Computational approaches to modeling gambling behaviour: Opportunities for understanding disordered gambling.

Computational modeling has become an important tool in neuroscience and psychiatry research to provide insight into the cognitive processes underlying normal and pathological behavior. There are two modeling frameworks, reinforcement learning (RL) and drift diffusion modeling (DDM), that are well-developed in cognitive science, and have begun to be applied to Gambling Disorder. RL models focus on explaining how an agent uses reward to learn about the environment and make decisions based on outcomes. The DDM is a binary choice framework that breaks down decision making into psychologically meaningful components based on choice reaction time analyses. Both approaches have begun to yield insight into aspects of cognition that are important for, but not unique to, gambling, and thus relevant to the development of Gambling Disorder. However, these approaches also oversimplify or neglect various aspects of decision making seen in real-world gambling behavior. Gambling Disorder presents an opportunity for 'bespoke' modeling approaches to consider these neglected components. In this review, we discuss studies that have used RL and DDM frameworks to investigate some of the key cognitive components in gambling and Gambling Disorder. We also include an overview of Bayesian models, a methodology that could be useful for more tailored modeling approaches. We highlight areas in which computational modeling could enable progression in the investigation of the cognitive mechanisms relevant to gambling.

Role of the medial prefrontal cortex in the effects of rapid acting antidepressants on decision-making biases in rodents.

Major depressive disorder is a significant and costly cause of global disability. Until the discovery of the rapid acting antidepressant (RAAD) effects of ketamine, treatments were limited to drugs that have delayed clinical benefits. The mechanism of action of ketamine is currently unclear but one hypothesis is that it may involve neuropsychological effects mediated through modulation of affective biases (where cognitive processes such as learning and memory and decision-making are modified by emotional state). Previous work has shown that affective biases in a rodent decision-making task are differentially altered by ketamine, compared to conventional, delayed onset antidepressants. This study sought to further investigate these effects by comparing ketamine with other NMDA antagonists using this decision-making task. We also investigated the subtype selective GluN2B antagonist, CP-101,606 and muscarinic antagonist scopolamine which have both been shown to have RAAD effects. Both CP-101,606 and scopolamine induced similar positive biases in decision-making to ketamine, but the same effects were not seen with other NMDA antagonists. Using targeted medial prefrontal cortex (mPFC) infusions, these effects were localised to the mPFC. In contrast, the GABAA agonist, muscimol, induced general disruptions to behaviour. These data suggest that ketamine and other RAADs mediate a specific effect on affective bias which involves the mPFC. Non-ketamine NMDA antagonists lacked efficacy and we also found that temporary inactivation of the mPFC did not fully recapitulate the effects of ketamine, suggesting a specific mechanism.

Combined smoke inhalation and scald burn in the rat.

The combination of burn injury with smoke inhalation from fires significantly increases mortality. The mechanism of increased mortality is poorly understood but has been associated with multiple organ dysfunction syndrome, including cardiac dysfunction. Impaired cardiac function correlates with decreased survival in burn patients. We investigated smoke inhalation from burning cotton combined with a 40% body surface area, third-degree burn during the first 4 hours after injury in rats. In the early phase after injury, burn caused a significant rise in lung neutrophil infiltration but no increase in lung water. Smoke led to a rise in lung water but only a mild increase in neutrophil infiltration. Combined smoke and burn did not increase neutrophil accumulation or lung water above that which occurred with either injury alone. Only in combined smoke and burn was there a drop in cardiac output and stroke volume with pulmonary edema and lung neutrophil influx.

Alterations in regional ventilation, perfusion, and shunt after smoke inhalation measured by PET.

Regional changes in ventilation and perfusion occurring in the early hours after smoke inhalation injury were evaluated through the use of positron emission tomography. Five lambs were imaged before and 1, 2, and 4 h after receiving 100 breaths of cotton smoke. Utilizing a recently developed model of (13)N tracer kinetics (3), we evaluated changes in ventilation, perfusion, shunt, and regional gas content in nondependent, middle, and dependent lung zones. The data demonstrated a progressive development of regional shunt in dependent (dorsal) regions in which perfusion remained the highest throughout the study. These findings, together with decreasing regional ventilation and fractional gas content in the dependent regions, correlated with decreasing arterial Pa(O(2)) values over the course of the study. A negative correlation between regional shunt fraction and regional gas content in dependent and middle regions suggests that shunt was caused by progressive alveolar derecruitment or flooding.

Aquaporin channels may modulate ventilator-induced lung injury.

