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1.
Hum Mol Genet ; 32(4): 567-579, 2023 01 27.
Artigo em Inglês | MEDLINE | ID: mdl-36067023

RESUMO

DNA damage response (DDR) is an important signaling-transduction network that promotes the repair of DNA lesions which can induce and/or support diseases. However, the mechanisms involved in its regulation are not fully understood. Recent studies suggest that the peroxiredoxin 5 (Prdx5) enzyme, which detoxifies reactive oxygen species, is associated to genomic instability and signal transduction. Its role in the regulation of DDR, however, is not well characterized. In this study, we demonstrate a role of Prdx5 in the regulation of the DDR signaling pathway. Knockdown of Prdx5 resulted in DNA damage manifested by the induction of phosphorylated histone H2AX (γ-H2AX) and p53-binding protein 1 (53BP1). We show that Prdx5 regulates DDR through (1) polo-like kinase 1 (Plk1) mediated phosphorylation of ataxia telangiectasia mutated (ATM) kinase to further trigger downstream mediators Chek1 and Chek2; (2) the increase of the acetylation of p53 at lysine 382, stabilizing p53 in the nucleus and enhancing transcription and (3) the induction of autophagy, which regulates the recycling of molecules involved in DDR. We identified Sirt2 as a novel deacetylase of p53 at lysine 382, and Sirt2 regulated the acetylation status of p53 at lysine 382 in a Prdx5-dependent manner. Furthermore, we found that exogenous expression of Prdx5 decreased DNA damage and the activation of ATM in Pkd1 mutant renal epithelial cells, suggesting that Prdx5 may play a protective role from DNA damage in cystic renal epithelial cells. This study identified a novel mechanism of Prdx5 in the regulation of DDR through the ATM/p53/Sirt2 signaling cascade.


Assuntos
Histonas , Proteína Supressora de Tumor p53 , Proteína Supressora de Tumor p53/genética , Proteína Supressora de Tumor p53/metabolismo , Histonas/metabolismo , Peroxirredoxinas/genética , Sirtuína 2/metabolismo , Lisina/genética , Proteínas Mutadas de Ataxia Telangiectasia/genética , Proteínas Mutadas de Ataxia Telangiectasia/metabolismo , Proteínas de Ciclo Celular/genética , Fosforilação , Dano ao DNA
2.
Hum Mol Genet ; 32(7): 1114-1126, 2023 03 20.
Artigo em Inglês | MEDLINE | ID: mdl-36322156

RESUMO

Autosomal dominant polycystic kidney disease (ADPKD) is driven by mutations in the PKD1 and PKD2 genes, and it is characterized by renal cyst formation, inflammation and fibrosis. Forkhead box protein M1 (FoxM1), a transcription factor of the Forkhead box (Fox) protein super family, has been reported to promote tumor formation, inflammation and fibrosis in many organs. However, the role and mechanism of FoxM1 in regulation of ADPKD progression is still poorly understood. Here, we show that FoxM1 is an important regulator of cyst growth in ADPKD. FoxM1 is upregulated in cyst-lining epithelial cells in Pkd1 mutant mouse kidneys and human ADPKD kidneys. FoxM1 promotes cystic renal epithelial cell proliferation by increasing the expression of Akt and Stat3 and the activation of ERK and Rb. FoxM1 also regulates cystic renal epithelial cell apoptosis through NF-κB signaling pathways. In addition, FoxM1 regulates the recruitment and retention of macrophages in Pkd1 mutant mouse kidneys, a process that is associated with FoxM1-mediated upregulation of monocyte chemotactic protein 1. Targeting FoxM1 with its specific inhibitor, FDI-6, delays cyst growth in rapidly progressing and slowly progressing Pkd1 mutant mouse kidneys. This study suggests that FoxM1 is a central and upstream regulator of ADPKD pathogenesis and provides a rationale for targeting FoxM1 as a therapeutic strategy for ADPKD treatment.


Assuntos
Cistos , Rim Policístico Autossômico Dominante , Animais , Humanos , Camundongos , Proliferação de Células/genética , Cistos/genética , Cistos/patologia , Fibrose , Proteína Forkhead Box M1/genética , Proteína Forkhead Box M1/metabolismo , Inflamação/patologia , Rim/metabolismo , Rim Policístico Autossômico Dominante/genética , Rim Policístico Autossômico Dominante/patologia , Fatores de Transcrição/metabolismo , Canais de Cátion TRPP/genética , Canais de Cátion TRPP/metabolismo
3.
Kidney Int ; 2024 May 21.
Artigo em Inglês | MEDLINE | ID: mdl-38782200

