A Novel Experimental Approach for the Measurement of Vibration-Induced Changes in the Rheological Properties of Ex Vivo Ovine Brain Tissue.

Increased incidence of traumatic brain injury (TBI) imposes a growing need to understand the pathology of brain trauma. A correlation between the incidence of multiple brain traumas and rates of behavioural and cognitive deficiencies has been identified amongst people that experienced multiple TBI events. Mechanically, repetitive TBIs may affect brain tissue in a similar way to cyclic loading. Hence, the potential susceptibility of brain tissue to mechanical fatigue is of interest. Although temporal changes in ovine brain tissue viscoelasticity and biological fatigue of other tissues such as tendons and arteries have been investigated, no methodology currently exists to cyclically load ex vivo brain tissue. A novel rheology-based approach found a consistent, initial stiffening response of the brain tissue before a notable softening when subjected to a subsequential cyclic rotational shear. History dependence of the mechanical properties of brain tissue indicates susceptibility to mechanical fatigue. Results from this investigation increase understanding of the fatigue properties of brain tissue and could be used to strengthen therapy and prevention of TBI, or computational models of repetitive head injuries.

Climate change can impair bacterial pathogen defences in sablefish via hypoxia-mediated effects on adaptive immunity.

Low-oxygen levels (hypoxia) in aquatic habitats are becoming more common because of global warming and eutrophication. However, the effects on the health/disease status of fishes, the world's largest group of vertebrates, are unclear. Therefore, we assessed how long-term hypoxia affected the immune function of sablefish, an ecologically and economically important North Pacific species, including the response to a formalin-killed Aeromonas salmonicida bacterin. Sablefish were held at normoxia or hypoxia (100% or 40% air saturated seawater, respectively) for 6-16 weeks, while we measured a diverse array of immunological traits. Given that the sablefish is a non-model organism, this involved the development of a species-specific methodological toolbox comprised of qPCR primers for 16 key immune genes, assays for blood antibacterial defences, the assessment of blood immunoglobulin (IgM) levels with ELISA, and flow cytometry and confocal microscopy techniques. We show that innate immune parameters were typically elevated in response to the bacterial antigens, but were not substantially affected by hypoxia. In contrast, hypoxia completely prevented the ∼1.5-fold increase in blood IgM level that was observed under normoxic conditions following bacterin exposure, implying a serious impairment of adaptive immunity. Since the sablefish is naturally hypoxia tolerant, our results demonstrate that climate change-related deoxygenation may be a serious threat to the immune competency of fishes.

Preferential formation of Z-RNA over intercalated motifs in long noncoding RNA.

Secondary structure is a principal determinant of lncRNA function, predominantly regarding scaffold formation and interfaces with target molecules. Noncanonical secondary structures that form in nucleic acids have known roles in regulating gene expression and include G-quadruplexes (G4s), intercalated motifs (iMs), and R-loops (RLs). In this paper, we used the computational tools G4-iM Grinder and QmRLFS-finder to predict the formation of each of these structures throughout the lncRNA transcriptome in comparison to protein-coding transcripts. The importance of the predicted structures in lncRNAs in biological contexts was assessed by combining our results with publicly available lncRNA tissue expression data followed by pathway analysis. The formation of predicted G4 (pG4) and iM (piM) structures in select lncRNA sequences was confirmed in vitro using biophysical experiments under near-physiological conditions. We find that the majority of the tested pG4s form highly stable G4 structures, and identify many previously unreported G4s in biologically important lncRNAs. In contrast, none of the piM sequences are able to form iM structures, consistent with the idea that RNA is unable to form stable iMs. Unexpectedly, these C-rich sequences instead form Z-RNA structures, which have not been previously observed in regions containing cytosine repeats and represent an interesting and underexplored target for protein-RNA interactions. Our results highlight the prevalence and potential structure-associated functions of noncanonical secondary structures in lncRNAs, and show G4 and Z-RNA structure formation in many lncRNA sequences for the first time, furthering the understanding of the structure-function relationship in lncRNAs.

Contraception Use by Title X Clients and Clients of Other Providers, 2015-2019.

