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1.
Cell ; 167(3): 722-738.e23, 2016 Oct 20.
Artigo em Inglês | MEDLINE | ID: mdl-27768893

RESUMO

A functional crosstalk between epigenetic regulators and metabolic control could provide a mechanism to adapt cellular responses to environmental cues. We report that the well-known nuclear MYST family acetyl transferase MOF and a subset of its non-specific lethal complex partners reside in mitochondria. MOF regulates oxidative phosphorylation by controlling expression of respiratory genes from both nuclear and mtDNA in aerobically respiring cells. MOF binds mtDNA, and this binding is dependent on KANSL3. The mitochondrial pool of MOF, but not a catalytically deficient mutant, rescues respiratory and mtDNA transcriptional defects triggered by the absence of MOF. Mof conditional knockout has catastrophic consequences for tissues with high-energy consumption, triggering hypertrophic cardiomyopathy and cardiac failure in murine hearts; cardiomyocytes show severe mitochondrial degeneration and deregulation of mitochondrial nutrient metabolism and oxidative phosphorylation pathways. Thus, MOF is a dual-transcriptional regulator of nuclear and mitochondrial genomes connecting epigenetics and metabolism.


Assuntos
Metabolismo Energético/genética , Epigênese Genética , Histona Acetiltransferases/metabolismo , Mitocôndrias Musculares/enzimologia , Fatores de Transcrição/metabolismo , Transcrição Gênica , Animais , Cardiomiopatia Hipertrófica/genética , Respiração Celular/genética , DNA Mitocondrial/genética , DNA Mitocondrial/metabolismo , Células HeLa , Insuficiência Cardíaca/genética , Histona Acetiltransferases/genética , Humanos , Peptídeos e Proteínas de Sinalização Intracelular , Camundongos , Camundongos Knockout , Mitocôndrias Cardíacas/enzimologia , Mitocôndrias Cardíacas/genética , Mitocôndrias Musculares/genética , Miócitos Cardíacos/metabolismo , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Fosforilação Oxidativa , Fatores de Transcrição/genética
2.
Nature ; 624(7990): 173-181, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38030723

RESUMO

In diploid organisms, biallelic gene expression enables the production of adequate levels of mRNA1,2. This is essential for haploinsufficient genes, which require biallelic expression for optimal function to prevent the onset of developmental disorders1,3. Whether and how a biallelic or monoallelic state is determined in a cell-type-specific manner at individual loci remains unclear. MSL2 is known for dosage compensation of the male X chromosome in flies. Here we identify a role of MSL2 in regulating allelic expression in mammals. Allele-specific bulk and single-cell analyses in mouse neural progenitor cells revealed that, in addition to the targets showing biallelic downregulation, a class of genes transitions from biallelic to monoallelic expression after MSL2 loss. Many of these genes are haploinsufficient. In the absence of MSL2, one allele remains active, retaining active histone modifications and transcription factor binding, whereas the other allele is silenced, exhibiting loss of promoter-enhancer contacts and the acquisition of DNA methylation. Msl2-knockout mice show perinatal lethality and heterogeneous phenotypes during embryonic development, supporting a role for MSL2 in regulating gene dosage. The role of MSL2 in preserving biallelic expression of specific dosage-sensitive genes sets the stage for further investigation of other factors that are involved in allelic dosage compensation in mammalian cells, with considerable implications for human disease.


Assuntos
Alelos , Regulação da Expressão Gênica , Ubiquitina-Proteína Ligases , Animais , Feminino , Masculino , Camundongos , Metilação de DNA , Mecanismo Genético de Compensação de Dose , Desenvolvimento Embrionário , Elementos Facilitadores Genéticos , Haploinsuficiência , Histonas/metabolismo , Camundongos Knockout , Regiões Promotoras Genéticas , Fatores de Transcrição/metabolismo , Ubiquitina-Proteína Ligases/deficiência , Ubiquitina-Proteína Ligases/genética , Ubiquitina-Proteína Ligases/metabolismo
3.
Eur J Clin Invest ; : e14278, 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-38949475

