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Biomedical subjects

R Bellazzi

Publications and source records attributed to R Bellazzi.

At least 55 records · Page 3Linked to original sources

Reusable influence diagrams.

Influence Diagrams have been recognized as a suitable formalism for building probabilistic expert systems. Nevertheless, the most part of applications consists in stand-alone systems, concerning a very limited domain. On the other hand, Artificial Intelligence research has outlined Blackboard Architectures as the basis for building expert systems in which several knowledge sources, in general built with different formalisms, cooperate to the solution of a complex task. This paper addresses the use of influence diagrams as knowledge sources of such a system, and particularly faces the problem of reusing the same influence diagram in different inference phases. We will show that, specially in planning tasks, the modularity requirement of keeping the knowledge sources separated, may imply that an influence diagram must call another influence diagram to solve itself and to maintain the coherence of the whole set of decisions underlying the plan. Conditions for the correctness of this concatenation of knowledge sources will be provided, and an example from the medical domain of therapy planning for Acute Myeloid Leukemia will be shown, as an implemented prototype exploiting these ideas.

Acute Disease↗

Enhanced LDL oxidation in uremic patients: an additional mechanism for accelerated atherosclerosis?

Since oxidized low-density lipoprotein (LDL) is more atherogenic than native LDL, LDL oxidation was investigated in uremic patients who often develop accelerated atherogenesis. Three groups of uremic patients were studied (10 on predialysis conservative therapy, 11 on repetitive hemodialysis, 13 on peritoneal dialysis) and compared with seventy matched controls. LDL oxidation was evaluated in all patients as: (i) the susceptibility to in vitro oxidation (by measuring the resistance to Cu(++)-induced formation of conjugated dienes), (ii) vitamin E concentration in LDL, and (iii) presence of plasma anti-oxidized LDL antibodies, expressed as the ratio anti-oxLDL/anti-nativeLDL antibodies. The lipid profile was studied in all patients. Vitamin E concentration did not differ between the various groups, although LDL from uremic patients appeared more susceptible to in vitro and in vivo oxidation (as demonstrated by an earlier generation of conjugated dienes and by the presence of an higher antibody ratio) compared to control subjects. Subclass analysis of the different patients revealed that peritoneal dialysis treatment ameliorated the oxidation markers. However, a prolonged dialytic treatment caused a decrease in vitamin E concentration in LDL and increased their susceptibility to oxidation.

Arteriosclerosis↗

Autoantibodies against oxidatively-modified LDL in uremic patients undergoing dialysis.

Target-specific oxidation processes in LDL generate molecular epitopes that are more atherogenic than the native forms and are able to elicit an immunological reaction leading to the formation of anti-oxLDL autoantibodies (oxLDL-Ab) that may participate in the overall process of atherogenesis. Thus, the detection of oxLDLAb, in addition to mirroring the occurrence of in vivo LDL oxidation, will give valuable information on the occurrence of this immune response. Plasma oxLDLAb (IgG and IgM) were measured in 72 control subjects (CS) and in 80 patients with chronic renal failure (CRF), undergoing repetitive hemodialysis (N = 56) or peritoneal dialysis (N = 24), with an ELISA method using native LDL, CuSO4-oxidized LDL (oxLDL) or malondialdehyde-derivatized LDL (MDA-LDL) as antigens. To monitor cross reactivity of the antibodies detected with other oxidatively-modified proteins, human serum albumin (HSA) and MDA-derivatized HSA (MDA-HSA) were also employed as antigens. The antibody titer was calculated as the ratio of antibodies against modified versus native proteins. CRF patients had an antibody ratio significantly higher than CS as concerning anti-oxLDL IgG (1.39 +/- 0.36 vs. 1.05 +/- 0.3, P < 0.05) and IgM (2.15 +/- 0.75 vs. 1.43 +/- 0.43, P < 0.01), and anti-MDA-LDL IgG (3.05 +/- 0.74 vs. 2.04 +/- 0.42, P < 0.01) and IgM (5.55 +/- 1.79 vs. 2.9 +/- 0.85, P < 0.01). The anti-MDA-HSA antibody titer was also higher in CRF patients than in CS (2.49 +/- 0.5 vs. 1.46 +/- 0.39, P < 0.01 for IgG and 2.80 +/- 1.03 vs. 1.26 +/- 0.43, P < 0.01 for IgM).(ABSTRACT TRUNCATED AT 250 WORDS)

Aldehydes↗

Calcium mass balance and behavior of intact immunoreactive parathyroid hormone in acetate-free biofiltration: acute and one-year evaluation.