INTRODUCTION: Title X clinics provide access to a wide range of contraceptive options for individuals of all income levels and documentation statuses. As Title X continues to face political uncertainties, it is important to provide up-to-date information about its clients' use of contraception. This study used recent nationally representative data to compare contraception received by Title X clients with that received by clients of other providers. METHODS: This article draws on 2015-2017 and 2017-2019 waves of the National Survey of Family Growth. The sample was restricted to 15- to 44-year-old women needing contraception. Logistic regressions estimated associations between receiving services at Title X clinics versus at other providers (including private) and use of a range of contraceptive options, as well as number of months' supply for those using oral contraceptives. RESULTS: In 2015-2017, Title X was associated with using any contraception (adjusted odds ratio [AOR], 4.11; p = .004). In both waves, Title X clients were more likely to use long-acting reversible contraceptives (AOR, 1.78 in 2015-2017 [p = .023] and AOR, 2.59 in 2017-2019 [p = .003]) and hormonal methods other than oral contraceptives (AOR, 2.31 in 2015-2017 [p = .007] and AOR, 3.04 in 2017-2019 [p = .001]). In both waves, Title X clients using oral contraceptives were also more likely than non-Title X clients to receive more than a 3-month supply (AOR, 3.54 in 2015-2017 [p = .008] and AOR, 2.61 in 2017-2019 [p = .043]). Title X was not associated in either wave with use of barrier or time-based methods, such as periodic abstinence or withdrawal. CONCLUSIONS: Patterns of contraceptive use by Title X clients compared with those of clients of other providers indicate that the Title X program has allowed access to a wide range of contraceptive methods. Ongoing research is necessary to see whether these patterns change over time.

Usual Source of Care and Contraceptive Use.

BACKGROUND: A high proportion of people in the United States at risk of unintended pregnancy also have limited primary care access. STUDY DESIGN: We pooled data for analyses from separate 2015-2017 and 2017-2019 waves of the National Survey of Family Growth. Multivariable logistic regression was used to estimate associations between the usual source of health care and self-reported use of a comprehensive range of contraceptive options, as well as alignment between patient preference and the current method. RESULTS: Compared with having a private doctor or Health Maintenance Organization, not having a usual source of care was associated with lower odds of using short-term hormonal methods (OR=0.54, 95% CI: 0.40-0.73, for an 11 percentage point lower rate); higher odds of using time-based methods (OR=1.47, 95% CI: 1.10-1.97, for a 6 percentage point higher rate); and higher odds of preferring a contraceptive method other than the one most recently used (OR=1.39, 95% CI: 1.01-1.90, for a 6 percentage point higher probability). Reliance on an emergency department as a usual source of care was not associated with contraceptive use or satisfaction with the method used. Reliance on urgent care was associated only with higher odds of using time-based methods (OR=1.60, 95% CI: 1.03-2.50, for a 7 percentage point higher rate). Clinic-based usual care was not associated with any differences in contraceptive use but was associated with preferring a contraceptive method other than the one most recently used (OR=1.65, 95% CI: 1.21-2.25, for an 8 percentage point higher probability). CONCLUSIONS: All sources of usual care can improve contraceptive access.

Docetaxel Inhibits Epithelial-Mesenchymal Transition in Human Mammary Cells.

Epithelial-mesenchymal transition (EMT) is a reversible and dynamic biological process in which epithelial cells acquire mesenchymal characteristics including enhanced stemness and migratory ability. EMT can facilitate cancer metastasis and is a known driver of cellular resistance to common chemotherapeutic drugs, such as docetaxel. Current chemotherapeutic practices such as docetaxel treatment can promote EMT and increase the chance of tumor recurrence and resistance, calling for new approaches in cancer treatment. Here we show that prolonged docetaxel treatment at a sub-IC50 concentration inhibits EMT in immortalized human mammary epithelial (HMLE) cells. Using immunofluorescence, flow cytometry, and bulk transcriptomic sequencing to assess EMT progression, we analyzed a range of cellular markers of EMT in docetaxel-treated cells and observed an upregulation of epithelial markers and downregulation of mesenchymal markers in the presence of docetaxel. This finding suggests that docetaxel may have clinical applications not only as a cytotoxic drug but also as an inhibitor of EMT-driven metastasis and multidrug resistance depending on the concentration of its use.

Nonsteroidal anti-inflammatory drug "allergy" labeling is associated with increased postpartum opioid utilization.

