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1.
Sci Rep ; 14(1): 11172, 2024 05 15.
Artigo em Inglês | MEDLINE | ID: mdl-38750192

RESUMO

A significant number of pregnancies are lost in the first trimester and 1-2% are ectopic pregnancies (EPs). Early pregnancy loss in general can cause significant morbidity with bleeding or infection, while EPs are the leading cause of maternal mortality in the first trimester. Symptoms of pregnancy loss and EP are very similar (including pain and bleeding); however, these symptoms are also common in live normally sited pregnancies (LNSP). To date, no biomarkers have been identified to differentiate LNSP from pregnancies that will not progress beyond early gestation (non-viable or EPs), defined together as combined adverse outcomes (CAO). In this study, we present a novel machine learning pipeline to create prediction models that identify a composite biomarker to differentiate LNSP from CAO in symptomatic women. This prospective cohort study included 370 participants. A single blood sample was prospectively collected from participants on first emergency presentation prior to final clinical diagnosis of pregnancy outcome: LNSP, miscarriage, pregnancy of unknown location (PUL) or tubal EP (tEP). Miscarriage, PUL and tEP were grouped together into a CAO group. Human chorionic gonadotrophin ß (ß-hCG) and progesterone concentrations were measured in plasma. Serum samples were subjected to untargeted metabolomic profiling. The cohort was randomly split into train and validation data sets, with the train data set subjected to variable selection. Nine metabolite signals were identified as key discriminators of LNSP versus CAO. Random forest models were constructed using stable metabolite signals alone, or in combination with plasma hormone concentrations and demographic data. When comparing LNSP with CAO, a model with stable metabolite signals only demonstrated a modest predictive accuracy (0.68), which was comparable to a model of ß-hCG and progesterone (0.71). The best model for LNSP prediction comprised stable metabolite signals and hormone concentrations (accuracy = 0.79). In conclusion, serum metabolite levels and biochemical markers from a single blood sample possess modest predictive utility in differentiating LNSP from CAO pregnancies upon first presentation, which is improved by variable selection and combination using machine learning. A diagnostic test to confirm LNSP and thus exclude pregnancies affecting maternal morbidity and potentially life-threatening outcomes would be invaluable in emergency situations.


Assuntos
Biomarcadores , Gravidez Ectópica , Humanos , Feminino , Gravidez , Adulto , Gravidez Ectópica/diagnóstico , Gravidez Ectópica/sangue , Biomarcadores/sangue , Estudos Prospectivos , Primeiro Trimestre da Gravidez/sangue , Aprendizado de Máquina , Aborto Espontâneo/diagnóstico , Aborto Espontâneo/sangue , Resultado da Gravidez , Progesterona/sangue , Gonadotropina Coriônica Humana Subunidade beta/sangue , Gonadotropina Coriônica Humana Subunidade beta/metabolismo
2.
Reprod Biol Endocrinol ; 16(1): 67, 2018 Jul 18.
Artigo em Inglês | MEDLINE | ID: mdl-30021652

RESUMO

BACKGROUND: Endometriosis is a common condition associated with growth of endometrial-like tissue beyond the uterine cavity. Previous reports have suggested a role for uNK cells in the pathogenesis of endometriosis postulating that survival and accumulation of menstrual endometrial tissue in the peritoneal cavity may relate to a reduction in the cytotoxic activity of peripheral blood NK cells. We aimed to assess the differences in percentage of uNK cells and their phenotypical characterization in eutopic and ectopic endometrial samples from women with and without endometriosis and baboons with induced endometriosis. METHODS: Eutopic and ectopic endometrial samples from 82 women across the menstrual cycle with/without endometriosis and from 8 baboons before and after induction of endometriosis were examined for CD56 and NKp30 expression with immunohistochemistry, quantified using computer assisted image analysis. Curated secretory phase endometrial microarray datasets were interrogated for NK cell receptors and their ligands. In silico data was validated by examining the secretory phase eutopic endometrium of women with and without endometriosis (n = 8/group) for the immuno-expression of BAG6 protein. RESULTS: The percentage of uNK cells increased progressively from the proliferative phase with the highest levels in the late secretory phase in the eutopic endometrium of women with and without endometriosis. The percentage of uNK cells in ectopic lesions remained significantly low throughout the cycle. In baboons, induction of endometriosis increased the percentage of uNK in the ectopic lesions but not NKp30. Published eutopic endometrial microarray datasets demonstrated significant upregulation of NKp30 and its ligand BAG6 in women with endometriosis compared with controls. Immunohistochemical staining scores for BAG6 was also significantly higher in secretory phase eutopic endometrium from women with endometriosis compared with the endometrium of healthy women (n = 8/group). CONCLUSIONS: The dynamic increase in the percentage of uNK cells in the secretory phase is preserved in the endometrium of women with endometriosis. The low number of uNK cells in human and baboon ectopic lesions may be due to their exaggerated reduction in hormonal responsiveness (progesterone resistance).


