Machine learning applied to ambulatory blood pressure monitoring: a new tool to diagnose autonomic failure?

BACKGROUND: Autonomic failure (AF) complicates Parkinson's disease (PD) in one-third of cases, resulting in complex blood pressure (BP) abnormalities. While autonomic testing represents the diagnostic gold standard for AF, accessibility to this examination remains limited to a few tertiary referral centers. OBJECTIVE: The present study sought to investigate the accuracy of a machine learning algorithm applied to 24-h ambulatory BP monitoring (ABPM) as a tool to facilitate the diagnosis of AF in patients with PD. METHODS: Consecutive PD patients naïve to vasoactive medications underwent 24 h-ABPM and autonomic testing. The diagnostic accuracy of a Linear Discriminant Analysis (LDA) model exploiting ABPM parameters was compared to autonomic testing (as per a modified version of the Composite Autonomic Symptom Score not including the sudomotor score) in the diagnosis of AF. RESULTS: The study population consisted of n = 80 PD patients (33% female) with a mean age of 64 ± 10 years old and disease duration of 6.2 ± 4 years. The prevalence of AF at the autonomic testing was 36%. The LDA model showed 91.3% accuracy (98.0% specificity, 79.3% sensitivity) in predicting AF, significantly higher than any of the ABPM variables considered individually (hypotensive episodes = 82%; reverse dipping = 79%; awakening hypotension = 74%). CONCLUSION: LDA model based on 24-h ABPM parameters can effectively predict AF, allowing greater accessibility to an accurate and easy to administer test for AF. Potential applications range from systematic AF screening to monitoring and treating blood pressure dysregulation caused by PD and other neurodegenerative disorders.

Screening indexes for cardiovascular autonomic failure in Parkinson's disease.

Autonomic failure (AF) is a common source of orthostatic hypotension (OH) in Parkinson's disease (PD). The diagnosis of AF is difficult on clinical grounds alone. We used autonomic testing and 24-h BP monitoring (ABPM) in 122 PD patients to evaluate the diagnostic accuracy of AF by (1) the reduced heart rate increase to fall in blood pressure (BP) ratio (ΔHR/ΔSBP), (2) reverse dipping (RD), and (3) increased diurnal systolic BP standard deviation (SD-SBP). Among patients with OH, ΔHR/ΔSBP yielded the best accuracy (85%), with excellent sensitivity (92%) and acceptable specificity (67%). RD and, to a lesser extent, SD-SBP had high specificity (93% and 73%, respectively) but low sensitivity, resulting in overall moderate accuracy (66% and 55%, respectively). In patients with OH, the addition of ABPM indexes to ΔHR/ΔSBP did not result in a significant improvement of accuracy. In patients without OH, RD and SD-SBP may be useful showing an accuracy of 72% and 81%, respectively, with high negative predictive value when both RD and increased SD-SBP are absent. The integration of bedside (∆HR/∆SBP) and ABPM-derived indexes can assist the clinician in screening PD patients for AF and guide referral to autonomic testing.

Etiología y evolución de recién nacidos con hipotiroidismo congénito y glándula eutópica / Etiology and evolution of newborns with congenital hypothyroidism and eutopic thyroid gland