RESUMO

BACKGROUND: The glomerular filtration rate (GFR) is estimated by the serum or plasma concentration of creatinine and/or cystatin C using equations that include demographic data. The equations worldwide most widely used are those of the Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) consortium and updated in 2021 to remove the Afro-American racial correction factor. In 2021 and then in 2023, the European Kidney Function Consortium also developed equations based on creatinine and cystatin C, usable across the full age spectrum, and constructed by including the Q value (i.e. the median creatinine or cystatin C in healthy men and women, which is customizable for specific populations). METHODS: The aim of this narrative review is to examine the strengths and weaknesses of each biomarker. RESULTS: Both biomarkers have non-GFR determinants, namely muscle mass, protein intake and tubular secretion for creatinine; dysthyroidism and systemic corticosteroids for cystatin C, as well as other more debated determinants (diabetes, obesity, proteinuria, inflammatory syndrome). These non-GFR determinants are the reason why no equation based on a single endogenous biomarker has an accuracy within 30% greater than 90% over the entire age spectrum (in at least one patient in 10, estimated GFR is at least 30% higher or at least 30% lower than the measured GFR). CONCLUSION: Equations combining the two biomarkers provide a better estimate of GFR, particularly in the subgroup of patients whose estimates based on each of the biomarkers are highly discordant. These patients must also be identified as being at increased risk of morbidity, particularly cardiovascular, and mortality.

4.
Artigo em Inglês | MEDLINE | ID: mdl-39013610

RESUMO

BACKGROUND AND HYPOTHESIS: The estimation of glomerular filtration rate (GFR) is one main tool to detect renal disease. The most used biomarker remains serum creatinine and the European Kidney Function Consortium (EKFCcrea) equation is the most validated in Europe. More recently, cystatin C, has been proposed. We studied the performances of the EKFC equations in a large cohort of subjects according to their diabetic status. METHODS: Four cohorts from the EKFC dataset were retrospectively considered in which the diabetic status was available. GFR was measured by plasma clearances (mGFR) (iohexol or 51Cr-EDTA). The performance of the equations was assessed by calculating bias, precision (IQR) and P30 (percentage of eGFR-values within ± 30% of mGFR). RESULTS: In the whole population (n = 6 158), median [IQR] age was 61 [47;72] years, with 45.8% women. Mean mGFR was 60 [39;82] mL/min/1.73m². Compared to non-diabetic individuals (n = 5 124), diabetic patients (n = 1 034) were older, more frequently male, heavier, and had lower mGFR. The performance of the EKFCcys equation was similar to EKFCcrea, but the EKFCcrea+cys had better P30 than the single-biomarker equations. P30 values were substantially lower in diabetic patients than in non-diabetic but, according to a matched analysis, this is mainly explained by the difference in GFR levels between the two populations, not by diabetic status. CONCLUSION: We showed that equation combining creatinine and cystatin C present a better performance. If accuracy of equations seems better in non-diabetic than in diabetic individuals, it is more due to differences in GFR levels than to the diabetic status.

5.
Radiology ; 309(3): e230567, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38085083

RESUMO

Background Estimating glomerular filtration rate (GFR) from serum creatinine can be inaccurate, and current procedures for measuring GFR are time-consuming and cumbersome. Purpose To develop a method for measuring GFR based on iomeprol clearance assessed at CT urography in kidney donor candidates and compare this with iohexol clearance (reference standard for measuring GFR). Materials and Methods This cross-sectional retrospective study included data from kidney donor candidates who underwent both iohexol clearance and CT urography between July 2016 and October 2022. CT-measured GFR was calculated as the iomeprol excretion rate in the urinary system between arterial and excretory phases (Hounsfield units times milliliters per minute) divided by a surrogate for serum iomeprol concentration in the aorta at the midpoint (in Hounsfield units). Performance of CT-measured GFR was assessed with use of mean bias (mean difference between CT-measured GFR and iohexol clearance), precision (the distance between quartile 1 and quartile 3 of the bias [quartile 3 minus quartile 1], with a small value indicating high precision), and accuracy (percentage of CT-measured GFR values falling within 10%, 20%, and 30% of iohexol clearance values). Intraobserver agreement was assessed for 30 randomly selected individuals with the Lin concordance correlation coefficient. Results A total of 75 kidney donor candidates were included (mean age, 51 years ± 13 [SD]; 45 female). The CT-measured GFR was unbiased (1.1 mL/min/1.73 m2 [95% CI: -1.9, 4.1]) and highly precise (16.2 mL/min/1.73 m2 [quartiles 1 to 3, -6.6 to 9.6]). The accuracy of CT-measured GFR within 10%, 20%, and 30% was 61.3% (95% CI: 50.3, 72.4), 88.0% (95% CI: 80.7, 95.4), and 100%, respectively. Concordance between CT-based GFR measurements taken 2 months apart was almost perfect (correlation coefficient, 0.99 [95% CI: 0.98, 0.99]). Conclusion In living kidney donors, GFR measured based on iomeprol clearance assessed at CT urography showed good agreement with GFR measured based on iohexol clearance. © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Davenport in this issue.