RESUMO

Alteration of DNA methylation leads to diverse diseases, and the dynamic changes of DNA methylation (DNAm) on sets of CpG dinucleotides in mammalian genomes are termed "DNAm age" and "epigenetic clocks" that can predict chronological age. However, whether and how dysregulation of DNA methylation promotes cyst progression and epigenetic age acceleration in autosomal dominant polycystic kidney disease (ADPKD) remains elusive. Here, we show that DNA methyltransferase 1 (DNMT1) is upregulated in cystic kidney epithelial cells and tissues and that knockout of Dnmt1 and targeting DNMT1 with hydralazine, a safe demethylating agent, delays cyst growth in Pkd1 mutant kidneys and extends life span of Pkd1 conditional knockout mice. With methyl-CpG binding domain (MBD) protein-enriched genome sequencing (MBD-seq), DNMT1 chromatin immunoprecipitation (ChIP)-sequencing and RNA-sequencing analysis, we identified two novel DNMT1 targets, PTPRM and PTPN22 (members of the protein tyrosine phosphatase family). PTPRM and PTPN22 function as mediators of DNMT1 and the phosphorylation and activation of PKD-associated signaling pathways, including ERK, mTOR and STAT3. With whole-genome bisulfide sequencing in kidneys of patients with ADPKD versus normal individuals, we found that the methylation of epigenetic clock-associated genes was dysregulated, supporting that epigenetic age is accelerated in the kidneys of patients with ADPKD. Furthermore, five epigenetic clock-associated genes, including Hsd17b14, Itpkb, Mbnl1, Rassf5 and Plk2, were identified. Thus, the diverse biological roles of these five genes suggest that their methylation status may not only predict epigenetic age acceleration but also contribute to disease progression in ADPKD.

4.
Artigo em Inglês | MEDLINE | ID: mdl-38615974

RESUMO

OBJECTIVE: Assess the efficacy of an 8-week virtual, physiotherapist (PT)-guided knee health program (Stop OsteoARthritis (SOAR)) to improve knee extensor strength in individuals at risk of post-traumatic knee osteoarthritis (PTOA). METHOD: In this superiority, randomized delayed-control trial, persons aged 16-35 years, 1-4 years after a self-reported knee joint injury were randomly assigned (1:1) to receive the SOAR program immediately (experimental group) or after a 9-week delay (control group). SOAR includes 1) one-time Knee Camp (virtual PT-guided group education, knee assessment, 1:1 exercise and physical activity (PA) goal-setting); 2) Weekly personalized home-based exercise and PA program with tracking; 3) Weekly 1:1 PT counseling (virtual). The primary outcome was a change in isokinetic knee extensor strength (baseline to 9-weeks). Additional outcomes included change in self-reported knee-related quality-of-life (QOL), self-efficacy, self-management and kinesiophobia, and PA (accelerometer) at 9 and 18-weeks. Linear regression models estimated the effect of the 8-week intervention at the primary endpoint (9-week). RESULTS: 49 of 54 randomized participants completed the study (91%). Participants were a mean ± standard deviation age of 27 ± 5.0 years, and 2.4 ± 0.9 years post-injury. No mean between group differences for the primary (0.05; 95% confidence interval (CI): -0.10, 0.19) or other outcomes were seen at 9 weeks except for greater improvements in perceived self-management (Partner in Health Scale; 11.3/96, 95%CI: 5.5, 17.1) and kinesiophobia (Tampa Scale of Kinesiophobia; -4.4/33, 95%CI: -7.0, -1.8). CONCLUSION: For active persons with elevated risk of PTOA, an 8-week SOAR program did not change knee-related strength, QOL, self-efficacy, or PA, on average, but may benefit the ability to self-manage knee health and kinesiophobia.

5.
J Surg Res ; 295: 158-167, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38016269

RESUMO

INTRODUCTION: Artificial intelligence (AI) may benefit pediatric healthcare, but it also raises ethical and pragmatic questions. Parental support is important for the advancement of AI in pediatric medicine. However, there is little literature describing parental attitudes toward AI in pediatric healthcare, and existing studies do not represent parents of hospitalized children well. METHODS: We administered the Attitudes toward Artificial Intelligence in Pediatric Healthcare, a validated survey, to parents of hospitalized children in a single tertiary children's hospital. Surveys were administered by trained study personnel (11/2/2021-5/1/2022). Demographic data were collected. An Attitudes toward Artificial Intelligence in Pediatric Healthcare score, assessing openness toward AI-assisted medicine, was calculated for seven areas of concern. Subgroup analyses were conducted using Mann-Whitney U tests to assess the effect of race, gender, education, insurance, length of stay, and intensive care unit (ICU) admission on AI use. RESULTS: We approached 90 parents and conducted 76 surveys for a response rate of 84%. Overall, parents were open to the use of AI in pediatric medicine. Social justice, convenience, privacy, and shared decision-making were important concerns. Parents of children admitted to an ICU expressed the most significantly different attitudes compared to parents of children not admitted to an ICU. CONCLUSIONS: Parents were overall supportive of AI-assisted healthcare decision-making. In particular, parents of children admitted to ICU have significantly different attitudes, and further study is needed to characterize these differences. Parents value transparency and disclosure pathways should be developed to support this expectation.