RESUMEN Objetivos Analizar las características clínicas, bioquímicas, estudios complementarios, hallazgos moleculares y la prevalencia de glándula eutópica en neonatos con HC pertenecientes al Programa Provincial de Pesquisa Neonatal de Córdoba, Argentina, entre 1996 y 2015. Analizar la evolución de los pacientes que reunieron criterios para una reevaluación. Pacientes y métodos Se analizaron retrospectivamente las historias clínicas de 237 pacientes detectados por pesquisa neonatal en la provincia de Córdoba, Argentina, entre 1996-2015 con una incidencia promedio de 1/2146 pesquisados. Presentaron glándula eutópica 81 pacientes (34%) F35/M46; se excluyeron 10 con síndromes genéticos asociados. Se analizaron los niveles de: TSH, T4T, T4L, T3, TPOAb / TGAb y Tiroglobulina (ECLIA -ROCHE) (VR: >15 días: 6-83 ng/ ml; <15 días: 29-173 ng/ml), ecografía y centellografía de cuello con Tc-99m. El valor de corte de TSH sérica adoptado para la confirmación diagnóstica fue de ≥10 mUI/ml. Se realizaron estudios de biología molecular en casos seleccionados. Se reevaluaron niños mayores de 3 años, sin bocio, con valores normales de Tiroglobulina y sin requerimiento de incrementos en la dosis de LT4. Resultados: La prevalencia de HC y Tiroides Eutópica se mantuvo constante. El 50% de los pacientes (36/71) mostraron hiperplasia glandular tiroidea. El 84% (n: 60 de 71) presentó niveles de TSH sérica ≥20 uUI/ml (20-1186) y el 75% (n: 53 de 71) >40 uUI/ml (40-1186). TGAb and TPOAb fueron positivos en un niño. La determinación de TG fue normal en el 29% (21/71) de los casos, elevada en el 56% (39/71) y baja en el 14% (10/71). Los estudios de biología molecular resultaron diagnósticos en 26 pacientes de 18 familias, demostrándose mutaciones en los genes de: TPO: 9 pacientes, TG: 12 pacientes, NIS: 2 pacientes, DUOX2: 2 pacientes y TRβ: 1 paciente. Se encontraron 11 nuevas mutaciones: tres en TPO, cinco en TG, dos en NIS y una en DUOX2. Se informaron anomalías congénitas en el 11% (8/71) de los pacientes. Se reevaluó el 11% (8/71) de los niños, resultando: HC transitorio n: 5, permanente n: 2 y una niña con Síndrome de Resistencia a las Hormonas Tiroideas. La prevalencia de lactantes con HC y glándula eutópica se mantuvo constante a lo largo de 19 años del Programa. Conclusiones Nuestros estudios demuestran que la prevalencia de Hipotiroidismo Congénito con glándula eutópica se mantuvo estable en los períodos analizados. Este grupo de pacientes se caracterizó predominantemente por presentar HC de carácter permanente acompañado por fenotipos de moderada a severa intensidad. En el futuro deberá profundizarse el conocimiento respecto a la influencia de factores medioambientales, como posibles agentes de riesgo asociados a la génesis de Hipotiroidismo Congénito.

abstract Objectives To describe clinical, biochemical characteristics and complementary studies to diagnosis, molecular findings and the prevalence of eutopic gland in newborn with CH detected through our neonatal screening program in Córdoba, Argentina, between 1996 and 2015. To analyze the evolution of the patients who met criteria for re-evaluation. Patients and methods We retrospectively analysed medical records of 237 patients with CH detected by neonatal screening in Córdoba, Argentina, from 1996 to 2015 with an average incidence of 1/2146 researched. 81 patients (34%) F35/M46 had eutopic thyroid gland; 10 patients with associated genetic syndromes were excluded. TT4, FT4, T3, TSH, TPOAb, TGAb and Thyroglobulin (VR: >15 days: 6-83 ng/ml; <15 days: 29-173 ng/ml) (ECLIA ROCHE), thyroid ultrasonography and 99Tc scan were assessed. The serum TSH cutoff value adopted for diagnostic confirmation was ≥10 mIU/ml. Molecular biology studies were performed in selected cases. Those who had no goiter, with normal thyroglobulin, and had not required increases in L-T4 dose underwent re-evaluation after the age of 3 years. Results The prevalence of HC and thyroid Eutopic remained constant. 50% of the patients (36/71) showed glandular hyperplasia. In 84% (60/71) presented serum TSH levels ≥20 uUI/ml (20-1186) and in 75% (n: 53 of 71) levels >40 uUI/ml (40-1186). TGAb and TPOAb were positive only in one baby. TG levels were: normal in 29% (21/71) of the cases, elevated in 56% (39/71) and low in 14% (10/71). Gene mutations were found in 26 patients from 18 families: TPO: 9 patients, TG: 12 patients, NIS: 2 patients, DUOX2: 2 patients y TRβ: 1 patient. Eleven new mutations were found: three in TPO, five in TG, two in NIS and one in DUOX2. Congenital anomalies were reported in 11% (8/71) patients. The 11% (8/71) of children were re-evaluated resulting in: 5 Transient CH, 2 Permanent CH and 1 with Resistance to Thyroid Hormones. The prevalence of infants with CH and eutopic gland remained constant along 19 years of the Program. Conclusions Our studies show that the prevalence of congenital hypothyroidism with eutopic gland remained stable in the periods analyzed. This group of patients was predominantly characterized by permanent CH accompanied by moderate to severe phenotypes. In the future, knowledge about the influence of environmental factors, as possible risk agents associated with the genesis of Congenital Hypothyroidism, should be deepened.

Orthostatic hypotension in a cohort of hypertensive patients referring to a hypertension clinic.

The prevalence of orthostatic hypotension (OH) in hypertensive patients ranges from 3 to 26%. Drugs are a common cause of non-neurogenic OH. In the present study, we retrospectively evaluated the medical records of 9242 patients with essential hypertension referred to our Hypertension Unit. We analysed data on supine and standing blood pressure values, age, sex, severity of hypertension and therapeutic associations of drugs, commonly used in the treatment of hypertension. OH was present in 957 patients (10.4%). Drug combinations including α-blockers, centrally acting drugs, non-dihydropyridine calcium-channel blockers and diuretics were associated with OH. These pharmacological associations must be administered with caution, especially in hypertensive patients at high risk of OH (elderly or with severe and uncontrolled hypertension). Angiotensin-receptor blocker (ARB) seems to be not related with OH and may have a potential protective effect on the development of OH.