Adult Respiratory Distress Syndrome is a disease with functional lung heterogeneity and thus a ventilator-delivered breath may over-distend non-involved areas. In rats we examined ventilator-delivered tidal volume (TV) breaths of 7 and 20 ml/kg on lung water as evidence of lung injury. We examined the role of aquaporins on ventilator-induced lung injury (VILI) by infusing HgCl(2) which inhibits aquaporins by binding cysteine. Wet to dry lung weight ratio (W/D) as evidence of lung water was 4.47+/-0.1 SEM in controls, 4.6+/-0.1 and 5.5+/-0.2 (P<0.05) in rats ventilated at 7 and 20 ml/kg, respectively. Pulmonary artery pressure (PAP) rose from 23+/-1 to 26+/-1 mmHg (P<0.05, n=7) and cardiac output fell from 104+/-2 to 67+/-3 ml/min (P<0.05) in rats ventilated at 20 ml/kg. Left ventricular end diastolic pressure (n=3) was unchanged. Evans Blue dye, an albumin marker, increased from a control 37+/-11 to 97+/-41 mg/g wet lung in TV 20 rats (P<0.05). HgCl(2) infused slowly by tail vein did not significantly raise PAP, but did increase W/D to 6+/-0.2 (P<0.05) in rats ventilated at 20 ml/kg but not at 7 ml/kg. Equimolar cysteine infusions prevented the HgCl(2) from increasing the W/D above that seen with TV 20 ml/kg. Thus ventilation with TV of 20 ml/kg produced a protein-rich lung edema. Aquaporin channels may have a protective effect in VILI.

Structural determinants of antiproliferative activity of heparin on pulmonary artery smooth muscle cells.

In addition to its anticoagulant properties, heparin (HP), a complex polysaccharide covalently linked to a protein core, inhibits proliferation of several cell types including pulmonary artery smooth muscle cells (PASMCs). Commercial lots of HP exhibit varying degrees of antiproliferative activity on PASMCs that may due to structural differences in the lots. Fractionation of a potent antiproliferative HP preparation into high and low molecular weight components does not alter the antiproliferative effect on PASMCs, suggesting that the size of HP is not the major determinant of this biological activity. The protein core of HP obtained by cleaving the carbohydrate-protein linkage has no growth inhibition on PASMCs, demonstrating that the antiproliferative activity resides in the glycosaminoglycan component. Basic sugar residues of glucosamine can be replaced with another basic sugar, i.e., galactosamine, without affecting growth inhibition of PASMCs. N-sulfonate groups on these sugar residues of HP are not essential for growth inhibition. However, O-sulfonate groups on both sugar residues are essential for the antiproliferative activity on PASMCs. In whole HP, in contrast to an earlier finding based on a synthetic pentasaccharide of HP, 3-O-sulfonation is not critical for the antiproliferative activity against PASMCs. The amounts and distribution of sulfonate groups on both sugar residues of the glycosaminoglycan chain are the major determinant of antiproliferative activity.

Ligation of the bronchial artery in sheep attenuates early pulmonary changes following exposure to smoke.

Smoke inhalation can produce acute pulmonary edema. Previous studies have shown that the bronchial arteries are important in acute pulmonary edema occurring after inhalation of a synthetic smoke containing acrolein, a common smoke toxin. We hypothesized that inhalation of smoke from burning cotton, known to contain acrolein, would produce in sheep acute pulmonary edema that was mediated by the bronchial circulation. We reasoned that occluding the bronchial arteries would eliminate smoke-induced pulmonary edema, whereas occlusion of the pulmonary artery would not. Smoke inhalation increased lung lymph flow from baseline from 2.4 +/- 0.7 to 5.6 +/- 1.2 ml/0.5 h at 30 min (P < 0.05) to 9.1 +/- 1 ml/0.5 h at 4 h (P < 0.05). Bronchial artery ligation diminished and delayed the rise in lymph flow with baseline at 2.8 +/- 0.7 ml/0.5 h rising to 3.1 +/- 0. 8 ml/0.5 h at 30 min to 6.5 +/- 1.5 ml/0.5 h at 240 min (P < 0.05). Wet-to-dry ratio was 4.1 +/- 0.2 in control, 5.1 +/- 0.3 in smoke inhalation (P < 0.05), and 4.4 +/- 0.4 in bronchial artery ligation plus smoke-inhalation group. Smoke inhalation after occlusion of the right pulmonary artery resulted in a wet-to-dry ratio after 4 h in the right lung of 5.5 +/- 0.8 (P < 0.05 vs. control) and in the left nonoccluded lung of 5.01 +/- 0.7 (P < 0.05). Thus the bronchial arteries may be major contributors to acute pulmonary and airway edema following smoke inhalation because the edema occurs in the lung with the pulmonary artery occluded but not in the lungs with bronchial arteries ligated.

