group, we observed that concomitant immune-mediated diseases were significantly associated with leukopenia following the second vaccine dose. Notably, in healthy subjects, transient neutropenia was recognized as an adverse event following vaccination. The observed lymphocytopenia during SARS-CoV-2 infection, combined with the impact on leukocyte counts observed in our study, underscores the need for larger post-marketing surveillance studies. Despite a treatment delay occurring in 6.6% of patients, the administration of mRNA vaccines did not have a significant impact on the treatment schedule in our series. These findings from a real-world setting provide valuable insights and suggest avenues for further prospective studies to explore potential complex interactions specific to this patient population.

Reply to Singh, G.D. Comment on "Dao et al. Retrospective Analysis of Real-World Data for the Treatment of Obstructive Sleep Apnea with Slow Maxillary Expansion Using a Unique Expansion Dental Appliance (DNA). Pathophysiology 2023, 30, 199-208".

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Retrospective analysis of real-world data to evaluate actionability of a comprehensive molecular profiling panel in solid tumor tissue samples (REALM study).

Considering the growing interest in matched cancer treatment, our aim was to evaluate the ability of a comprehensive genomic profiling (CGP) assay to propose at least one targeted therapy given an identified genomic alteration or signature (actionability), and to collect the treatment modifications based on the CGP test results in clinical practise for solid tumors. This retrospective, multicentre French study was conducted among 25 centres that participated in a free of charge program between 2017 and 2019 for a tissue CGP test. Data were collected on the patient, disease, tumor genomic profile, treatment suggested in the report (related to the genomic profile results) and subsequent therapeutic decisions according to the physician's declaration. Among the 416 patients, most had lung cancer (35.6%), followed by biliary tract cancer (11.5%) or rare cancers (11.1%); 75% had a metastatic disease. The actionability was 75.0% (95% CI [70.6%-78.9%]) for all patients, 85.1% and 78.4%, respectively in lung cancer and metastatic patients. After exclusion of clinical trial suggestions, the actionability decreased to 62.3% (95% CI [57.5%-66.8%]). Treatment modification based on the test results was observed in 17.3% of the patients and was more frequent in metastatic disease (OR = 2.73, 95% CI [1.31-5.71], p = 0.007). The main reasons for no treatment modification were poor general condition (33.2%) and stable disease or remission (30.2%). The genomic-directed treatment changes were performed mostly during the first six months after the CGP test, and interestingly a substantial part was observed from six to 24 months after the genomic profiling. This French study provides information on the real-life actionability of a CGP test based on tissue samples, and trends to confirm its utility in clinical practice across the course of the disease, in particularly for patients with lung cancer and/or advanced disease.

Antithrombin concentrates may benefit cardiopulmonary bypass patients with suspected heparin resistance: A retrospective analysis of real-world data

BackgroundHeparin resistance is a common complication of surgical patients requiring anticoagulation, such as those undergoing cardiopulmonary bypass (CPB). Treatments to address heparin resistance include supplementation of antithrombin (AT) or fresh frozen plasma (FFP). This retrospective database analysis compared key outcomes in suspected heparin-resistant patients undergoing CPB treated with AT or FFP. MethodsDe-identified United States electronic health records (Cerner Health Facts®) were queried. International Classification of Diseases (ICD-9/10) codes were used to determine CPB procedures and FFP administration. AT administration was identified using medication data, while a combination of lab and medication data examining activated clotting times detected heparin resistance in FFP patients. Adult inpatients (≥18 years old) seen between 2001 and 2018 were included. Differences in mortality, intensive care unit (ICU) length of stay (LOS), and hospital-free days (using a 30-day post-discharge period) were assessed with univariate models as well as adjusted logistic regression models controlling for patient characteristics and Charlson Comorbidity Index (CCI) scores. ResultsOf the 502 patients identified, 247 received AT and 255 received FFP. The FFP cohort was associated with a higher CCI compared to the AT cohort (3.3 ± 2.4 vs. 2.3 ± 2.0, P < .001). The AT cohort was associated with a 71% (Odds Ratio [OR]: 0.29, 95% Confidence Interval [CI]: P = .003) and 66% (OR: 0.34, 95% CI: P = .01) reduction in mortality when compared to FFP using univariate and adjusted logistic regression models, respectively. Similarly, use of AT also showed a 22% shorter ICU LOS (P = .02) and 10% more hospital-free days in the 30 days following discharge (P = .004) according to the univariate models, though statistical significance was absent within adjusted models in both ICU LOS (P = .08) and hospital-free days (P = .53). ConclusionsCompared to FFP, AT use suggests a reduction in the odds of mortality in suspected heparin-resistant patients undergoing CPB, though larger prospective studies are necessary to elucidate potential differences in hospital-free days or ICU LOS across treatment modalities.