Exercise intensity and lymphocyte subset apoptosis.

This investigation assessed the lymphocyte subset response to increasing intensity. Participants completed an exertion test (VO(2max)), and later performed a 10-min run at 76% VO(2max), 5-min at 87%, and run to exhaustion at 100% intensity. Blood was sampled at rest, following each intensity, and 1-h post. Cell concentration, apoptosis (annexin V) and migration (CX3CR1) were evaluated in CD4+, CD8+, and CD19+ subsets. Relative data were analyzed using 1-way ANOVA with significance at P≤0.05. Absolute changes from rest (Δ baseline) were calculated for exercise conditions. CX3CR1 displayed relative changes 1-h post, (CD8+ Pre=58%, Post=68%, 1 h-Post=37%, P=0.04) (CD19+ Pre=1.9%, Post=3.2%, 1 h-Post=5.2%, P=0.02). No relative changes were noted for subsets and annexin V. Absolute changes revealed that CD4+/annexin V+ and CD8+/annexin V+ significantly increased at 76%,(P<0.01). Significant absolute increases were observed in CD4+/CX3CR1 at 87% VO2max, and at 87% and 100% VO2max in CD8+/CX3CR1 (P<0.01). Subsets respond differently with intensity with respect to cell count, and markers of apoptosis and cell migration. CD4+ and CD8+ appear to be prone to apoptosis with moderate exercise, but significant increases in migration at higher intensities suggests movement of these cells from the vasculature in postexercise measurements.

Total iron-overload measurement in the human liver region by the magnetic iron detector.

An accurate assessment of body iron accumulation is essential for the diagnosis and therapy of iron overload in diseases, such as hemochromatosis, thalassemia and other forms of severe anemias. The magnetic iron detector (MID) is a room-temperature susceptometer, which measures the total iron overload in the liver. Since February 2005, about 600 patients have been assessed using this device. The iron overload is obtained by calculating the difference between the measured magnetization signal of the patient and the patient's background signal. The latter is the magnetization signal that the patient would generate with normal iron content. This study presents the method for calculating the background signal of healthy volunteers and the application of the same method to patients with iron burden in order to evaluate their overload. The present MID sensitivity is 0.8 g and the reproducibility of the iron overload measurement of the same patients is lower than 0.5 g. The MID does not require calibration with liver biopsies. We correlated the MID measurements with the results of 26 biopsies (R = 0.62), 64 superconducting quantum interference device susceptometer measurements (R = 0.79), 666 serum ferritin concentration measurements (R = 0.72), and 41 MRI- R2* measurements (R = 0.71).

Growth hormone (GH) treatment reduces peripheral thyroid hormone action in girls with Turner syndrome.

OBJECTIVE: Turner syndrome (TS) is an indication for GH therapy in spite of the modest growth response. Somatic growth depends not only on GH insulin-like growth factor I (IGF-I) axis but also on thyroid hormone (TH) status. We have previously reported that supraphysiological IGF-I levels diminished TH actions in rat tissues by reducing the nuclear TH receptor (TR). GH treatment to TS patients induces high IGF-I levels and therefore a reduction of TH action in tissues may be expected. We aimed at evaluating the effect of GH therapy in TS girls on peripheral TH action. DESIGN AND PATIENTS: We set up a reverse transcription-polymerase chain reaction (RT-PCR) for TR mRNA estimation in peripheral blood mononuclear cells (PBMC) and compared TR mRNA levels from 10 normal, 10 TS and 10 TS girls under GH therapy (0.33 mg/kg/week for 0.5-2 years). MEASUREMENTS: After RNA extraction from PBMC, TR and beta-actin mRNAs were coamplified by RT-PCR. In addition serum biochemical markers of TH action were measured: thyrotropin (TSH), sex hormone binding globulin (SHBG), osteocalcin (OC), beta-crosslaps (beta-CL), iodothyronines by electrochemiluminescency and IGF-I by immunoradiometric assay (IRMA) with extraction. RESULTS: TR mRNAs from PBMC were reduced in TS patients under GH treatment. In turn, serum TSH, OC, beta-CL and IGF-I were increased while SHBG was reduced by GH treatment in TS patients. CONCLUSIONS: GH treatment reduced TR expression in PBMC and biochemical serum markers of TH action. These results suggest that GH treatment in TS patients impair peripheral TH action at tissue level and prompt a role in the reduced growth response to the therapy.