Assuntos
Inteligência Artificial , Criança Hospitalizada , Humanos , Criança , Atitude , Unidades de Terapia Intensiva , Pais
6.
Transpl Infect Dis ; 26(1): e14194, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-37987112

RESUMO

There are limited real-world data on the effectiveness of tixagevimab-cilgavimab as pre-exposure prophylaxis of COVID-19. We describe lessons learned when coordinating data collection and identifying breakthrough SARS-CoV-2 infections among patients across indications and institutions in a major US city. The Chicago Department of Public Health requested patient-level tixagevimab-cilgavimab administration data from all prescribing providers in Chicago, for treatments December 8, 2021 through June 30, 2022. Records were matched to COVID-19 vaccinations and laboratory-confirmed SARS-CoV-2 infections through December 31, 2022. Due to difficulty collecting data from all providers, targeted follow-up was conducted to improve completeness on key variables (demographics, vaccination status, clinical indication for prophylaxis). Over half of reported tixagevimab-cilgavimab administrations were to patients residing outside Chicago. Five hundred forty-four Chicago residents who received at least one dose of tixagevimab-cilgavimab were included in this analysis. Most were age 50 years or older (72%), Black non-Latinx (33%) or White non-Latinx (29%), and fully vaccinated (80%). Seventy-five patients (14%) had laboratory-confirmed COVID-19. Patients with and without breakthrough infections were demographically similar. Clinical indication was missing for >95% of cases, improved to 64% after follow-up; the most frequently specified was hematologic malignancy (10%). Severe outcomes were uncommon: 16% had documented COVID-19-related hospitalizations, one death was identified. Tixagevimab-cilgavimab recipients in Chicago had a lower rate of severe SARS-CoV-2 infection than reported among other untreated high-risk patients, including during predominance of non-neutralizing variants. Improving stakeholder collaboration is essential for generation of real-world effectiveness data, informing pandemic preparedness and optimizing use of medical countermeasures.


Assuntos
COVID-19 , Humanos , Pessoa de Meia-Idade , COVID-19/epidemiologia , COVID-19/prevenção & controle , SARS-CoV-2 , Anticorpos Monoclonais
7.
J Med Internet Res ; 26: e48793, 2024 Apr 16.
Artigo em Inglês | MEDLINE | ID: mdl-38625731

RESUMO

BACKGROUND: People seeking abortion in early pregnancy have the choice between medication and procedural options for care. The choice is preference-sensitive-there is no clinically superior option and the choice depends on what matters most to the individual patient. Patient decision aids (PtDAs) are shared decision-making tools that support people in making informed, values-aligned health care choices. OBJECTIVE: We aimed to develop and evaluate the usability of a web-based PtDA for the Canadian context, where abortion care is publicly funded and available without legal restriction. METHODS: We used a systematic, user-centered design approach guided by principles of integrated knowledge translation. We first developed a prototype using available evidence for abortion seekers' decisional needs and the risks, benefits, and consequences of each option. We then refined the prototype through think-aloud interviews with participants at risk of unintended pregnancy ("patient" participants). Interviews were audio-recorded and documented through field notes. Finally, we conducted a web-based survey of patients and health care professionals involved with abortion care, which included the System Usability Scale. We used content analysis to identify usability issues described in the field notes and open-ended survey questions, and descriptive statistics to summarize participant characteristics and close-ended survey responses. RESULTS: A total of 61 individuals participated in this study. Further, 11 patients participated in think-aloud interviews. Overall, the response to the PtDA was positive; however, the content analysis identified issues related to the design, language, and information about the process and experience of obtaining abortion care. In response, we adapted the PtDA into an interactive website and revised it to include consistent and plain language, additional information (eg, pain experience narratives), and links to additional resources on how to find an abortion health care professional. In total, 25 patients and 25 health care professionals completed the survey. The mean System Usability Scale score met the threshold for good usability among both patient and health care professional participants. Most participants felt that the PtDA was user-friendly (patients: n=25, 100%; health care professionals: n=22, 88%), was not missing information (patients: n=21, 84%; health care professionals: n=18, 72%), and that it was appropriate for patients to complete the PtDA before a consultation (patients: n=23, 92%; health care professionals: n=23, 92%). Open-ended responses focused on improving usability by reducing the length of the PtDA and making the website more mobile-friendly. CONCLUSIONS: We systematically designed the PtDA to address an unmet need to support informed, values-aligned decision-making about the method of abortion. The design process responded to a need identified by potential users and addressed unique sensitivities related to reproductive health decision-making.


Assuntos
Aborto Induzido , Feminino , Gravidez , Humanos , Canadá , Emoções , Pessoal de Saúde , Técnicas de Apoio para a Decisão
8.
Int J Mol Sci ; 25(11)2024 May 30.
Artigo em Inglês | MEDLINE | ID: mdl-38892227

RESUMO

The primary cilium is a microtubule-based sensory organelle that plays a critical role in signaling pathways and cell cycle progression. Defects in the structure and/or function of the primary cilium result in developmental diseases collectively known as ciliopathies. However, the constituents and regulatory mechanisms of the primary cilium are not fully understood. In recent years, the activity of the epigenetic modifier SMYD3 has been shown to play a key role in the regulation of cell cycle progression. However, whether SMYD3, a histone/lysine methyltransferase, contributes to the regulation of ciliogenesis remains unknown. Here, we report that SMYD3 drives ciliogenesis via the direct and indirect regulation of cilia-associated components. We show that SMYD3 is a novel component of the distal appendage and is required for centriolar appendage assembly. The loss of SMYD3 decreased the percentage of ciliated cells and resulted in the formation of stumpy cilia. We demonstrated that SMYD3 modulated the recruitment of centrosome proteins (Cep164, Fbf1, Ninein, Ttbk2 and Cp110) and the trafficking of intraflagellar transport proteins (Ift54 and Ift140) important for cilia formation and maintenance, respectively. In addition, we showed that SMYD3 regulated the transcription of cilia genes and bound to the promoter regions of C2cd3, Cep164, Ttbk2, Dync2h1 and Cp110. This study provides insights into the role of SMYD3 in cilia biology and suggests that SMYD3-mediated cilia formation/function may be relevant for cilia-dependent signaling in ciliopathies.