Compromised Outcomes in Stage IV Non-Small-Cell Lung Cancer With Actionable Mutations Initially Treated Without Tyrosine Kinase Inhibitors: A Retrospective Analysis of Real-World Data.

Identification and targeting of actionable oncogenic drivers (AODs) in advanced non-small-cell lung cancer (NSCLC) has dramatically improved outcomes. However, genomic testing uptake is variable and hampered by factors including slow turnaround time, frequently resulting in initial non-tyrosine kinase inhibitor (TKI) treatment. We investigate how this behavior affects outcomes. This retrospective analysis of real-world, deidentified data from the Integra Connect Database included adults with stage IV NSCLC newly diagnosed from January 1, 2018, to December 31, 2020, with mutations of EGFR, ALK, ROS1, BRAF, MET, RET, ERBB2, or NTRK. Outcomes were reported as time to next treatment or death (TTNT) and overall survival (OS). Five hundred ten patients harboring AODs were identified and grouped as follows: group A (n = 379) were treated after the AOD was reported and served as the comparator. One hundred thirty-one patients treated before their AOD report were divided into group B (n = 47) who were initially started on chemotherapy and/or checkpoint inhibitor but switched to appropriate TKI within 35 days and group C (n = 84) who were also started empirically on non-TKI and did not switch within 35 days. Survival (OS) was significantly superior in group A compared with group C; TTNT was significantly superior in group A compared with groups B and C. For patients harboring AODs in advanced NSCLC, initial treatment before receipt of genomic test results yields significantly inferior outcomes and should be avoided. Molecular profiling panels with rapid turnaround times are essential to optimize patient outcomes and should be standard of care.

Metabolic Syndrome and Its Components Have a Different Presentation and Impact as Cardiovascular Risk Factors in Psoriatic and Rheumatoid Arthritis.

Patients with chronic inflammatory arthritis have a higher cardiovascular (CV) risk than the general population. Traditional CV risk factors are clearly implicated, while the impact of metabolic syndrome (MetS) is less defined. The aim of this study was to compare MetS prevalence and impact on the CV risk in psoriatic arthritis (PsA) versus rheumatoid arthritis (RA). A retrospective analysis of real-world data of PsA and RA patients referred to a rheumatology clinic was conducted. The following data were extracted and compared: demographic data; clinical data; presence of traditional CV risk factors and MetS. Univariate and multivariate models were used to compare the impact of MetS and its components in patients with PsA versus RA. Overall, 170 patients were included (PsA: 78; RA; 92). The two groups differed significantly in mean age, disease duration, and presence of MetS, while other variables were comparable. Univariate and multivariate analysis identified distinct predictors of MetS in PsA (hypertension) and RA (dyslipidemia). The history of CV events was similar in the two groups. Predictors of CV events were MetS and most of its components in PsA, while dyslipidemia was the strongest predictor in RA. These associations were stronger in PsA than in RA. In conclusion, the impact of MetS and its components is different in PsA and RA. The association of these risk factors with CV events is stronger in PsA than in RA. This suggests the implication of different mechanisms, which may require distinct strategies for the prevention of CV events in PsA and RA.

Identifying factors associated with user retention and outcomes of a digital intervention for substance use disorder: a retrospective analysis of real-world data.