The present study evaluated calcium mass balance (MB) during acetate-free biofiltration (AFB) with a dialysate calcium concentration of 2 mmol/l and different ultrafiltration rates (UF; 42.5 ml/min in schedule 1 and 48.5 ml/min in schedule 3), and with a calcium concentration of 1.75 mmol/l but an UF of 43 ml/min (schedule 2). We also examined the effects of these schedules on the behavior of intact parathyroid hormone (I-PTH). AFB according to schedule 1 and 3 achieve a positive calcium MB (8.49 +/- 1.56 and 5.59 +/- 1.06 mmol, respectively), while in schedule 2 calcium MB merely balanced (0.07 +/- 2.29 mmol/l). A significant acute intradialytic I-PTH decrease was observed with all schedules; after 1 month, however, predialytic PTH values were unchanged in schedules 1 and 3, but worsening was noted in schedule 2. Subsequently, AFB was performed for 12 months employing a dialytic schedule (No. 1) involving a positive calcium balance. A year later I-PTH was significantly lower, thus proving that AFB may play an additional part in controlling secondary hyperparathyroidism.

Acetates↗

High- and low-flux acetate-free biofiltration: experimental assessment of calcium mass balance and intact parathyroid hormone behaviour.

We studied total calcium mass balance and plasma intact parathyroid hormone behaviour in 10 uraemic patients who underwent acetate-free biofiltration carried out in accordance with six different dialytic schedules, where either a polyacrylonitrile or a polysulphone membrane was used. Schedules 1 and 2 involved a reinfusion flow rate of 33.3 ml/min with a dialysate calcium concentration (DCa) of 1.75 and 2 mmol/l respectively; in schedule 3, 4, 5 and 6 reinfusion flow rate amounted to 50 ml/min and DCa was respectively of 1.75, 2, 2.25 and 2.5 mmol/l. Dehydration remained unchanged in all schedules: 700 g/h. Finally high- and low-flux acetate-free biofiltration are able to induce different Ca mass balance which may suit different therapeutic contexts. Ca mass balance was either positive or negative depending on reinfusion flow rate and DCa. With a reinfusion flow rate of 33.3 ml/min a DCa of at least 2 mmol/l was necessary to obtain a positive mass balance, while with a reinfusion flow rate of 50 ml/min DCa had to equal 2.25 mmol/l. In high-flux acetate-free biofiltration, the estimation of predialytic Ca2+ and DCa values, using a simple formula, allows prediction of the mass balance that will be attained. At the end of acetate-free biofiltration, intact parathyroid hormone always decreased when a polyacrylonitrile membrane was employed while it increased, in the presence of negative Ca mass balance with a polysulphone membrane.

Acetates↗

Long-term effect of oral calcitriol single weekly pulse in CAPD and in HD.

This study was undertaken to evaluate the long-term effect of single weekly oral pulse calcitriol therapy (0.05 mcg/kg) in 16 uremic patients. Eight (5 female, 3 male; aged 51.6 +/- 8.5 years) were on continuous ambulatory peritoneal dialysis (CAPD) for 28.8 +/- 12.7 months with basal intact parathyroid hormone (iPTH) 247 +/- 60 pg/mL. Eight (6 female, 2 male; aged 53 +/- 17.9 years) were on hemodialysis (HD) for 76.3 +/- 55 months with basal iPTH 270.9 +/- 92. Calcium dialysate was 1.75 mmol/L in all patients and serum phosphorus was controlled with CaCO3 2-4 g/day. Ca and P were measured weekly; iPTH and alkaline phosphatase were measured monthly. After two months, iPTH decreased to 132.4 +/- 89 (p < 0.05 vs basal values) in the HD patients and to 158.2 +/- 61 (p < 0.05) in the CAPD group. After six months, iPTH decreased to 108.6 +/- 73.2 (p < 0.01) in the HD patients and to 126.5 +/- 48 (p < 0.01) in the CAPD patients. Two patients (1 HD and 1 CAPD) who were not compliant with phosphate binder therapy were dropped. To control hyperphosphatemia in 1 HD patient we reduced bolus to 0.03 mcg/kg. Two CAPD patients presented hypercalcemia and required calcium dialysate of 1.25 mmol/L. In conclusion, single weekly oral pulse of calcitriol appears to be effective in suppressing mild hyperparathyroidism both in CAPD and in HD patients, even though some variations in the protocols may be required.