Assuntos
Endometriose/imunologia , Endométrio/imunologia , Células Matadoras Naturais/fisiologia , Papio/imunologia , Animais , Antígeno CD56/metabolismo , Biologia Computacional , Endometriose/metabolismo , Feminino , Humanos , Imuno-Histoquímica , Receptor 3 Desencadeador da Citotoxicidade Natural/metabolismo
3.
J Reprod Immunol ; 97(2): 183-5, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-23414625

RESUMO

Interest in uterine NK cell density as a diagnostic or screening tool in reproductive disorders is growing. However, current methods of analysis are time consuming. In this study, 997 images from 100 women were analysed both by the currently used method combining manual and computer aided counting, and by using colour splitting combined with area measurement as an estimate of positively stained cells. Good correlation was found between both methods (r(2)=0.92) centred around the line of equality, with no systematic differences observed in Bland Altman plots. The area measurement was significantly faster and thus is a useful screening method.


Assuntos
Células Matadoras Naturais/citologia , Contagem de Linfócitos/métodos , Antígeno CD56/análise , Contagem de Células , Diagnóstico por Computador/métodos , Feminino , Humanos , Processamento de Imagem Assistida por Computador/métodos , Útero/citologia
4.
Acta Paediatr ; 102(4): 356-9, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-23289596

RESUMO

AIM: The major advantage of salivary cortisol sampling is that it is considerably less invasive than taking a blood sample. However, previous methods of obtaining saliva in premature infants have been poorly tolerated and inaccurate. We describe a simple, non-distressing technique for obtaining saliva samples to assess extremely premature infants' salivary cortisol status. METHODS: We prospectively obtained early morning saliva samples from extremely premature infants. Their gestational age ranged between 23 and 27 weeks. Saliva was obtained using four standard universal swabs by placing one swab at a time in the infant's mouth for 1-2 min. No salivary stimulants were used. RESULTS: There were 65 infants (36 males). Mean gestation was 25.3 ± 1.3 weeks. This technique had a success rate of 85% in obtaining a mean of 150 µL of saliva (range 50-350 µL) by trained staff. No adverse events were recorded. CONCLUSION: We describe a novel, safe, non-distressing and effective method of saliva collection for salivary cortisol measurement in extremely premature infants.


Assuntos
Glândulas Suprarrenais/fisiologia , Hidrocortisona/análise , Lactente Extremamente Prematuro/fisiologia , Saliva/química , Manejo de Espécimes/métodos , Feminino , Humanos , Recém-Nascido , Masculino , Estudos Prospectivos , Manejo de Espécimes/instrumentação
5.
Hum Reprod ; 27(1): 183-95, 2012 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-22081249

