Citations

Abstract Background We sought to evaluate key performance indicators related to an internally developed and deployed artificial intelligence (AI)-augmented kidney stone composition test system for potential improvements in test quality, efficiency, cost-effectiveness, and staff satisfaction. Methods We compared quality, efficiency, staff satisfaction, and financial data from the 6 months after the AI-augmented laboratory test system was deployed (test period) with data from the same 6-month period in the previous year (control period) to determine if AI-augmentation improved key performance indicators of this laboratory test. Results In the 6 months following the deployment (test period) of the AI-augmented kidney stone composition test system, 44 830 kidney stones were analyzed. Of these, 92% of kidney stones were eligible for AI-assisted interpretation. Out of these AI-eligible stones, 45% were able to be auto-released by the AI-augmented test system without human secondary review. Furthermore, the new AI-augmented kidney stone test system resulted in an apparent 40% reduction in incorrect laboratory results. Additionally, the new AI-augmented test system improved laboratory efficiency by 20%, improved staff satisfaction, and reduced the average analysis cost per kidney stone by $0.23. Conclusions The AI-augmented test system improved test quality, efficiency, cost-effectiveness and staff satisfaction related to this kidney stone composition test.

PURPOSE The autosomal dominant cancer predisposition disorders hereditary breast and ovarian cancer (HBOC) and Lynch syndrome (LS) are genetic conditions for which early identification and intervention have a positive effect on the individual and public health. The goals of this study were to determine whether germline genetic screening using exome sequencing could be used to efficiently identify carriers of HBOC and LS. METHODS Participants were recruited from three geographically and racially diverse sites in the United States (Rochester, MN; Phoenix, AZ; Jacksonville, FL). Participants underwent Exome+ sequencing (Helix Inc, San Mateo, CA) and return of results for specific genetic findings: HBOC ( BRCA1 and BRCA1) and LS ( MLH1, MSH2, MSH6, PMS2, and EPCAM). Chart review was performed to collect demographics and personal and family cancer history. RESULTS To date, 44,306 participants have enrolled in Tapestry. Annotation and interpretation of all variants in genes for HBOC and LS resulted in the identification of 550 carriers (prevalence, 1.24%), which included 387 with HBOC (27.2% BRCA1, 42.8% BRCA2) and 163 with LS (12.3% MSH6, 8.8% PMS2, 4.5% MLH1, 3.8% MSH2, and 0.2% EPCAM). More than half of these participants (52.1%) were newly diagnosed carriers with HBOC and LS. In all, 39.2% of HBOC/LS carriers did not satisfy National Comprehensive Cancer Network (NCCN) criteria for genetic evaluation. NCCN criteria were less commonly met in underrepresented minority populations versus self-reported White race (51.5% v 37.5%, P = .028). CONCLUSION Our results emphasize the need for wider utilization of germline genetic sequencing for enhanced screening and detection of individuals who have LS and HBOC cancer predisposition syndromes.

AbstractTixagevimab/cilgavimab (tix/cil) received emergency use authorization in December 2021 for pre‐exposure prophylaxis against COVID‐19 in moderately to severely immunocompromised patients. Our study aimed to describe the incidence of COVID‐19 infection and assess the immunologic risks associated with tix/cil in kidney, pancreas, liver, and heart transplant recipients. Retrospective chart review was completed to provide descriptive analysis. Outcomes data included COVID‐19 infection, severity of COVID‐19 infection, graft function, and rejection. Safety outcomes included cardiovascular (CV) and hypersensitivity events post tix/cil administration. A total of 410 transplant patients were included in the analysis: 20 heart, 92 liver, 243 kidney, 25 simultaneous pancreas/kidney, 23 simultaneous liver/kidney, and seven simultaneous heart/kidney. Twenty‐seven (6.5%) patients tested positive for COVID‐19 via PCR or antigen test post tix/cil. No apparent difference was observed in patients testing positive for COVID‐19 by type of organ transplant (p = .122). Twenty‐five of the 27 patients testing positive for COVID‐19 reported symptomatic infection, only nine of whom were hospitalized. No patients were mechanically ventilated and no deaths due to COVID‐19 occurred. No significant changes in graft function were observed. Clinically significant rejection was diagnosed and treated in four patients. COVID‐19 breakthrough infection rates remained low in immunocompromised solid organ transplant recipients who received tix/cil. No significant immunologic risks were observed.