Administration, Oral↗

Drug delivery optimization through Bayesian networks: an application to erythropoietin therapy in uremic anemia.

This paper describes how Bayesian networks can be used in combination with compartmental models to plan recombinant human erythropoietin delivery in the treatment of anemia of chronic uremic patients. Past measurements of hemoglobin concentration in a patient during the therapy can be exploited to adjust the parameters of a compartmental model of erythropoiesis. This adaptive process provides more accurate patient-specific predictions, and hence a more rational dosage planning. Inferences are performed by using a stochastic simulation algorithm called Gibbs sampling. We describe a drug delivery optimization protocol based on our approach. Some results obtained on real data are presented.

Adult↗

Low-density lipoprotein oxidation and antioxidized LDL antibodies in peritoneal dialysis patients.

Due to the potential atherogenic effects of oxidized low-density lipoproteins (LDLs), LDL oxidation was studied in a group of uremic patients on chronic peritoneal dialysis. The results were compared with those obtained in a group of 70 controls, 10 uremic patients on predialytic conservative therapy, and 11 patients on repetitive hemodialysis. LDL oxidation was evaluated in all subjects as the susceptibility to in vitro oxidation (monitoring the resistance to Cu(2+)-induced formation of conjugated dienes, lag-phase minutes) and the presence of plasma antioxidized LDL antibodies, expressed as the ratio anti-ox-LDL/antinative LDL antibodies. Vitamin E (main antioxidant agent) content in LDLs was also measured and the lipid profile studied. No significant changes in vitamin E concentration were found, although LDLs from uremic patients appeared more susceptible to in vitro and in vivo oxidation (as demonstrated by an earlier production of conjugated dienes and by the presence of a higher antibody ratio), as compared to control subjects. Analysis of the different groups of uremic patients revealed that peritoneal dialysis, not hemodialysis, significantly ameliorated the oxidation markers. However, prolonged treatment with peritoneal dialysis caused a decrease in vitamin E concentration in LDLs and increased their susceptibility to oxidation.

Antibodies↗

The sigmoidal parathyroid hormone-ionized calcium curve and the set point of calcium in hemodialysis and continuous ambulatory peritoneal dialysis.

A high incidence of adynamic bone disease not related to aluminum intoxication has been reported in continuous ambulatory peritoneal dialysis (CAPD). Since reduced parathyroid hormone (PTH) secretion may predispose to adynamic bone, we investigated whether parathyroid gland sensitivity may be depressed in CAPD in comparison with hemodialysis (HD). Thus we determined parathyroid function by the evaluation of the PTH-ionized calcium (ICa) relationship, which was obtained inducing hypocalcemia and hypercalcemia in 19 CAPD and 18 HD patients with biochemical and histological evidence of mild (MILD) or severe (OF) hyperparathyroidism, but negative stainable bone aluminum. Either CAPD or HD patients with OF showed a shift to the right of the sigmoidal PTH-ICa curve in comparison with patients with MILD, greater set point of calcium, and maximal PTH stimulation and inhibition. The PTH-ICa curve and the other parathyroid function parameters were not different in CAPD and HD patients within the same bone histological group. In conclusion, our data document that parathyroid gland activity is stimulated either in CAPD and HD patients with OF, but is not depressed in CAPD patients in comparison with HD patients.

Calcium↗

Drug delivery optimization through Bayesian networks.

This paper describes how Bayesian Networks can be used in combination with compartmental models to plan Recombinant Human Erythropoietin (r-HuEPO) delivery in the treatment of anemia of chronic uremic patients. Past measurements of hematocrit or hemoglobin concentration in a patient during the therapy can be exploited to adjust the parameters of a compartmental model of the erythropoiesis. This adaptive process allows more accurate patient-specific predictions, and hence a more rational dosage planning. We describe a drug delivery optimization protocol, based on our approach. Some results obtained on real data are presented.