RESUMO

BACKGROUND: Angiogenesis is a key feature of endometrial development. Inappropriate endometrial vascular development has been associated with recurrent miscarriage (RM) with increased amounts of perivascular smooth muscle cells surrounding them. METHODS: In the current study, we have used immunohistochemistry to study temporal and spatial expression of a series of angiogenic growth factors (AGFs) and their receptors; vascular endothelial growth factor (VEGF)-A, VEGF-C, VEGF-D, VEGF-R1, VEGF-R2, VEGF-R3, platelet-derived growth factor (PDGF)-BB, PDGF-Rα, PDGF-Rß, transforming growth factor (TGF)-ß1, TGF-ßRI, TGF-ßRII, angiopoietin (Ang)-1, Ang-2 and Tie-2, in the proliferative, early secretory and mid-late secretory phase endometrium from control women as well as in the mid-late secretory phase of women with a history of RM. The AGFs and their receptors studied were immunostained and assessed separately in stromal, vascular smooth muscle, endothelial and glandular epithelial cells. Laser capture microdissection and real-time RT-PCR were used to confirm expression patterns observed by immunohistochemistry. RESULTS: Most AGFs investigated showed both temporal and spatial expression patterns in normal cycling endometrium. In addition, immunostaining intensity for several AGFs was altered in women with a history of RM, particularly in vascular smooth muscle cells (VSMCs). VSMC expression of TGF-ß1, VEGF-R1 and VEGF-R2 was increased while expression of PDGF-BB, TGF-ßRI, TGF-ßRII, Ang-2, VEGF-A and VEGF-C was reduced. CONCLUSIONS: This study confirms that the cycling endometrium is a highly angiogenic tissue and that this process is likely to be altered in women with a history of RM and may contribute to the aetiology of this condition.


Assuntos
Endométrio/citologia , Regulação da Expressão Gênica , Peptídeos e Proteínas de Sinalização Intercelular/metabolismo , Aborto Habitual/metabolismo , Adulto , Biópsia/métodos , Endométrio/metabolismo , Feminino , Humanos , Imuno-Histoquímica/métodos , Ciclo Menstrual/metabolismo , Pessoa de Meia-Idade , Modelos Biológicos , Miócitos de Músculo Liso/citologia , Neovascularização Patológica , Gravidez , Fatores de Tempo
6.
Histopathology ; 59(6): 1156-62, 2011 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-22175895

RESUMO

AIMS: Studies of uterine natural killer (uNK) cells require reliable measurements of uNK cell density among diverse endometrial tissue. The aim of this study was to compare cell counting manually with two computer-aided methods based on a public domain software package, ImageJ. METHODS AND RESULTS: Immunohistochemistry (IHC) of CD56(+) uNK cells was performed on endometrium from recurrent miscarriage patients. Numbers of stromal cells per high-power field (HPF) were counted by two observers using: (i) manual tally counter and graticule; (ii) ImageJ 'point picker' tool; and (iii) ImageJ 'particle analysis' tool. Coefficients of variation (CV) and Bland-Altman plots were used to evaluate interobserver differences. Evaluation of %uNK using ImageJ particle analysis for stromal cell counts and point picker tool for uNK counts was undertaken. Point picker and particle analysis were significantly better than manual counting [interobserver CVs mean (standard deviation) 6.1% (3.3%); 4.7% (3.9%), 8.2% (6.5%), respectively]. Mean inter- and intra-observer CVs for %uNK were 10.3% (6.6%), 8.5% (4.9%) and 6.8% (4.3%), respectively. Bland-Altman analysis revealed no systematic differences in cell counts with the number of cells in the image for each method. CONCLUSIONS: Compared to manual cell counting, computer-aided image analysis yields more reproducible results for the assessment of uNK cells density using IHC.


Assuntos
Aborto Habitual/patologia , Contagem de Células/métodos , Endométrio/patologia , Células Matadoras Naturais/citologia , Feminino , Humanos , Interpretação de Imagem Assistida por Computador , Imuno-Histoquímica , Variações Dependentes do Observador , Gravidez , Reprodutibilidade dos Testes , Software
7.
Angiogenesis ; 14(4): 523-32, 2011 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-21984529