Assuntos
Transplante de Rim , Humanos , Feminino , Pessoa de Meia-Idade , Taxa de Filtração Glomerular , Iohexol , Estudos Retrospectivos , Estudos Transversais , Urografia , Creatinina , Tomografia Computadorizada por Raios X/métodos , Rim/diagnóstico por imagem
6.
Artigo em Inglês | MEDLINE | ID: mdl-37950562

RESUMO

Creatinine-based estimated GFR (eGFR) is imprecise at individual level, due to non-GFR-related serum creatinine determinants, including atypical muscle mass. Cystatin C has the advantage of being independent on muscle mass, a feature that led to the development of race- and sex-free equations. Yet, cystatin C-based equations do not perform better than creatinine-based equations to estimate GFR, unless both variables are included together. The new race-free Chronic Kidney Disease Epidemiology (CKD-EPI) equation, had slight opposite biases between Black and Non-Black subjects in USA, but performs poorer than that the previous version in European populations. The European Kidney Function Consortium (EKFC) equation developed in 2021 can be used both in children and adults, is more accurate in young and old adults, and is applicable to non-white European populations, by rescaling the Q factor, i.e. population median creatinine, in a potentially universal way. A sex- and race-free cystatin C-based EKFC, with the same mathematical design, has also be defined. New developments in the field of GFR estimation would be standardization of cystatin C assays, development of creatinine-based eGFR equations that would incorporate muscle mass data, implementation of new endogenous biomarkers, and the use of artificial intelligence. Standardization of different GFR measurement methods would also be a future challenge, as well as new technologies for measuring GFR. Future research is also needed on discrepancies between cystatin C and creatinine, which is associated with high risk of adverse events: standardize the definition of discrepancy, and understand its determinants.

7.
Nephrol Dial Transplant ; 38(1): 106-118, 2023 Jan 23.
Artigo em Inglês | MEDLINE | ID: mdl-36002032

RESUMO

BACKGROUND: A new Chronic Kidney Disease Epidemiology Collaboration equation without the race variable has been recently proposed (CKD-EPIAS). This equation has neither been validated outside USA nor compared with the new European Kidney Function Consortium (EKFC) and Lund-Malmö Revised (LMREV) equations, developed in European cohorts. METHODS: Standardized creatinine and measured glomerular filtration rate (GFR) from the European EKFC cohorts (n = 13 856 including 6031 individuals in the external validation cohort), from France (n = 4429, including 964 Black Europeans), from Brazil (n = 100) and from Africa (n = 508) were used to test the performances of the equations. A matched analysis between White Europeans and Black Africans or Black Europeans was performed. RESULTS: In White Europeans (n = 9496), both the EKFC and LMREV equations outperformed CKD-EPIAS (bias of -0.6 and -3.2, respectively versus 5.0 mL/min/1.73 m², and accuracy within 30% of 86.9 and 87.4, respectively, versus 80.9%). In Black Europeans and Black Africans, the best performance was observed with the EKFC equation using a specific Q-value (= concentration of serum creatinine in healthy males and females). These results were confirmed in matched analyses, which showed that serum creatinine concentrations were different in White Europeans, Black Europeans and Black Africans for the same measured GFR, age, sex and body mass index. Creatinine differences were more relevant in males. CONCLUSION: In a European and African cohort, the performances of CKD-EPIAS remain suboptimal. The EKFC equation, using usual or dedicated population-specific Q-values, presents the best performance in the whole age range in the European and African populations included in this study.


Assuntos
Insuficiência Renal Crônica , Feminino , Humanos , Masculino , África , Brasil , Creatinina , Europa (Continente) , Taxa de Filtração Glomerular , Insuficiência Renal Crônica/epidemiologia , População Branca , População Negra
8.
Br J Haematol ; 194(6): 1053-1062, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-34131893