Assuntos
Centrossomo , Cílios , Histona-Lisina N-Metiltransferase , Transporte Proteico , Cílios/metabolismo , Humanos , Histona-Lisina N-Metiltransferase/metabolismo , Histona-Lisina N-Metiltransferase/genética , Centrossomo/metabolismo , Animais , Flagelos/metabolismo , Camundongos , Proteínas Associadas a Centrossomos
9.
Artigo em Inglês | MEDLINE | ID: mdl-38152927

RESUMO

OBJECTIVES: To assess a remote physiotherapist (PT) counselling intervention using self-monitoring tools for improving self-management ability, physical activity participation, and health outcomes in people with rheumatoid arthritis (RA). METHODS: Eligible participants were randomly assigned to receive group education, a Fitbit®, a self-monitoring app, and PT counselling phone calls (Immediate Group). The Delayed Group received a monthly e-newsletter until week 26, and then the intervention. The primary outcome was Patient Activation Measure (PAM-13). Participants were assessed at baseline, 27 weeks (the primary end point) and 53 weeks. Secondary outcomes included disease activity, pain, fatigue, depression, sitting/walking habits, daily physical activity time, and daily awake sedentary time. Generalized Linear Mixed-effect Models (GLMMs) were used to assess the effect of the intervention on the change of each outcome measure from the initiation to 27 weeks after the intervention. RESULTS: Analysis included 131 participants (91.6% women; 80.2% completed during the COVID-19 pandemic). The mean change of PAM-13 at 27 weeks was 4.6 (SD = 14.7) in the Immediate Group vs -1.6 (SD = 12.5) in the Delayed Group. The mean change in Delayed Group at 53 weeks (after the 26-week intervention) was 3.6 (SD = 14.6). Overall, the intervention improved PAM-13 at 27 weeks post-intervention from the GLMM analysis (adjusted coefficient: 5.3; 95% CI: 2.0, 8.7; p = <0.001). Favourable intervention effects were also found in disease activity, fatigue, depression, and self-reported walking habit. CONCLUSION: Remote counselling paired with self-monitoring tools improved self-management ability in people with RA. Findings of secondary outcomes indicate that the intervention had a positive effect on symptom management.

10.
J Exp Bot ; 74(18): 5500-5513, 2023 09 29.
Artigo em Inglês | MEDLINE | ID: mdl-37503569

RESUMO

The nuclear lamina in plant cells is composed of plant-specific proteins, including nuclear matrix constituent proteins (NMCPs), which have been postulated to be functional analogs of lamin proteins that provide structural integrity to the organelle and help stabilize the three-dimensional organization of the genome. Using genomic editing, we generated alleles for the three genes encoding NMCPs in cultivated tomato (Solanum lycopersicum) to determine if the consequences of perturbing the nuclear lamina in this crop species were similar to or distinct from those observed in the model Arabidopsis thaliana. Loss of the sole NMCP2-class protein was lethal in tomato but is tolerated in Arabidopsis. Moreover, depletion of NMCP1-type nuclear lamina proteins leads to distinct developmental phenotypes in tomato, including leaf morphology defects and reduced root growth rate (in nmcp1b mutants), compared with cognate mutants in Arabidopsis. These findings suggest that the nuclear lamina interfaces with different developmental and signaling pathways in tomato compared with Arabidopsis. At the subcellular level, however, tomato nmcp mutants resembled their Arabidopsis counterparts in displaying smaller and more spherical nuclei in differentiated cells. This result argues that the plant nuclear lamina facilitates nuclear shape distortion in response to forces exerted on the organelle within the cell.


Assuntos
Arabidopsis , Solanum lycopersicum , Lâmina Nuclear/metabolismo , Solanum lycopersicum/genética , Arabidopsis/metabolismo , Núcleo Celular/metabolismo , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Proteínas Nucleares/metabolismo , Proteínas Associadas à Matriz Nuclear/metabolismo
11.
FASEB J ; 36(1): e22089, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34888938