RESUMO

BACKGROUND: Uterine natural killer (uNK) cells and endometrial blood vessel maturation are increased in the luteal phase of the menstrual cycle in a subset of women with recurrent miscarriage (RM). uNK cell numbers are reduced after treatment with prednisolone (20 mg/day for 3 weeks). HYPOTHESES: Prednisolone treatment reduces endometrial vascular maturation and angiogenic growth factor expression in women with RM with increased uNK cells. METHODS: Endometrial biopsies (n = 18 paired samples) from women with RM at LH + 7 before and during prednisolone treatment (20 mg/day for 3 weeks) were snap frozen. Total RNA and cDNA was prepared and used in a human angiogenesis RT-PCR superarray (84 genes, n = 6 pairs) with results validated using RT-PCR (n = 15 pairs). Immunohistochemistry (n = 15 pairs) was performed for Factor VIII, α-smooth muscle actin (α-SMA) and myosin heavy chain (MyHC) and the total number of vessels and the percentage of vessels completely surrounded by vascular smooth muscle cells (VSMCs) were determined. RESULTS: During prednisolone treatment there was no change in the total number of endometrial blood vessels but the percentage of vessels completely surrounded by VSMCs was decreased (α-SMA P < 0.0001; MyHC P < 0.0001). Endometrial EGF and STAB 1 expression was decreased during prednisolone treatment in samples from woman who went on to have a live birth. CONCLUSIONS: The effect of prednisolone therapy for some women with RM may be due to altered endometrial angiogenic growth factor expression and reduced blood vessel maturation.


Assuntos
Aborto Habitual/tratamento farmacológico , Aborto Habitual/patologia , Indutores da Angiogênese/metabolismo , Endométrio/irrigação sanguínea , Músculo Liso Vascular/efeitos dos fármacos , Neovascularização Fisiológica/efeitos dos fármacos , Prednisolona/farmacologia , Actinas/metabolismo , Adulto , Endométrio/efeitos dos fármacos , Fator VIII/metabolismo , Feminino , Humanos , Imuno-Histoquímica , Células Matadoras Naturais/efeitos dos fármacos , Pessoa de Meia-Idade , Músculo Liso Vascular/citologia , Cadeias Pesadas de Miosina/metabolismo , Neovascularização Fisiológica/fisiologia , Gravidez , Resultado da Gravidez , Reação em Cadeia da Polimerase em Tempo Real , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Estatísticas não Paramétricas , Reino Unido , Útero/citologia , Útero/imunologia
8.
Biol Neonate ; 87(3): 178-80, 2005.
Artigo em Inglês | MEDLINE | ID: mdl-15591818

RESUMO

BACKGROUND: Low levels of glutathione are associated with subsequent chronic lung disease in preterm infants. Incorporation of glutathione into liposomes offers a method of increasing levels with a prolonged half-life compared with direct inhalation. OBJECTIVES: The aim of this study was to examine the clinical feasibility of administering a single dose of liposomal glutathione and its effectiveness at raising glutathione at 12 and 24 h after treatment. METHODS: Fourteen ventilated preterm infants from the Regional Neonatal Intensive Care Unit at Liverpool Women's Hospital received 1 mg/kg or 10 mg/kg liposomal glutathione intra-tracheally and bronchoalveolar lavage fluid was collected prior to treatment, 12 and 24 h after dosing for glutathione and malondialdehyde estimation. RESULTS: Mean glutathione was initially 12.2 micromol/l, increasing to 52.8 micromol/l at 12 h (p = 0.006). Mean malondialdehyde was initially 265.6 nmol/l decreasing to 11.2 nmol/l at 12 h (p = 0.018). CONCLUSIONS: Intra-tracheal liposomal glutathione instillation offers a feasible method of raising pulmonary glutathione in preterm infants and shows biochemical antioxidant effects.


Assuntos
Biomarcadores/metabolismo , Líquido da Lavagem Broncoalveolar/química , Glutationa/administração & dosagem , Recém-Nascido Prematuro , Pulmão/metabolismo , Estresse Oxidativo/efeitos dos fármacos , Síndrome do Desconforto Respiratório do Recém-Nascido/tratamento farmacológico , Relação Dose-Resposta a Droga , Estudos de Viabilidade , Glutationa/metabolismo , Glutationa/uso terapêutico , Humanos , Recém-Nascido , Intubação Intratraqueal , Lipossomos , Malondialdeído/metabolismo , Oxirredução , Respiração Artificial , Síndrome do Desconforto Respiratório do Recém-Nascido/metabolismo , Síndrome do Desconforto Respiratório do Recém-Nascido/terapia , Fatores de Tempo
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