RESUMO

The long-term consequences of pre-eclampsia (PrE) for renal function have never been determined in patients with sickle cell disease (SCD). Between 2008 and 2015, we screened 306 pregnancies in women with SCD and identified 40 with PrE (13%). The control group consisted of 65 pregnant SCD patients without PrE. In multivariable analysis, PrE events were associated with an increase of 1 log of lactate dehydrogenase level (adjusted odds ratio, aOR = 3·83, P = 0·05), a decrease of 10 g/l of haemoglobin levels (aOR = 2·48, P = 0·006) and one or more vaso-occlusive crisis during pregnancy (aOR = 16·68, P = 0·002). Estimated glomerular filtration rate (eGFR) was similar in the two groups at steady state but was significantly lower in the PrE group after one year of follow-up and at last follow-up (130 vs 148 ml/min/1·73 m2 , P < 0·001 and 120 vs 130 ml/min/1·73 m2 , P < 0·001, respectively). In multivariable analysis, eGFR had returned to steady-state levels one year after pregnancy in patients without PrE but continued to decrease in patients with PrE (ß = -18·15 ml/min/1·73 m2 , P < 0·001). This decline was more marked at the end of follow-up (ß = -31·15 ml/min, P < 0·001). In conclusion, PrE episodes are associated with a significant risk of subsequent renal function decline in SCD patients.


Assuntos
Anemia Falciforme/fisiopatologia , Nefropatias/fisiopatologia , Rim/fisiopatologia , Pré-Eclâmpsia/fisiopatologia , Adulto , Anemia Falciforme/complicações , Feminino , Seguimentos , Taxa de Filtração Glomerular , Humanos , Nefropatias/etiologia , Gravidez
9.
Br J Clin Pharmacol ; 87(5): 2274-2285, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33217005

RESUMO

AIMS: This prospective study aimed to develop a population pharmacokinetics (PK) model of hydroxyurea (HU) in patients with sickle cell disease. This model can be used to determine the impact of glomerular filtration rate (GFR) on HU kinetics. METHODS: We included 30 patients. They underwent HU pharmacokinetics analyses of plasma and urine. Six underwent PK analyses in 2 periods with and without angiotensin-converting enzyme inhibitor. HU was assayed with a validated high-performance liquid chromatography-UV method. Noncompartmental PK analysis was conducted and a population PK model built with Monolix. This model was validated externally on another 56 patients. HU PK was simulated as a function of GFR. RESULTS: The HU PK model was constructed as a 2-compartment model with first-order absorption and elimination. The quality criteria were good, including for external validation. We found that estimated GFR (eGFR) and body weight affected HU PK, with lower eGFR or body weight associated with a higher HU area under the curve. We recommend the monitoring of HU through eGFR and body weight, which together account for 47% of its variability. Urinary HU fractions and renal clearance were higher in the glomerular hyperfiltration group and lower in the moderate chronic kidney disease group, respectively. No differences in nonrenal HU clearance were observed. CONCLUSION: Estimated GFR has an impact on the kinetics of hydroxyurea, and HU dose should be adapted accordingly. Angiotensin-converting enzyme inhibitor seems to have minor effect on HU PK in adults with sickle cell disease.


Assuntos
Anemia Falciforme , Hidroxiureia , Anemia Falciforme/tratamento farmacológico , Antidrepanocíticos , Humanos , Rim/fisiologia , Estudos Prospectivos
12.
Nephrol Dial Transplant ; 33(4): 709-716, 2018 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-29346631

RESUMO

Background: In kidney transplant recipients, anticardiolipin (ACL) antibodies without antiphospholipid syndrome (APS) are found in up to 38% of patients and could be associated with thrombotic events (TEs). However, the prognostic role of ACL regarding kidney transplant and patients outcomes have still not been well defined. Methods: We conducted an observational, monocentric, retrospective cohort study including 446 kidney transplant recipients and standardized follow-up: 36-month allograft and patient survival, 12-month estimated glomerular filtration rate (eGFR) and 3- and 12-month screening biopsies. Results: ACL tests were run on 247 patients, 101 were positive (ACL+ group, 41%) and 146 were negative (ACL- group, 59%). Allografts and patient survival within 36 months as TE were similar between both groups [hazard ratio (HR) = 1.18 and HR = 0.98, respectively]. The 12-month eGFR was significantly lower in the ACL+ group [median (95% confidence interval) 48.5 (35.1-60.3) versus 51.9 (39.1-65.0) mL/min/1.73 m2, P= 0.042]. ACL+ was independently associated with eGFR decrease (P = 0.04). In 12-month screening biopsies, tubular atrophy was significantly more severe in the ACL+ group compared with the ACL- group (P = 0.02). Conclusions: ACL without APS before kidney transplantation is an independent risk factor of eGFR decline within the first year post-transplant without over-incidence of TEs. Specific immunosuppressive therapy including mammalian target of rapamycin inhibitors should be discussed in the future.