RESUMO

Oxidative stress is emerging as a contributing factor to the homeostasis in cystic diseases. However, the role antioxidant enzymes play in the pathogenesis of autosomal dominant polycystic kidney disease (ADPKD) remains elusive. Peroxiredoxin 5 (Prdx5) is an antioxidant enzyme that catalyzes the reduction of H2 O2 and alkyl hydroperoxide and plays an important role in different biological processes. In this study, we show that Prdx5 is downregulated in a PKD mutant mouse model and ADPKD patient kidneys. Knockdown of Prdx5 resulted in the formation of cysts in a three-dimensional mouse inner medullar collecting duct (IMCD) cell Matrigel culture system. The mechanisms of Prdx5 deficiency mediated cyst growth include: (1) induction of oxidative stress as indicated by increased mRNA expression of heme oxygenase-1, an oxidant stress marker; (2) activation of Erk, S6 and mTORC1, which contribute to cystic renal epithelial cell proliferation and cyst growth; (3) abnormal centrosome amplification and multipolar spindle formation which result in genome instability; (4) upregulation of Polo-like kinase 1 (Plk1) and Aurora kinase A, important mitotic kinases involved in cell proliferation and ciliogenesis; (5) impaired formation of primary cilia in mouse IMCD3 and retinal pigment epithelial cells, which could be rescued by inhibiting Plk1 activity; and (6) restraining the effect of Wnt3a and Wnt5a ligands on primary cilia in mouse IMCD3 cells, while regulating the activity of the canonical and non-canonical Wnt signaling in a separate cilia independent mechanism, respectively. Importantly, we found that targeting Plk1 with its inhibitor, volasertib, delayed cyst growth in Pkd1 conditional knockout mouse kidneys. Together, these findings indicate that Prdx5 is an important antioxidant that regulates cyst growth via diverse mechanisms, in particular, the Prdx5-Plk1 axis, and that induction and activation of Prdx5, alone or together with inhibition of Plk1, represent a promising strategy for combatting ADPKD.


Assuntos
Antioxidantes/metabolismo , Proteínas de Ciclo Celular/metabolismo , Cílios/enzimologia , Rim/enzimologia , Peroxirredoxinas/metabolismo , Rim Policístico Autossômico Dominante/enzimologia , Proteínas Serina-Treonina Quinases/metabolismo , Proteínas Proto-Oncogênicas/metabolismo , Animais , Proteínas de Ciclo Celular/genética , Linhagem Celular , Cílios/genética , Estabilidade Enzimática , Humanos , Camundongos , Camundongos Knockout , Estresse Oxidativo , Peroxirredoxinas/genética , Rim Policístico Autossômico Dominante/genética , Proteínas Serina-Treonina Quinases/genética , Proteínas Proto-Oncogênicas/genética , Quinase 1 Polo-Like
12.
FASEB J ; 36(1): e22122, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34958158

RESUMO

Lysine-specific histone demethylase 1 (LSD1) as the first identified histone/lysine demethylase regulates gene expression and protein functions in diverse diseases. In this study, we show that the expression of LSD1 is increased in mouse kidneys with unilateral ureteral obstruction (UUO) and in cultured NRK-52E cells undergoing TGF-ß1-induced epithelial-mesenchymal transition (EMT). Inhibition of LSD1 with its specific inhibitor ORY1001 attenuated renal EMT and fibrosis, which was associated with decreased the deposition of extracellular matrix proteins and the expression of fibrotic markers, including α-smooth muscle actin (α-SMA) and fibronectin, and the recovery of E-cadherin expression and decrease of N-cadherin expression in UUO kidneys and in NRK-52E cells induced with TGF-ß1. Targeting LSD1 also decreased the expression of Snail family transcriptional repressor 1 (Snail-1) and its interaction with LSD1 in UUO kidneys and in NRK-52E cells treated with TGF-ß1. In addition, we identified a novel LSD1-14-3-3ζ-PKCα axis in the regulation of the activation of AKT and Stat3 and then the activation of fibroblasts. This study suggests that LSD1 plays a critical role in regulation of renal EMT and fibrosis through activation of diverse signaling pathways and places an emphasis that LSD1 has potential as a therapeutic target for the treatment of renal fibrosis.


Assuntos
Sistemas de Liberação de Medicamentos , Inibidores Enzimáticos/farmacologia , Transição Epitelial-Mesenquimal/efeitos dos fármacos , Histona Desmetilases , Rim/enzimologia , Animais , Linhagem Celular , Transição Epitelial-Mesenquimal/genética , Fibrose , Histona Desmetilases/antagonistas & inibidores , Histona Desmetilases/genética , Histona Desmetilases/metabolismo , Nefropatias/tratamento farmacológico , Nefropatias/enzimologia , Nefropatias/genética , Masculino , Camundongos , Ratos
13.
J Biomed Inform ; 147: 104531, 2023 11.
Artigo em Inglês | MEDLINE | ID: mdl-37884177

RESUMO

INTRODUCTION: The use of artificial intelligence (AI), particularly machine learning and predictive analytics, has shown great promise in health care. Despite its strong potential, there has been limited use in health care settings. In this systematic review, we aim to determine the main barriers to successful implementation of AI in healthcare and discuss potential ways to overcome these challenges. METHODS: We conducted a literature search in PubMed (1/1/2001-1/1/2023). The search was restricted to publications in the English language, and human study subjects. We excluded articles that did not discuss AI, machine learning, predictive analytics, and barriers to the use of these techniques in health care. Using grounded theory methodology, we abstracted concepts to identify major barriers to AI use in medicine. RESULTS: We identified a total of 2,382 articles. After reviewing the 306 included papers, we developed 19 major themes, which we categorized into three levels: the Technical/Algorithm, Stakeholder, and Social levels (TASS). These themes included: Lack of Explainability, Need for Validation Protocols, Need for Standards for Interoperability, Need for Reporting Guidelines, Need for Standardization of Performance Metrics, Lack of Plan for Updating Algorithm, Job Loss, Skills Loss, Workflow Challenges, Loss of Patient Autonomy and Consent, Disturbing the Patient-Clinician Relationship, Lack of Trust in AI, Logistical Challenges, Lack of strategic plan, Lack of Cost-effectiveness Analysis and Proof of Efficacy, Privacy, Liability, Bias and Social Justice, and Education. CONCLUSION: We identified 19 major barriers to the use of AI in healthcare and categorized them into three levels: the Technical/Algorithm, Stakeholder, and Social levels (TASS). Future studies should expand on barriers in pediatric care and focus on developing clearly defined protocols to overcome these barriers.