Effect of fully sulfated glycosaminoglycans on pulmonary artery smooth muscle cell proliferation.

Fully sulfated heparin and other glycosaminoglycans, namely heparan, chondroitin, and dermatan sulfates, and hyaluronan have been prepared by using sulfur trioxide under mild chemical conditions. All these derivatives were assayed for antiproliferative activity on cultured bovine pulmonary artery smooth muscle cells (BPASMCs). No appreciable difference was found between heparin and fully sulfated heparin. Chondroitin and dermatan sulfates actually stimulated BPASMCs growth but full sulfonation made them strongly antiproliferative. Native hyaluronan was not antiproliferative but became strongly so after sulfonation. Neither acharan sulfate nor N-sulfoacharan sulfate had any antiproliferative activity. This suggests that O-sulfonation of the polysaccharide is critical for antiproliferative activity, whereas N-sulfonation of glucosamine residues is not.

Increased group IV cytosolic phospholipase A2 activity in lungs of sheep after smoke inhalation injury.

Increased phospholipase A2 (PLA2) activity was measured in cytosolic fractions of lungs from sheep exposed to smoke from burning cotton or to synthetic smoke consisting of carbon and acrolein, a cotton smoke toxin. Three peaks of PLA2 activity were identified by heparin-Sepharose chromatography. The heparin-nonbinding PLA2 activity was twofold higher in the extracts from lungs exposed to smoke than in normal lungs. This activity was identified as the group IV 85-kDa cytosolic PLA2 (cPLA2). The activities of the forms of PLA2 that bound to heparin did not change after smoke exposure. Those activities showed a pH optimum of 9.0, required a millimolar Ca2+ concentration for full activity, and were inhibited by 5 mM dithiothreitol. One activity eluted at an NaCl concentration typical for group Ib and V PLA2 and had the expected substrate specificity. The other form of lung PLA2 that bound heparin was a group II PLA2. Lung myeloperoxidase activity increased progressively with increased exposure to smoke. cPLA2 was identified in sheep neutrophils. With 30 breaths of smoke exposure, there was an increase in cPLA2 activity without a difference in immunoreactivity on Western blot, indicating that the increased activity was not due to increased amounts of protein. In conclusion, smoke induces increases in resident lung cell cPLA2 activity that is likely responsible for eicosanoid production, leading to lung inflammation and bronchoconstriction.

D-dimers in the diagnosis of pulmonary embolism.

The aim of this study was to determine if the absence of circulating D-dimers, as determined by latex agglutination assays, can correctly exclude the presence of pulmonary embolism using pulmonary angiography as the diagnostic endpoint. Blood samples were obtained prospectively at the time of angiography for suspicion of acute pulmonary embolism. Plasma was assayed for D-dimer by five different latex agglutination assays. Angiographic evidence of pulmonary emboli was found in 34% (35/ 103) of patients. The latex agglutination assays had sensitivities of 97 to 100% and specificities of 19 to 29%. The negative predictive value was 94 to 100%. However, a negative D-dimer was rare in patients with recent surgery, malignancy, or total bilirubin > 34 micromol/L (> 2 mg/dl). In 31 patients suspected of pulmonary emboli but without these confounding factors, the five D-dimer assays were negative in 46 to 55% of patients with normal pulmonary angiograms. The negative predictive value in these patients was 100% by all five latex agglutination assays tested. The latex agglutination assays for D-dimer, when the pulmonary angiogram is used as the diagnostic endpoint and in the absence of recent surgery, malignancy, or liver disease, appears to be a clinically useful test in the diagnosis of acute pulmonary embolism.

Allergic bronchopulmonary aspergillosis.

Allergic bronchopulmonary aspergillosis (ABPA) is a syndrome seen in patients with asthma and cystic fibrosis. It is characterized by chronic colonization of the airways with a ubiquitous fungus, Aspergillus fumigatus. The clinical expression of ABPA results from the complex interaction of chronic colonization of the airways with A fumigatus, host factors allowing this colonization, and the host's genetically determined immune response. Clinically the syndrome is characterized by recurrent episodes of wheezing, mucus production, pulmonary infiltrates, and elevated levels of serum IgE. Many patients develop central bronchiectasis, and a subset will go on to endstage fibrotic lung disease. It is thought that treatment will prevent this progression. The mainstay of therapy remains oral corticosteroids.

Amiloride analogs inhibit chronic hypoxic pulmonary hypertension.