Assuntos
Anticorpos Anticardiolipina/efeitos adversos , Taxa de Filtração Glomerular , Rejeição de Enxerto/etiologia , Sobrevivência de Enxerto , Nefropatias/cirurgia , Transplante de Rim/efeitos adversos , Adulto , Anticorpos Anticardiolipina/sangue , Anticorpos Anticardiolipina/imunologia , Feminino , Rejeição de Enxerto/sangue , Rejeição de Enxerto/patologia , Humanos , Nefropatias/sangue , Nefropatias/imunologia , Masculino , Pessoa de Meia-Idade , Prognóstico , Estudos Retrospectivos , Fatores de Risco , Taxa de Sobrevida , Transplantados
16.
Am J Kidney Dis ; 69(1): 51-59, 2017 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-27663041

RESUMO

BACKGROUND: Our understanding of the pathophysiologic processes underlying sickle cell nephropathy remains incomplete. We performed a pilot study to investigate the potential value of magnetic resonance imaging (MRI) for the assessment of kidney oxygenation and detection of potential changes to tissue perfusion and cellular integrity during a vaso-occlusive crisis. STUDY DESIGN: A case-control study. SETTING & PARTICIPANTS: 10 homozygous patients with sickle cell disease (SCD), without kidney disease (based on estimated glomerular filtration rate and albuminuria), underwent renal MRI during a vaso-occlusive crisis episode. The imaging data obtained were compared with those for a second MRI performed at steady state (median, 56 [IQR, 37-72] days after the vaso-occlusive crisis MRI). The control group consisted of 10 apparently healthy individuals. MEASUREMENTS: Deoxyhemoglobin level assessed by R2* value was calculated using the blood oxygen level-dependent technique. The intravoxel incoherent motion diffusion-weighted imaging technique was used to calculate D, D*, and F parameters. RESULTS: Median medullary R2* values on steady-state MRI were significantly higher for patients with SCD than for controls (P=0.01) and did not change significantly during the vaso-occlusive crisis. No significant differences in median cortical R2* values were observed. Both cellular integrity (D) and local perfusion (D* and F) were significantly altered in medullary and cortical areas during vaso-occlusive crises in comparison to steady state in patients with SCD. These parameters did not differ significantly between patients with SCD assessed at steady state and the control group. LIMITATIONS: Small sample size, estimation of glomerular filtration rate according to CKD-EPI creatinine equation without adjustment for race. CONCLUSIONS: Deoxyhemoglobin levels in the medullary area are higher in patients with SCD, during vaso-occlusive crises and at steady state, than in controls. Alterations to the tissue perfusion and cellular integrity of renal parenchyma are a common finding during vaso-occlusive crises that provide additional evidence that a vaso-occlusive crisis may be associated with subclinical kidney injury detectable on MRI.


Assuntos
Anemia Falciforme/metabolismo , Anemia Falciforme/fisiopatologia , Rim/irrigação sanguínea , Rim/metabolismo , Imageamento por Ressonância Magnética , Oxigênio/metabolismo , Adulto , Anemia Falciforme/diagnóstico por imagem , Estudos de Casos e Controles , Feminino , Humanos , Rim/diagnóstico por imagem , Masculino , Projetos Piloto , Fluxo Sanguíneo Regional , Adulto Jovem
17.
J Am Soc Nephrol ; 27(6): 1847-53, 2016 06.
Artigo em Inglês | MEDLINE | ID: mdl-26586692

RESUMO

The earliest symptom of glomerular injury in patients with sickle cell disease (SCD) is microalbuminuria. The effect of hydroxyurea (HU) on urine albumin-to-creatinine ratio (ACR) is unclear and should be determined, because increasing numbers of patients with SCD take this drug to improve red blood cell function. In this cohort study of 58 SS-homozygous adults with SCD who initiated HU therapy, we evaluated ACR changes and relationships of these changes with demographic, clinical, and biologic parameters at HU initiation (baseline) and 6 months later (follow-up). Between baseline and follow-up, ACR declined significantly for the entire population (3.0-1.7 mg/mmol; P<0.01), but this was primarily driven by the ACR reduction in the microalbuminuria subgroup (8.1-2.3 mg/mmol; P=0.03; n=23). According to bivariate analyses on 39 patients who did not receive a blood transfusion during the study period, the baseline to follow-up ACR decline was strongly associated with decreases in levels of hemolysis markers, percentage of dense red blood cells, and systolic BP. Bivariate analysis also revealed a close association between the ACR decrease and high baseline levels of hemolysis markers and percentage of dense red blood cells. These results show that urine ACR decreased significantly after 6 months of HU and confirm a close relationship between ACR and hemolysis evolution in patients with SCD.