376 Background: Germline genetic testing (GGT) is becoming increasingly important in the management of genitourinary (GU) malignancies as novel targeted drug therapies emerge. Selection for genetic studies and testing has historically been highly selective and based on pathologic characteristics, family history, and age of diagnosis. The aim of our study was to investigate the prevalence of pathogenic variants (PGVs) in inherited cancer susceptibility genes utilizing a universal testing approach and to characterize the rate of PGVs that would have been missed based on current NCCN guidelines. Methods: A multisite single-institutional prospective study (INTERCEPT) offered GGT to all patients with new or active diagnoses of GU malignancies (bladder, prostate, and renal cancers) from April 1, 2018 to March 31, 2020 at Mayo Clinic Arizona, Mayo Clinic Florida and Mayo Clinic Rochester. Participants were offered GGT with a panel of >80 genes through Invitae Corp. Demographic, tumor characteristics and genetic results were evaluated. PGVs were classified as high-, intermediate-, or low- penetrance variants based on published literature. Respective NCCN GU GGT guidelines were used to determine if the PGVs discovered using our universal testing approach would have been missed with guideline-directed GGT. Results: A total of 3095 pan-cancer patients were enrolled in the study; 601 of which had a GU malignancy including: prostate cancer (358 patients), renal cancer (137), and bladder cancer (106). The mean age of enrollment was 66.8 years (SD 9.1), 89% were male, and 85.9% of patients were Non-Hispanic white. PGVs were identified in 82 of all GU patients (13.6%) and variants of undetermined significance (VUS) in 289 (48.1%) patients. PGV prevalence breakdown by cancer type was: 13.7% of prostate, 13.1% renal, and 14.2% bladder cancer patients. The proportion of high penetrance PGVs varied by malignancy type. Of all patients, 326 (54.2%) had advanced (stage III/IV) disease and 377 (64.4%) of these were metastatic upon initial evaluation. The majority of all PGVs identified were incremental, defined as PGVs that would not have been identified based on guideline-concordant GGT: 100% (15/15 patients) with bladder, 77.8% (14/18) with renal, and 57.1% (28/49) with prostate cancer. Conclusions: Universal GGT for prostate, renal and bladder cancer revealed that over 1 in 10 patients harbored potentially actionable PGVs, most of which would not have been identified with guidelines-based GGT. Utilization of GGT can impact our understanding of GU cancer pathogenesis, aid in familial cascade testing, and influence treatment decisions.

AbstractBackgroundPatients in the intensive care unit (ICU) often experience extended periods of immobility. Following hospital discharge, many face impaired mobility and never return to their baseline function. Although the benefits of physical and occupational rehabilitation are well established in non‐ICU patients, a paucity of work describes effective practices to alleviate ICU‐related declines in mobility.ObjectiveTo assess how rehabilitation with physical and occupational therapy (PT‐OT) during ICU stays affects patients' mobility, self‐care, and length of hospital stay.DesignRetrospective cohort study.SettingInpatient ICU.ParticipantsA total of 6628 adult patients who received physical rehabilitation across multiple sites (Arizona, Florida, Minnesota, and Wisconsin) of a single institution between January 2018 and December 2021.InterventionsNot applicable.Main Outcome MeasuresDescriptive statistics, linear regression models, and gradient boosting machine methods were used to determine the relationship between the amount of PT‐OT received and outcomes of hospital length of stay (LOS), Activity Measure for Post‐Acute Care Daily Activity and Basic Mobility scores.ResultsThe 6628 patients who met inclusion criteria received an average (median) of 23 (range: 1‐89) minutes of PT‐OT per day. Regression analyses showed each additional 10 minutes of PT‐OT per day was associated with a 1.0% (95% confidence interval [CI]: 0.41–1.66, p < .001) higher final Basic Mobility score, a 1.8% (95% CI: 1.30%–2.34%, p < .001) higher final Daily Activity score, and a 1.2‐day (95% CI: −1.28 to −1.09, p < .001) lower hospital LOS. One‐dimensional partial dependence plots revealed an exponential decrease in predicted LOS as minutes of PT‐OT received increased.ConclusionHigher rehabilitation minutes provided to patients in the ICU may reduce the LOS and improve patients' functional outcomes at discharge. The benefits of rehabilitation increased with increasing amounts of time of therapy received.