BACKGROUND: Current guidelines recommend a stepwise approach to postpartum pain management, beginning with acetaminophen and nonsteroidal anti-inflammatory drugs (NSAIDs), with opioids added only if needed. Report of a prior NSAID-induced adverse drug reaction (ADR) may preclude use of first-line analgesics, despite evidence that many patients with this allergy label may safely tolerate NSAIDs. OBJECTIVE: We assessed the association between reported NSAID ADRs and postpartum opioid utilization. METHODS: We performed a retrospective cohort study of birthing people who delivered within an integrated health system (January 1, 2017, to December 31, 2020). Study outcomes were postpartum inpatient opioid administrations and opioid prescriptions at discharge. Statistical analysis was performed on a propensity score-matched sample, which was generated with the goal of matching to the covariate distributions from individuals with NSAID ADRs. RESULTS: Of 38,927 eligible participants, there were 883 (2.3%) with an NSAID ADR. Among individuals with reported NSAID ADRs, 49.5% received inpatient opioids in the postpartum period, compared to 34.5% of those with no NSAID ADRs (difference = 15.0%, 95% confidence interval 11.4-18.6%). For patients who received postpartum inpatient opioids, those with NSAID ADRs received a higher total cumulative dose between delivery and hospital discharge (median 30.0 vs 22.5 morphine milligram equivalents [MME] for vaginal deliveries; median 104.4 vs 75.0 MME for cesarean deliveries). The overall proportion of patients receiving an opioid prescription at the time of hospital discharge was higher for patients with NSAID ADRs compared to patients with no NSAID ADRs (39.3% vs 27.2%; difference = 12.1%, 95% confidence interval 8.6-15.6%). CONCLUSION: Patients with reported NSAID ADRs had higher postpartum inpatient opioid utilization and more frequently received opioid prescriptions at hospital discharge compared to those without NSAID ADRs, regardless of mode of delivery.

Long-term complications in classic galactosemia are not progressive.

Classic galactosemia (CG) is a potentially lethal genetic disorder that results from profound deficiency of galactose-1-P uridylyltransferase. Despite early detection and life-long dietary restriction of galactose, which is the current standard of care, many patients with CG grow to experience a range of long-term developmental complications that can include difficulties with speech/voice/language, cognitive, motor, and psychosocial outcomes, among other problems. That these complications are common in CG is well-documented, but whether they are also progressive has been a point of controversy for decades. Here, we addressed the question of whether long-term outcomes in CG are progressive by analyzing a robust data set in each of 4 ways. First, we compared cross-sectional Vineland-3 Adaptive Behavior Scales scores for 101 cases and 65 unaffected sibling controls and found no evidence of consistently declining scores with age. Second, we analyzed longitudinal Vineland-3 subdomain scores for 45 cases and 34 controls to see if individual participants demonstrated developmental gains (positive slope) or losses (negative slope) over time. The changes in most growth scale value (GSV) scores, which are not normed, were positive for both cases and controls <10y, and either positive or near zero for participants ≥10y. In contrast, the slopes of most v-Scale scores, which are normed, were negative for many cases <10y, indicating that these children, while gaining milestones, were gaining them at a slower pace than their counterparts in the reference population. Third, we analyzed medical records from 76 cases, assigning ordinal scores for complications and gathering the quantitative results of relevant formal assessments where available. Both cross-sectional and longitudinal analyses of both ordinal and formal assessment scores confirmed that outcomes were mostly stable, albeit with some ups and downs in isolated cases. Finally, we analyzed data collected via custom family-response surveys from 124 cases and 67 controls regarding each participant's perceived symptom severity over time. Among cases, the percentages of respondents reporting worsening symptoms over time for speech, cognitive, motor, and psychosocial outcomes were 0.8%, 6.6%, 5.2%, and 9.8%, respectively. Among controls, the corresponding percentages were 0.0%, 1.5%, 1.5%, and 6.5%, respectively. These results provide compelling evidence that long-term developmental complications are not progressive for a majority of patients with CG.

Elemental Mapping in a Preclinical Animal Model Reveals White Matter Copper Elevation in the Acute Phase of Central Nervous System Trauma.