Assuntos
Albuminúria/tratamento farmacológico , Albuminúria/etiologia , Anemia Falciforme/complicações , Antidrepanocíticos/administração & dosagem , Hidroxiureia/administração & dosagem , Adulto , Estudos de Coortes , Feminino , Humanos , Masculino , Fatores de Tempo
18.
Nephrol Dial Transplant ; 30(6): 1047-50, 2015 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-25839741

RESUMO

Of the glomerulonephritis associated with sarcoidosis, membranous nephropathy (MN) is the most prevalent. Coincidence or a causal relationship between these two diseases is unclear. Here, we present for the first time a high prevalence of PLA2R-related MN among patients with MN associated with active sarcoidosis. Our results suggest some causal link between sarcoidosis and PLA2R-related MN. Detection of anti-PLA2R antibodies in serum or PLA2R antigen in biopsy should not be taken as evidence against a secondary cause, particularly sarcoidosis. This important observation can affect treatment decision in these patients.


Assuntos
Anticorpos Anti-Idiotípicos/sangue , Glomerulonefrite Membranosa/diagnóstico , Glomerulonefrite Membranosa/epidemiologia , Receptores da Fosfolipase A2/imunologia , Sarcoidose/fisiopatologia , Adulto , Feminino , França/epidemiologia , Glomerulonefrite Membranosa/sangue , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Prognóstico , Receptores da Fosfolipase A2/sangue , Estudos Retrospectivos , Adulto Jovem
19.
Nephron ; 148(6): 408-414, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38219717

RESUMO

BACKGROUND: In daily practice, glomerular filtration rate (GFR) is estimated with equations including renal biomarkers. Among these biomarkers, serum creatinine remains the most used. However, there are many limitations with serum creatinine, which we will discuss in the current review. We will also discuss how creatinine-based equations have been developed and what we can expect from them in terms of performance to estimate GFR. SUMMARY: Different creatinine-based equations have been proposed. We will show the advantages of the recent European Kidney Function Consortium equation. This equation can be used in children and adults. This equation can also be used with some flexibility in different populations. KEY MESSAGES: GFR is estimated by creatinine-based equations, but the most important for nephrologists is probably to know the limitations of these equations.


Assuntos
Creatinina , Taxa de Filtração Glomerular , Humanos , Adulto , Creatinina/sangue , Testes de Função Renal/métodos , Biomarcadores/sangue
20.
Clin Cancer Res ; 2024 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-38976016

RESUMO

PURPOSE: Recent artificial intelligence (AI) algorithms aided intraoperative decision-making via stimulated Raman histology (SRH) during craniotomy. This study assesses deep-learning algorithms for rapid intraoperative diagnosis from SRH images in small stereotactic-guided brain biopsies. It defines a minimum tissue sample size threshold to ensure diagnostic accuracy. EXPERIMENTAL DESIGN: A prospective single-center study examined 121 SRH images from 84 patients with unclear intracranial lesions undergoing stereotactic brain biopsy. Unprocessed, label-free samples were imaged with a portable fiber-laser Raman scattering microscope. Three deep-learning models were tested to (I) identify tumorous/non-tumorous tissue as qualitative biopsy control, (II) subclassify into high-grade glioma (CNS WHO grade 4), diffuse low-grade glioma (CNS WHO grade 2-3), metastases, lymphoma, or gliosis, and (III) molecularly subtype IDH- and 1p/19q-status of adult-type diffuse gliomas. Model predictions were evaluated against frozen section analysis and final neuropathological diagnoses. RESULTS: The first model identified tumorous/non-tumorous tissue with 91.7% accuracy. Sample size on slides impacted accuracy in brain tumor subclassification (81.6%, κ=0.72 frozen section; 73.9%, κ=0.61 second model), with SRH being smaller than H&E (4.1±2.5mm² vs 16.7±8.2mm², p<0.001). SRH images with over 140 high-quality patches and a mean squeezed sample of 5.26mm² yielded 89.5% accuracy in subclassification and 93.9% in molecular subtyping of adult-type diffuse gliomas. CONCLUSIONS: AI-based SRH image analysis is non-inferior to frozen section analysis in detecting and subclassifying brain tumors during small stereotactic-guided biopsies once a critical squeezed sample size is reached. Beyond frozen section analysis, it enables valid molecular glioma subtyping, allowing faster treatment decisions in the future. Refinement is needed for long-term application.

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