Successful delivery of digital health interventions is affected by multiple real-world factors. These factors may be identified in routinely collected, ecologically valid data from these interventions. We propose ideas for exploring these data, focusing on interventions targeting complex, comorbid conditions. This study retrospectively explores pre-post data collected between 2016 and 2019 from users of digital cognitive behavioral therapy (CBT)-containing psychoeducation and practical exercises-for substance use disorder (SUD) at UK addiction services. To identify factors associated with heterogenous user responses to the technology, we employed multivariable and multivariate regressions and random forest models of user-reported questionnaire data. The dataset contained information from 14 078 individuals of which 12 529 reported complete data at baseline and 2925 did so again after engagement with the CBT. Ninety-three percent screened positive for dependence on 1 of 43 substances at baseline, and 73% screened positive for anxiety or depression. Despite pre-post improvements independent of user sociodemographics, women reported more frequent and persistent symptoms of SUD, anxiety, and depression. Retention-minimum 2 use events recorded-was associated more with deployment environment than user characteristics. Prediction accuracy of post-engagement outcomes was acceptable (Area Under Curve [AUC]: 0.74-0.79), depending non-trivially on user characteristics. Traditionally, performance of digital health interventions is determined in controlled trials. Our analysis showcases multivariate models with which real-world data from these interventions can be explored and sources of user heterogeneity in retention and symptom reduction uncovered. Real-world data from digital health interventions contain information on natural user-technology interactions which could enrich results from controlled trials.

Identification and Management of Thyroid Dysfunction Using At-Home Sample Collection and Telehealth Services: Retrospective Analysis of Real-World Data.

Programs aimed at modernizing thyroid care by pairing at-home sample collection methods with telehealth options may serve an important and emerging role in thyroid care. The primary objective of this analysis was to evaluate telehealth use, demographics, and clinical characteristics of a cohort of consumer-initiated at-home laboratory thyroid test users who were also offered the option of follow-up telehealth consultations. This was a retrospective analysis of real-world data from a deidentified consumer database of home-collected, mail-in thyroid tests used from March to May 2021 (N=8152). The mean age was 38.6 (range 18-85) years, and 86.6% (n=7061) of individuals identified as female. In total, 7% (n=587) of test takers fell into a thyroid dysfunction category (overt hypothyroidism: n=75, 0.9%; subclinical hypothyroidism: n=236, 2.9%; overt hyperthyroidism: n=5, 0.1%; and subclinical hyperthyroidism: n=271, 3.3%). Overall, 12% (n=984) of the overall sample opted into a telehealth consultation, with 91.8% (n=903) receiving a nontreatment telehealth consultation and 8.2% (n=81) receiving a treatment telemedicine consultation. Furthermore, 16% (n=96) of individuals with overt or subclinical thyroid dysfunction engaged in telehealth consultations. The majority of treatment consultations (59.3%, n=48) were conducted with people reporting a history of thyroid issues, with 55.6% (n=45) of people indicating wanting to discuss their current thyroid medication and 48% (n=39) receiving a prescription medication. The combination of at-home sample collection and telehealth is an innovative model for screening thyroid disorders, monitoring thyroid function, and increasing access to care, which can be implemented at a large scale and across a wide range of age groups.

Changes in ambulatory glucose profile in people with type 1 diabetes using an automated insulin delivery system - two year follow-up retrospective analysis of real-world data

The number of available automated insulin delivery (AID) systems is increasing in Austria and people with diabetes (PwD) replace sensor-augmented pump (SAP) therapy more and more frequently. The present study is the two years follow-up of our prior monocentric, retrospective analysis conducted between 2019 and 2021, comparing SAP and open-source AID systems in people with type 1 diabetes. This second-year analysis included 25 PwD and investigated glycemic changes based on ambulatory glucose profiles (AGP). In comparison to the first year, a worsening of mean glucose (125.4 to 135.2 mg/dl, P = 0.038), time in range ((TIR), 84.2 to 77.0%, P = 0.012), time above range ((TAR), 11.6% to 18.5%, P = 0.017) and glycemia risk index ((GRI), 24.8 to 35.0%, P = 0.026) was observed. The reduction of mean glucose and glucose variability with AID in the first year was due to a significant decrease in time in hyperglycemia with resulting higher TIR and lower GRI. In this second-year follow up, TIR and GRI showed a significant deterioration, a familiar phenomenon in diabetology. However, open-source AID systems showed continuous safety, as there was no increase in time below range (TBR) even after two years. Despite the slight deterioration in the glycemic parameters, open-source AID systems were able to demonstrate sufficient glycemic control according to international consensus guidelines while offering the characteristic benefits of a reduced burden of diabetes management. A descriptive comparison of different AID algorithms indicated an improved glycemic control with more advanced features such as basal rate modification, auto bolus function and autotuning.