Understanding the chemical events following trauma to the central nervous system could assist in identifying causative mechanisms and potential interventions to protect neural tissue. Here, we apply a partial optic nerve transection model of injury in rats and use synchrotron X-ray fluorescence microscopy (XFM) to perform elemental mapping of metals (K, Ca, Fe, Cu, Zn) and other related elements (P, S, Cl) in white matter tracts. The partial optic nerve injury model and spatial precision of microscopy allow us to obtain previously unattained resolution in mapping elemental changes in response to a primary injury and subsequent secondary effects. We observed significant elevation of Cu levels at multiple time points following the injury, both at the primary injury site and in neural tissue near the injury site vulnerable to secondary damage, as well as significant changes in Cl, K, P, S, and Ca. Our results suggest widespread metal dyshomeostasis in response to central nervous system trauma and that altered Cu homeostasis may be a specific secondary event in response to white matter injury. The findings highlight metal homeostasis as a potential point of intervention in limiting damage following nervous system injury.

Expectant fathers' health behaviors, infant care intentions, and social-emotional wellbeing in the perinatal period: A latent class analysis and comparison to mothers.

While parental behaviors during the 'first thousand days' are critical for child health, little is known about fathers during this time. We examined prenatal patterns of health behaviors, social-emotional wellbeing, and infant care intentions among expectant fathers, both overall and compared to expectant mothers. Among 227 mother-father dyads enrolling in a randomized controlled trial of a perinatal obesity prevention program in Boston, Massachusetts (July 2020-July 2022), participants independently completed baseline surveys addressing (1) health behaviors, (2) social emotional wellbeing, and (3) infant care intentions. We compared paternal and maternal responses to survey items within each of these domains. Further, we conducted a latent class analysis of paternal responses and examined their associations with sociodemographic characteristics. Compared to expectant mothers, fathers were more likely to report increased body mass index, less fruit intake, decreased sleep, increased physical activity, and no recent primary care visit. Latent class analysis revealed four distinct groups of paternal health behaviors and infant care intentions: (1) more health behaviors with less infant care; (2) less health behaviors with less infant care; (3) less health behaviors with more infant care; and (4) more health behaviors with more infant care. Fathers with increased health behaviors were more likely to have higher education and income. Fathers with decreased health behaviors were more likely to endorse food insecurity, housing insecurity, and social isolation. Our findings identify potential areas for targeting expectant fathers in health promotion initiatives and suggest that social needs may impact the capacity to adopt healthy lifestyle behaviors.

Transient non-coeliac gluten sensitivity (NCGS) with markedly reduced villous height/crypt depth ratio.

There is no confident evidence in the current literature to show or demonstrate that non-coeliac gluten sensitivity (NCGS) exclusively presents with mild or nearly normal duodenal mucosal abnormality. Gluten sensitive patients with negative serology and severe mucosal changes are labelled with the term seronegative coeliac disease (SNCS). There might be at least some overlap between NCGS and SNCD. Transient gluten sensitivity with severe mucosal changes without CD have been previously reported like in our case.

Designing an Alternative, Community Integrated Model of Residential Aged Care for People Living with Dementia: Nominal Group Technique and Thematic Analysis.

BACKGROUND: Small-scale models of dementia care are a potential solution to deinstitutionalize residential aged care and have been associated with improved resident outcomes, including quality of life and reduced hospitalizations for people living with dementia. OBJECTIVE: This study aimed to generate strategies and ideas on how homes for people living with dementia in a village setting within a suburban community, could be designed and function without external boundaries. In particular, how could residents of the village and members of the surrounding community access and engage safely and equitably so that interpersonal connections might be fostered? METHODS: Twenty-one participants provided an idea for discussion at three Nominal Group Technique workshops, including people living with dementia, carers or former carers, academics, researchers, and clinicians. Discussion and ranking of ideas were facilitated in each workshop, and qualitative data were analyzed thematically. RESULTS: All three workshops highlighted the importance of a surrounding community invested in the village; education and dementia awareness training for staff, families, services, and the community; and the necessity for adequately and appropriately trained staff. An appropriate mission, vision, and values of the organization providing care were deemed essential to facilitate an inclusive culture that promotes dignity of risk and meaningful activities. CONCLUSION: These principles can be used to develop an improved model of residential aged care for people living with dementia. In particular, inclusivity, enablement, and dignity of risk are essential principles for residents to live meaningful lives free from stigma in a village without external boundaries.

G4-DNA formation and chromatin remodelling are interdependent in human cells.