Na+/H+ exchange regulation of intracellular pH may play a permissive role in pulmonary artery smooth muscle cell (PASM) proliferation. Our laboratory has demonstrated that dimethyl amiloride (DMA), an amiloride derivative with enhanced selectivity as an inhibitor of the Na+/H+ antiporter, can inhibit bovine PASM proliferation in vitro. We hypothesized that DMA would inhibit development of hypoxic pulmonary hypertension by interfering with PASM growth in vivo. Sprague-Dawley rats were exposed to 10% O2 for 14 d without (n 9) or with (n = 7) DMA continuous infusion 3 mg/ kg/d. The animals treated with DMA had significant reductions in pulmonary artery pressure and total pulmonary vascular resistance index (TPVRI) when compared with hypoxic control rats (p < 0.05). Pulmonary vascular remodeling was significantly reduced in animals treated with DMA as measured by percent wall thickness and percentage of thick-walled intra-acinous vessels (p < 0.05). We used a second Na+/H+ exchange inhibitor, ethylisopropyl amiloride (EIPA, 3 mg/kg/d, n = 9), and found similar reductions in pulmonary artery pressure, TPVRI, and pulmonary vascular remodeling. Polycythemia during hypoxia was unchanged by treatment with DMA or EIPA. In conclusion, despite the hypertensive effects of polycythemia, DMA and EIPA can significantly reduce pulmonary vascular remodeling induced by chronic hypoxia.

Inhibitory effect of heparin on serotonin-induced hyperplasia and hypertrophy of smooth muscle cells.

Serotonin (5-HT) produces both hyperplastic and hypertrophic effects on smooth muscle cell (SMC) in culture. Heparin is known to inhibit serum-induced hyperplasia of SMC but has not been previously tested on the stimulatory effect of 5-HT on SMC. Our present data show that at 24 h heparin inhibited by 50% the stimulation of 3H-thymidine incorporation into bovine pulmonary artery SMC and at 7 days totally reversed both cellular proliferation and enlargement of SMC produced by 1 microM 5-HT. Heparin failed to alter 5-HT uptake by SMC, but inhibited the stimulation of tyrosine phosphorylation of GTPase-activating protein, a proposed intermediate in the 5-HT stimulatory process. Thus heparin inhibits both hyperplastic and hypertrophic effects of 5-HT on SMC, perhaps through the inhibition of a phosphorylated intermediate protein.

TNF-alpha in smoke inhalation lung injury.

Adult respiratory distress syndrome is a major cause of morbidity in fire victims. Tumor necrosis factor-alpha(TNF-alpha) is edematogenic and has been associated with the etiology of other forms of adult respiratory distress syndrome. In the sheep lymph fistula model, we measured TNF-alpha after 48 (n = 7) or 128 (n = 3) breaths of cotton smoke and compared this with sham controls (n = 5) or controls in which left atrial pressure was elevated to 20 mmHg (n = 5) to increase lymph flow in the absence of inflammation. Smoke induced a rise in lymph flow and pulmonary arterial pressure with either no fall in lymph-to-plasma protein ratio (128 breaths) or a modest fall in lymph-to-plasma protein ratio (48 breaths), consistent with a change in microvascular permeability as well as a rise in microvascular pressure. Lymph concentration of TNF-alpha fell in both groups, although lymph flux (concentration x flow) transiently rose in both. In neither case did TNF-alpha flux exceed that induced by left atrial pressure elevation. TNF-alpha was detectable in only one out of five sheep in alveolar lavage. Thus, by utilizing a sensitive and specific radioimmunoassay, we were unable to demonstrate a role for TNF-alpha in smoke-induced microvascular lung injury in sheep.

Influence of molecular weight, protein core and charge of native heparin fractions on pulmonary artery smooth muscle cell proliferation.

Heparin macromolecules have been shown to inhibit cultured pulmonary artery smooth muscle cell proliferation in vitro and prevent hypoxic vascular remodeling in vivo. In an attempt to understand the structural determinants of heparin's antiproliferative properties, we have fractionated an antiproliferative preparation of commercial heparin into low and high molecular weight fractions. Then the high molecular weight heparin fraction was further fractionated on a DEAE-cellulose column by charge density eluting with 0 - 1 M NaCl linear gradient. The heparin protein peptides were both removed and isolated. These heparin fractions were assayed for antiproliferative effects on cultured bovine pulmonary artery smooth muscle cells. No appreciable differences were found among high and low molecular weight heparin fractions The core peptides showed no antiproliferative activity. However, higher charge density fraction was less antiproliferative.