Assuntos
Algoritmos , Inteligência Artificial , Medicina , Benchmarking , Aprendizado de Máquina
14.
Anesth Analg ; 136(1): 70-78, 2023 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-36219579

RESUMO

BACKGROUND: Patients with coronavirus disease 2019 (COVID-19) can present with severe respiratory distress requiring intensive care unit (ICU)-level care. Such care often requires placement of an arterial line for monitoring of pulmonary disease progression, hemodynamics, and laboratory tests. During the first wave of the COVID-19 pandemic in March 2020, experienced physicians anecdotally reported multiple attempts, decreased insertion durations, and greater need for replacement of arterial lines in patients with COVID-19 due to persistent thrombosis. Because invasive procedures in patients with COVID-19 may increase the risk for caregiver infection, better defining difficulties in maintaining arterial lines in COVID-19 patients is important. We sought to explore the association between COVID-19 infection and arterial line thrombosis in critically ill patients. METHODS: In this primary exploratory analysis, a multivariable Fine-Gray subdistribution hazard model was used to retrospectively estimate the association between critically ill COVID-19 (versus sepsis/acute respiratory distress syndrome [ARDS]) patients and the risk of arterial line removal for thrombosis (with arterial line removal for any other reason treated as a competing risk). As a sensitivity analysis, we compared the number of arterial line clots per 1000 arterial line days between critically ill COVID-19 and sepsis/ARDS patients using multivariable negative binomial regression. RESULTS: We retrospectively identified 119 patients and 200 arterial line insertions in patients with COVID-19 and 54 patients and 68 arterial line insertions with non-COVID ARDS. Using a Fine-Gray subdistribution hazard model, we found the adjusted subdistribution hazard ratio (95% confidence interval [CI]) for arterial line clot to be 2.18 (1.06-4.46) for arterial lines placed in COVID-19 patients versus non-COVID-19 sepsis/ARDS patients ( P = .034). Patients with COVID-19 had 36.3 arterial line clots per 1000 arterial line days compared to 19.1 arterial line clots per 1000 arterial line days in patients without COVID-19 (adjusted incidence rate ratio [IRR] [95% CI], 1.78 [0.94-3.39]; P = .078). CONCLUSIONS: Our study suggests that arterial line complications due to thrombosis are more likely in COVID-19 patients and supports the need for further research on the association between COVID-19 and arterial line dysfunction requiring replacement.


Assuntos
COVID-19 , Síndrome do Desconforto Respiratório , Sepse , Trombose , Humanos , COVID-19/epidemiologia , Estudos Retrospectivos , Pandemias , Estado Terminal/epidemiologia , Unidades de Terapia Intensiva , Síndrome do Desconforto Respiratório/epidemiologia
15.
BMC Med Inform Decis Mak ; 23(1): 93, 2023 05 10.
Artigo em Inglês | MEDLINE | ID: mdl-37165369

RESUMO

BACKGROUND: We propose a new deep learning model to identify unnecessary hemoglobin (Hgb) tests for patients admitted to the hospital, which can help reduce health risks and healthcare costs. METHODS: We collected internal patient data from a teaching hospital in Houston and external patient data from the MIMIC III database. The study used a conservative definition of unnecessary laboratory tests, which was defined as stable (i.e., stability) and below the lower normal bound (i.e., normality). Considering that machine learning models may yield less reliable results when trained on noisy inputs containing low-quality information, we estimated prediction confidence to assess the reliability of predicted outcomes. We adopted a "select and predict" design philosophy to maximize prediction performance by selectively considering samples with high prediction confidence for recommendations. Our model accommodated irregularly sampled observational data to make full use of variable correlations (i.e., with other laboratory test values) and temporal dependencies (i.e., previous laboratory tests performed within the same encounter) in selecting candidates for training and prediction. RESULTS: The proposed model demonstrated remarkable Hgb prediction performance, achieving a normality AUC of 95.89% and a Hgb stability AUC of 95.94%, while recommending a reduction of 9.91% of Hgb tests that were deemed unnecessary. Additionally, the model could generalize well to external patients admitted to another hospital. CONCLUSIONS: This study introduces a novel deep learning model with the potential to significantly reduce healthcare costs and improve patient outcomes by identifying unnecessary laboratory tests for hospitalized patients.