Anemia↗

GAMEES: a probabilistic environment for expert systems.

This paper describes GAMEES (Graphical Modelling Environment for Expert Systems), an interactive graphical environment for building and processing Belief Networks and Influence Diagrams. We review the existing systems designed for analogous purposes, and, after a brief introduction to Belief Networks and Influence Diagrams, we describe the graphical interface, discuss algorithms for probabilistic inference on these networks and illustrate the current implementation of GAMEES. The system has been designed for being integrated within wider expert systems and actually it is part of the Therapy Advisor module within an expert system for the management of anemic patients.

Algorithms↗

Acute effects of repetitive hemodialysis on circulating immunoreactive parathyroid hormone levels in uremic patients undergoing vitamin D (calcitriol) therapy.

The acute effects on parathyroid gland activity of repetitive hemodialysis with a dialysate calcium concentration of between 3.5 and 4 mEq/l were evaluated in 21 hemodialysis patients on calcitriol therapy for 1 year or more. In this study circulating immunoreactive parathyroid hormone (iPTH) levels were measured using radioimmunoassay specific for C-terminal iPTH (C-PTH), middle molecule iPTH (MM-PTH) and intact iPTH (I-PTH), before the dialysis session at the end of the week (I), after 4 h regular hemodialysis (II) and after a further 72 h (III). C-PTH was abnormally high (202 +/- 64 pmol/l) (I) in 18 patients with no documented parathyroid hyperplasia and showed no significant difference in subsequent controls. MM-PTH was also high (379 +/- 125.5 pmol/l) (I), but decreased to 348 +/- 136.7 (II) (p less than 0.05) and returned to predialysis levels (III). I-PTH (I) was 8.2 +/- 5.3 pmol/l (normal levels in 8 patients), fell to 3.4 +/- 2.6 pmol/l (II) (p less than 0.01), and increased (p less than 0.01) with respect to the basal levels of 11.1 +/- 7.5 pmol/l (III). Three patients presented echographically documentable parathyroid hyperplasia and, despite constantly high iPTH levels, showed a similar I-PTH behavior while MM-PTH and C-PTH revealed no constant pattern. The decrease in iPTH levels was accompanied by a significant increase in total calcium and ionized calcium during the hemodialysis session. No significant changes in iCa and Ca together with I-PTH levels were found in 4 volunteers before and after the hemodialysis session with dialysate calcium 2.75 mEq/l. We conclude that I-PTH assay has been shown to capture acute changes in parathyroid gland activity in hemodialyzed patients for both low and high iPTH levels. High calcium dialysate hemodialysis inhibits acutely intradialytic PTH secretion but the effect is just temporary and the 72-hour interdialytic period, despite vitamin D therapy, stimulates parathyroid secretion significantly. Nevertheless, I-PTH fluctuations occur in some patients within the normal range, and high dialysate and calcitriol therapy seem to be capable of controlling parathyroid activity; as regards the remaining population, we suggest that a personalized therapeutic approach should be studied with a view to achieving a better control of interdialytic calcium homeostasis.

Adult↗

Insulin receptors in myotonic dystrophy: a study with mononuclear leucocytes and erythrocytes.

We evaluated insulin receptor activity on mononuclear leucocytes and erythrocytes in 9 patients with myotonic dystrophy and in 9 controls. The results demonstrated that in myotonic dystrophy: 1. insulin binding to specific receptors was significantly impaired (P less than 0.01) because of a reduction in the number of high and low affinity receptors. 2. the affinity constants were not significantly affected 3. there was no correlation between receptor activity, insulin behaviour and glucose tolerance. These data obtained in two different cellular systems suggest that the constant numerical reduction of insulin receptors was probably due to a systemic membrane defect, typical of myotonic dystrophy.

Adult↗

Insulin receptors in human mononuclear leucocytes. II. Binding and degradation of insulin in obese subjects.

The binding of insulin to the receptors on circulating mononuclear cells of obese subjects is significantly decreased when compared to the binding in normal subjects. This fenomenon is due to the reduction of the number of insulin receptors rather than reduction in affinity. The insulin degradation is also reduced, but a very strong correlation, similar to that demonstrated in normal subjects exist between insulin binding to its receptors and insulin degradation.

Adult↗