DNA G-quadruplexes (G4s) have been identified as important biological targets for transcriptional, translational, and epigenetic regulation. The stabilisation of G4s with small molecule ligands has emerged as a technique to regulate gene expression and as a potential therapeutic approach for human diseases. Here, we demonstrate that ligand stabilisation of G4s causes altered chromatin accessibility dependent on the targeting specificity of the molecule. In particular, stabilisation of a target G4 using the highly specific GTC365 ligand resulted in differential accessibility of 61 genomic regions, while the broad-targeting G4 ligand, GQC-05, stabilised many G4s and induced a global shift towards increased accessibility of gene promoter regions. Interestingly, while we observed distinct effects of each ligand on RNA expression levels and the induction of DNA double-stranded breaks, both ligands modified DNA damage response pathways. Our work represents the dual possibility of G4-stabilising ligands for specific or global chromatin modulation via unique targeting characteristics.

Transitional dynamics from mercury to cyanide-based processing in artisanal and small-scale gold mining: Social, economic, geochemical, and environmental considerations.

Artisanal and small-scale gold mining (ASGM) is the leading global source of anthropogenic mercury (Hg) release to the environment. Top-down mercury reduction efforts have had limited results, but a bottom-up embrace of cyanide (CN) processing could eventually displace mercury amalgamation for gold recovery. However, ASGM transitions to cyanidation nearly always include an overlap phase, with mercury amalgamation then cyanidation being used sequentially. This paper uses a transdisciplinary approach that combines natural and social sciences to develop a holistic picture of why mercury and cyanide converge in gold processing and potential impacts that may be worse than either practice in isolation. We show that socio-economic factors drive the comingling of mercury and cyanide practices in ASGM as much or more so than technical factors. The resultant Hg-CN complexes have been implicated in increasing the mobility of mercury, compared to elemental mercury used in Hg-only processing. To support future inquiry, we identify key knowledge gaps including the role of Hg-CN complexes in mercury oxidation, transport, and fate, and possible links to mercury methylation. The global extent and increase of mercury and cyanide processing in ASGM underscores the importance of further research. The immediacy of the problem also demands interim policy responses while research advances, though ultimately, the well-documented struggles of mercury reduction efforts in ASGM temper optimism about policy responses to the mercury-cyanide transition.

Maternal and perinatal outcomes of prolonged second stage of labour: a historical cohort study of over 51,000 women.

BACKGROUND: Prolonged second stage of labour has been associated with adverse maternal and perinatal outcomes. The maximum length of the second stage from full dilatation to birth of the baby remains controversial. Our aim was to determine whether extending second stage of labour was associated with adverse maternal and perinatal outcomes. METHODS: A retrospective cohort study was conducted using routinely collected hospital data from 51592 births in Aberdeen Maternity Hospital between 2000 and 2016. The hospital followed the local guidance of allowing second stage of labour to extend by an hour compared to national guidelines since 2008 (nulliparous and parous). The increasing duration of second stage of labour was the exposure. Baseline characteristics, maternal and perinatal outcomes were compared between women who had a second stage labour of (a) ≤ 3 h and (b) > 3 h duration for nulliparous women; and (a) ≤ 2 h or (b) > 2 h for parous women. An additional model was run that treated the duration of second stage of labour as a continuous variable (measured in hours). All the adjusted models accounted for: age, BMI, smoking status, deprivation category, induced birth, epidural, oxytocin, gestational age, baby birthweight, mode of birth and parity (only for the final model). RESULTS: Each hourly increase in the second stage of labour was associated with an increased risk of obstetric anal sphincter injury (aOR 1.21 95% CI 1.16,1.25), having an episiotomy (aOR 1.48 95% CI 1.45, 1.52) and postpartum haemorrhage (aOR 1.27 95% CI 1.25, 1.30). The rates of caesarean and forceps delivery also increased when second stage duration increased (aOR 2.60 95% CI 2.50, 2.70, and aOR 2.44 95% CI 2.38, 2.51, respectively.) Overall adverse perinatal outcomes were not found to change significantly with duration of second stage on multivariate analysis. CONCLUSIONS: As the duration of second stage of labour increased each hour, the risk of obstetric anal sphincter injuries, episiotomies and PPH increases significantly. Women were over 2 times more likely to have a forceps or caesarean birth. The association between adverse perinatal outcomes and the duration of second stage of labour was less convincing in this study.

Harnessing Electronic Medical Record Tools to Provide Proceduralist Feedback on Pediatric Endoscopy Quality Metrics.