Assuntos
Algoritmos , Aprendizado de Máquina , Humanos , Reprodutibilidade dos Testes , Hospitalização , Registros Eletrônicos de Saúde
16.
Pediatr Surg Int ; 39(1): 237, 2023 Jul 21.
Artigo em Inglês | MEDLINE | ID: mdl-37477761

RESUMO

INTRODUCTION: Surgical site occurrences (SSO), including surgical site infection, dehiscence, and incisional hernia, are complications following laparotomy. SSO rates in premature neonates are poorly understood. We hypothesize that SSO rates are higher among extremely low birth weight (ELBW) infants compared to very low birth weight (VLBW) infants and strive to determine the optimal abdominal closure method for these infants. METHODS: We conducted a prospective observational study of infants < 1.5 kg (kg) undergoing laparotomy at two institutions from 1/1/2020 to 5/1/2022. Patients were grouped by weight and closure; SSO rates were computed and the association tested using Fisher's exact test. RESULTS: We identified 59 patients and 104 total operations. At initial surgery, 37 patients weighed < 1 kg (ELBW); 22 patients weighed 1-1.5 kg (VLBW). Complication rate for ELBW was 6(16%) vs. 2(9%) in VLBW, but not significant (p = 0.45). More complications followed a single-layer compared to a two-layer closure (18 vs. 2), but not significant (p = 0.30). CONCLUSIONS: SSO rates are higher for ELBW infants undergoing laparotomy, and fewer complications follow two-layer closure. However, these findings did not reach statistical significance. Further studies are needed to identify modifiable factors to reduce postoperative complications in these infants.


Assuntos
Enterocolite Necrosante , Complicações na Gravidez , Recém-Nascido , Lactente , Feminino , Humanos , Recém-Nascido de Peso Extremamente Baixo ao Nascer , Estudos Prospectivos , Laparotomia/efeitos adversos , Recém-Nascido de muito Baixo Peso , Enterocolite Necrosante/epidemiologia , Enterocolite Necrosante/cirurgia , Peso ao Nascer
17.
Int J Mol Sci ; 24(13)2023 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-37445891

RESUMO

Paeonia ostii is a worldwide ornamental flower and an emerging oil crop. Zyotic embryogenesis is a critical process during seed development, and it can provide a basis for improving the efficiency of somatic embryogenesis (SE). In this study, transcriptome sequencing of embryo development was performed to investigate gene expression profiling in P. ostii and identified Differentially expressed genes (DEGs) related to transcription factors, plant hormones, and antioxidant enzymes. The results indicated that IAA (Indole-3-acetic acid), GA (Gibberellin), BR (Brassinosteroid) and ETH (Ethylene) were beneficial to early embryonic morphogenesis, while CTK (Cytokinin) and ABA (Abscisic Acid) promoted embryo morphogenesis and maturation. The antioxidant enzymes' activity was the highest in early embryos and an important participant in embryo formation. The high expression of the genes encoding fatty acid desaturase was beneficial to fast oil accumulation. Representative DEGs were selected and validated using qRT-PCR. Protein-protein interaction network (PPI) was predicted, and six central node proteins, including AUX1, PIN1, ARF6, LAX3, ABCB19, PIF3, and PIF4, were screened. Our results provided new insights into the formation of embryo development and even somatic embryo development in tree peonies.


Assuntos
Paeonia , Transcriptoma , Humanos , Paeonia/genética , Paeonia/metabolismo , Antioxidantes/metabolismo , Perfilação da Expressão Gênica , Desenvolvimento Embrionário/genética , Regulação da Expressão Gênica de Plantas , Peptidilprolil Isomerase de Interação com NIMA/metabolismo
18.
J Am Chem Soc ; 144(9): 3902-3912, 2022 Mar 09.
Artigo em Inglês | MEDLINE | ID: mdl-35213137

RESUMO

Three-dimensional (3D) halide perovskites have attracted enormous research interest, but the choice of the A-site cations is limited by the Goldschmidt tolerance factor. In order to accommodate cations that lie outside the acceptable range of the tolerance factor, low-dimensional structures usually form. To maintain the favorable 3D connection, the links among the metal-halide octahedra need to be rearranged to fit the large cations. This can result in a departure from the proper corner-sharing perovskite architectures and lead to distinctly different perovskitoid motifs with edge- and face-sharing. In this work, we report four new 3D bromide perovskitoids incorporating linear organic diammonium cations, A'Pb2Br6 (A' is a +2 cation). We propose a rule that can guide the further expansion of this class of compounds, analogous to the notion of Goldschmidt tolerance factor widely adopted for 3D AMX3 perovskites. The fundamental building blocks in A'Pb2Br6 consist of two edge-shared octahedra, which are then connected by corner-sharing to form a 3D network. Different compounds adopt different structural motifs, which can be transformed from one to another by symmetry operations. Electronic structure calculations suggest that they are direct bandgap semiconductors, with relatively large band dispersions created by octahedra connected by corner-sharing. They exhibit similar electronic band structures and dynamic lattice characteristics to the regular 3D AMX3 perovskites. Structures with smaller Pb-Br-Pb angles and larger octahedra distortion exhibit broad photoluminescence at room temperature. The emerging structure-property relationships in these 3D perovskitoids set the foundation for designing and investigating these compounds for a variety of optoelectronic applications.