Retrospective Analysis of Real-World Data for the Treatment of Obstructive Sleep Apnea with Slow Maxillary Expansion Using a Unique Expansion Dental Appliance (DNA).

In addition to mandibular advancement devices, dental expansion appliances are an important clinical approach for achieving an increased intra-oral space that promotes airflow and lessens the frequency or severity of apneic events in patients diagnosed with obstructive sleep apnea (OSA). It has been thought that dental expansion in adults must be preceded by oral surgery; however, in this paper, we examine the results of a new technique for slow maxillary expansion without any surgical procedures. The palatal expansion device, DNA (Daytime-Nighttime Appliance), was reviewed in this retrospective study, particularly regarding its effects on measurements of transpalatal width, airway volume, and apnea-hypopnea indices (AHI) as well as its common modalities and complications. The DNA effectively reduced AHI by 46% (p = 0.00001) and significantly increased both airway volume and transpalatal width (p < 0.00001). After DNA treatment, 80% of patients showed some improvement in AHI scores with 28% of patients having their OSA symptoms completely resolved. Compared to the use of mandibular appliances, this approach is intended to create a sustained improvement in airway management that can reduce or eliminate dependence on continuous positive airway pressure (CPAP) or other OSA treatment devices.

Longitudinal detection of circulating tumor DNA in patients with advanced renal cell carcinoma.

715 Background: Treatment response monitoring is key to effective disease management for patients with advanced (RCC) and can potentially improve clinical outcomes. Circulating tumor DNA (ctDNA) has shown promise as a biomarker in the early identification of treatment response in a variety of tumor types. Herein, we evaluated ctDNA-derived molecular residual disease (MRD) detection and dynamics in both clear cell (ccRCC) and non-clear cell (nccRCC) RCC patients treated with standard of care therapy and provide correlations with clinical outcomes. Methods: This was a multi-center retrospective analysis of real-world data obtained from commercial ctDNA testing (Signatera, Natera, Inc.), 41 patients (142 plasma samples) with high-risk resected or metastatic RCC were analyzed for ctDNA. Clinical data were collected on IMDC risk category, pathologic subtype, tumor stage and grade including the presence of sarcomatoid/rhabdoid features. Progression on radiological imaging was based on RECIST 1.1. criteria. Results: Of the 41 patients, 73% (30/41) had ccRCC and the remaining 27% (11/41) were nccRCC. Immunotherapy was administered as a single agent or in combination with other immune checkpoint inhibitor agents/targeted therapy in 78% (32/41) in either frontline or refractory settings. ctDNA detection at any time point was 70% (29/41) and patients were followed-up for a median of 26.4 weeks (range: 0.9-90.6) from the first ctDNA time point. Fourteen patients (34%) experienced disease progression during follow-up and all had ctDNA detected ahead of radiological progression (100% sensitivity) with a median lead time of 13.6 weeks (range: 1-39.7 weeks). Concordance between clinical outcome and ctDNA status (detected or not detected) was observed in 78% (32/41) of the patients, 12% (5/41) showed discordance, and imaging data is pending for 10% (4/41) at the time of analysis. Conclusions: Collectively, our study demonstrates high concordance between MRD status and subsequent clinical outcomes. MRD had 100% sensitivity for predicting subsequent radiographic progression with significant median lead time. MRD may serve as a valuable tool for monitoring patients on immunotherapy-based regimens for RCC.