Background: There is a paucity of evidence to inform the value of pharmacogenomic (PGx) results in patients after kidney transplant and how these results differ between Indigenous Americans and Whites. This study aims to identify the frequency of recommended medication changes based on PGx results and compare the pharmacogenomic (PGx) results and patients’ perceptions of the findings between a cohort of Indigenous American and White kidney transplant recipients. Methods: Thirty-one Indigenous Americans and fifty White kidney transplant recipients were studied prospectively. Genetic variants were identified using the OneOme RightMed PGx test of 27 genes. PGx pharmacist generated a report of the genetic variation and recommended changes. Pre- and post-qualitative patient surveys were obtained. Results: White and Indigenous American subjects had a similar mean number of medications at the time of PGx testing (mean 13 (SD 4.5)). In the entire cohort, 53% received beta blockers, 30% received antidepressants, 16% anticoagulation, 47% pain medication, and 25% statin therapy. Drug–gene interactions that warranted a clinical action were present in 21.5% of patients. In 12.7%, monitoring was recommended. Compared to the Whites, the Indigenous American patients had more normal CYP2C19 (p = 0.012) and CYP2D6 (p = 0.012) activities. The Indigenous American patients had more normal CYP4F2 (p = 0.004) and lower VKORC (p = 0.041) activities, phenotypes for warfarin drug dosing, and efficacy compared to the Whites. SLC6A4, which affects antidepressant metabolism, showed statistical differences between the two cohorts (p = 0.017); specifically, SLC6A4 had reduced expression in 45% of the Indigenous American patients compared to 20% of the White patients. There was no significant difference in patient perception before and after PGx. Conclusions: Kidney transplant recipients had several drug–gene interactions that were clinically actionable; over one-third of patients were likely to benefit from changes in medications or drug doses based on the PGx results. The Indigenous American patients differed in the expression of drug-metabolizing enzymes and drug transporters from the White patients.

e22537 Background: Germline and tumor next-generation sequencing (NGS) are complementary tests whose benefit in capturing patients (pts) potentially eligible for precision therapies is maximized when the tests are paired, as qualifying pathogenic variants (PVs) are missed if either test was done in isolation (Lincoln et al. 2020). Germline NGS has the additional benefit of informing prevention through surveillance and cascade testing. We highlight the benefits of a universal approach to concurrent testing in a subset of the previously reported cohort of pan-cancer pts who underwent universal germline NGS (Samadder et al. 2020). Methods: Unselected pts with solid tumors underwent an 80+ gene germline panel and 315+ gene tumor panel. Variants in genes unique to the germline or tumor panels, including microsatellite instability (MSI) and tumor mutation burden (TMB), were also evaluated. Results: 104 pts [81.7% White, non-Hispanic, 71.2% male] with 23 cancer types [28% colorectal, 13% lung, 11% prostate, 49% other] were included. Five (5%) pts had no actionable tumor alterations or germline variants identified (Table). 18 pts (17%) had 19 pathogenic germline variants (PGVs) identified, 11 (58%) of which were detected on tumor NGS (Table). 92 pts had >1 tumor alteration identified, of which 12% were confirmed as PGVs (Table). Notably, tumor NGS revealed 81 pts (78%) pts with biomarkers that would could not have been identified with germline testing alone, such as variants in genes not on germline panel (80) or MSI-high (4), or TMB-high (21) status of the tumor. Conclusions: Germline and tumor NGS are complementary tests that often detect different actionable alterations. There is value in confirming both the presence and absence of somatic variants in the germline in order to make appropriate clinical recommendations for the patient and their family members. [Table: see text]