19.
Am J Physiol Renal Physiol ; 323(2): F227-F242, 2022 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-35759739

RESUMO

Autosomal dominant polycystic kidney disease (ADPKD) is an inherited genetic disorder that is caused by mutations in PKD1 or PKD2 genes and is characterized by renal fluid-filled cyst formation and interstitial fibrosis. PKD1 gene mutation results in the upregulation of SET (suppressor of variegation, enhancer of zeste, trithorax) and MYND (myeloid-nervy-DEAF1) domain-containing lysine methyltransferase 2 (SMYD2) in kidneys from Pkd1 mutant mice and patients with ADPKD. However, the role and mechanism of Smyd2 in the regulation of renal fibrosis in ADPKD remains elusive. In the present study, we showed that 1) expression of Smyd2 can be regulated by transforming growth factor (TGF)-ß-Smad3 in normal rat kidney 49F (NRK-49F) cells and mouse fibroblast NIH3T3 cells; 2) knockdown of Smyd2 and inhibition of Smyd2 with its specific inhibitor, AZ505, decreases TGF-ß-induced expression of α-smooth muscle actin, fibronectin, collagen type 1 and 3, and plasminogen activator inhibitor-1 in NRK-49F cells; 3) Smyd2 regulates the transcription of fibrotic marker genes through binding on the promoters of those genes or through methylating histone H3 to indirectly regulate the expression of those genes; and 4) knockout and inhibition of Smyd2 significantly decreases renal fibrosis in Pkd1 knockout mice, supporting that targeting Smyd2 can not only delay cyst growth but also attenuate renal fibrosis in ADPKD. This study identified a cross talk between TGF-ß signaling and Smyd2 in the regulation of fibrotic gene transcription and activation of fibroblasts in cystic kidneys, suggesting that targeting Smyd2 with AZ505 is a potential therapeutic strategy for ADPKD treatment.NEW & NOTEWORTHY Here, we identified a cross talk between SET and MYND domain-containing lysine methyltransferase 2 (Smyd2) and transforming growth factor (TGF)-ß-Smad3 signaling and a synergistic feedback loop between them, in which TGF-ß stimulates expression of Smyd2 in a Smad3-dependent manner, and upregulation of Smyd2 regulates the transcription of TGF-ß and other fibrotic marker genes through direct binding on their promoters or methylating histone H3 indirectly to regulate the transcription of those genes in fibroblasts. Thus, the Smyd2-TGF-ß-Smad3-Smyd2 signaling axis plays an important role in promoting renal fibrosis, and targeting Smyd2 with its specific inhibitor should not only delay cyst growth but also ameliorate renal fibrosis in ADPKD.


Assuntos
Cistos , Rim Policístico Autossômico Dominante , Animais , Cistos/metabolismo , Fibrose , Histonas/metabolismo , Rim/metabolismo , Lisina/metabolismo , Metiltransferases/metabolismo , Camundongos , Células NIH 3T3 , Doenças Renais Policísticas , Rim Policístico Autossômico Dominante/metabolismo , Ratos , Proteína Smad3/metabolismo , Fator de Crescimento Transformador beta/metabolismo
20.
Antimicrob Agents Chemother ; 66(9): e0049622, 2022 09 20.
Artigo em Inglês | MEDLINE | ID: mdl-36066241

RESUMO

The CDC's Emerging Infections Program (EIP) conducted population- and laboratory-based surveillance of US carbapenem-resistant Pseudomonas aeruginosa (CRPA) from 2016 through 2018. To characterize the pathotype, 1,019 isolates collected through this project underwent antimicrobial susceptibility testing and whole-genome sequencing. Sequenced genomes were classified using the seven-gene multilocus sequence typing (MLST) scheme and a core genome (cg)MLST scheme was used to determine phylogeny. Both chromosomal and horizontally transmitted mechanisms of carbapenem resistance were assessed. There were 336 sequence types (STs) among the 1,019 sequenced genomes, and the genomes varied by an average of 84.7% of the cgMLST alleles used. Mutations associated with dysfunction of the porin OprD were found in 888 (87.1%) of the genomes and were correlated with carbapenem resistance, and a machine learning model incorporating hundreds of genetic variations among the chromosomal mechanisms of resistance was able to classify resistant genomes. While only 7 (0.1%) isolates harbored carbapenemase genes, 66 (6.5%) had acquired non-carbapenemase ß-lactamase genes, and these were more likely to have OprD dysfunction and be resistant to all carbapenems tested. The genetic diversity demonstrates that the pathotype includes a variety of strains, and clones previously identified as high-risk make up only a minority of CRPA strains in the United States. The increased carbapenem resistance in isolates with acquired non-carbapenemase ß-lactamase genes suggests that horizontally transmitted mechanisms aside from carbapenemases themselves may be important drivers of the spread of carbapenem resistance in P. aeruginosa.


Assuntos
Infecções por Pseudomonas , Pseudomonas aeruginosa , Antibacterianos/farmacologia , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Centers for Disease Control and Prevention, U.S. , Humanos , Testes de Sensibilidade Microbiana , Tipagem de Sequências Multilocus , Porinas/genética , Infecções por Pseudomonas/tratamento farmacológico , Infecções por Pseudomonas/epidemiologia , Estados Unidos/epidemiologia , beta-Lactamases/genética , beta-Lactamases/metabolismo
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