In 2022, the Pediatric Endoscopy Quality Improvement Network published quality metrics related to pediatric endoscopy. We utilized electronic medical record (EMR) tools to collect pediatric endoscopy quality metrics (PEQM) and to standardize proceduralist feedback. EMR tools were created to capture and display PEQM: (1) an endoscopy documentation template, (2) nursing documentation of events during endoscopy for timed calculations, and (3) a data dashboard. Dashboard metrics provided individualized PEQM feedback relative to group performance and ideals where available. Utilization of the endoscopy documentation tools and data dashboard was measured. Utility was assessed using a survey based on the Technology Adoption Model. Adoption of documentation tools has been nearly universal with positive survey outcomes. Robust dashboard visualization has been demonstrated. Use of EMR documentation tools standardized PEQM collection. Future capture and sharing of common PEQM data across institutions could help determine PEQM benchmarks.

Human Papillomavirus Inpatient Postpartum Vaccination: Clinical Guideline Implementation.

OBJECTIVE: The nine-valent human papillomavirus (9vHPV) vaccine is highly effective at preventing cervical cancer, yet U.S. vaccination rates remain low. The objective of this study was to evaluate integration of 9vHPV inpatient vaccination into routine postpartum care. METHODS: Obstetrics professionals at an academic urban referral center received an emailed protocol outlining a novel 9vHPV vaccination program of postpartum inpatients aged 26 years or younger. A retrospective evaluation from March 2021 to March 2022 was conducted to evaluate implementation. Characteristics of patients vaccinated before pregnancy compared with vaccine-eligible patients (none, unknown, or partially vaccinated status) were compared by the use of χ2, analysis of variance, and multivariable logistic regression. Similarly, analyses were performed comparing vaccine-eligible patients who did with those who did not receive an inpatient 9vHPV vaccination. RESULTS: Of 569 postpartum inpatients, 370 (65.0%) were already vaccinated, 70 (34.2%) were never vaccinated, 49 (24.6%) were partially vaccinated, and 80 (14.1%) had unknown status. Of vaccine-eligible patients, 46 (23.1%) received 9vHPV vaccination as an inpatient. In multivariable analysis, race and ethnicity, marital status, and primary language were significant predictors of vaccination before pregnancy. Among vaccine-eligible patients, inpatient vaccination recipients were primarily Hispanic, Spanish speaking, and publicly insured. In multivariable analysis of vaccine-eligible patients, receiving care from the certified nurse midwifery practice was the only independent predictor of vaccination (odds ratio 2.4, 95% CI 1.02-5.74, P=.04). CONCLUSION: Non-Hispanic White, Spanish-speaking, and married patients were disproportionally undervaccinated in our baseline population, but about one quarter of vaccine-eligible patients received 9vHPV vaccination postpartum. Inpatient postpartum 9vHPV vaccination may help narrow disparities in vaccination.

Genomic and machine learning-based screening of aquaculture-associated introgression into at-risk wild North American Atlantic salmon (Salmo salar) populations.

The negative genetic impacts of gene flow from domestic to wild populations can be dependent on the degree of domestication and exacerbated by the magnitude of pre-existing genetic differences between wild populations and the domestication source. Recent evidence of European ancestry within North American aquaculture Atlantic salmon (Salmo salar) has elevated the potential impact of escaped farmed salmon on often at-risk wild North American salmon populations. Here, we compare the ability of single nucleotide polymorphism (SNP) and microsatellite (SSR) marker panels of different sizes (7-SSR, 100-SSR and 220K-SNP) to detect introgression of European genetic information into North American wild and aquaculture populations. Linear regression comparing admixture predictions for a set of individuals common to the three datasets showed that the 100-SSR panel and 7-SSR panels replicated the full 220K-SNP-based admixture estimates with low accuracy (r2 of .64 and .49, respectively). Additional tests explored the effects of individual sample size and marker number, which revealed that ~300 randomly selected SNPs could replicate the 220K-SNP admixture predictions with greater than 95% fidelity. We designed a custom SNP panel (301-SNP) for European admixture detection in future monitoring work and then developed and tested a python package, salmoneuadmix (https://github.com/CNuge/SalmonEuAdmix), which uses a deep neural network to make de novo estimates of individuals' European admixture proportion without the need to conduct complete admixture analysis utilizing baseline samples. The results demonstrate the mobilization of targeted SNP panels and machine learning in support of at-risk species conservation and management.