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Quantitative evaluation of noise reduction strategies in dual-energy imaging.

In this paper we describe a quantitative evaluation of the performance of three dual-energy noise reduction algorithms: Kalender's correlated noise reduction (KCNR), noise clipping (NOC), and edge-predictive adaptive smoothing (EPAS). These algorithms were compared to a simple smoothing filter approach, using the variance and noise power spectrum measurements of the residual noise in dual-energy images acquired with an a-Si TFT flat-panel x-ray detector. An estimate of the true noise was made through a new method with subpixel accuracy by subtracting an individual image from an ensemble average image. The results indicate that in the lung regions of the tissue image, all three algorithms reduced the noise by similar percentages at high spatial frequencies (KCNR=88%, NOC=88%, EPAS=84%, NOC/KCNR=88%) and somewhat less at low spatial frequencies (KCNR=45%, NOC=54%, EPAS=52%, NOC/KCNR=55%). At low frequencies, the presence of edge artifacts from KCNR made the performance worse, thus NOC or NOC combined with KCNR performed best. At high frequencies, KCNR performed best in the bone image, yet NOC performed best in the tissue image. Noise reduction strategies in dual-energy imaging can be effective and should focus on blending various algorithms depending on anatomical locations.

Algorithms↗

AI-driven CRISPR screening: optimizing gene editing through automation and intelligent decision support.

BACKGROUND: CRISPR-based genetic screening has become a central methodology in functional genomics, enabling systematic interrogation of gene function, genetic interactions and context-dependent vulnerabilities at scale. However, the rapid expansion of screening modalities-including multi-condition designs, combinatorial perturbations, in vivo applications and single-cell readouts-has exposed fundamental limitations of heuristic-driven experimental design and post hoc statistical analysis. MAIN BODY: This Review synthesizes how artificial intelligence is reshaping CRISPR screening by introducing predictive, adaptive and system-level intelligence across the experimental lifecycle. We organize recent advances into two tightly coupled modules. First, machine learning and deep learning (ML/DL) methods optimize experimental design by learning context-dependent perturbation behavior, anticipating confounding effects and enabling iterative, information-efficient screening strategies. Second, large language model-agent (LLM-agent) systems complement these advances by externalizing scientific reasoning, integrating biological knowledge at scale and coordinating analysis and decision-making in human-in-the-loop workflows. CONCLUSIONS: Together, ML/DL and LLM-agent approaches reframe CRISPR screening from a static analytical pipeline into an intelligent experimental system, with important implications for robustness, scalability and biological discovery.

Artificial Intelligence↗

Developmental origins of disease paradigm: a mechanistic and evolutionary perspective.

Fetal growth is determined by the interaction between the environment and the fetal genome. The fetal environment, in turn, is determined by the maternal environment and by maternal and placental physiology. There is evidence that the interaction between the fetal environment and genome can determine the risk of postnatal disease, as well as the individual's capacity to cope with the postnatal environment. Furthermore, the role of various forms of maternal constraint of fetal growth in determining the persistence of these responses is reviewed. A limited number of biologic processes can contribute to the mechanistic basis of these phenomena. In addition to immediate homeostatic responses, the developing organism may make predictive adaptive responses of no immediate advantage but with long-term consequences. An evolutionary perspective is provided, as well as a review of possible biologic processes. The "developmental origins of disease" paradigm is a reflection of the persistence of such mechanisms in humans who now live in very different environments from those within which they evolved. The developmental origins paradigm and its underlying mechanistic and evolutionary basis have major implications for addressing the increasing burden of metabolic and cardiovascular disease.

Animals↗

Maternal melatonin effects on clock gene expression in a nonhuman primate fetus.

In the adult mammal the circadian system, which allows predictive adaptation to daily environmental changes, comprises peripheral oscillators in most tissues, commanded by the suprachiasmatic nucleus (SCN) of the hypothalamus. The external environment of the fetus is provided by its mother. In primates, maternal melatonin is a candidate to entrain fetal circadian rhythms, including the SCN rhythms of metabolic activity. We found in the 90% of gestation capuchin monkey fetus expression of the clock genes Bmal-1, Per-2, Cry-2, and Clock in the SCN, adrenal, pituitary, brown fat, and pineal. Bmal-1, Per-2, and the melatonin 1 receptor (MT1) showed a robust oscillatory expression in SCN and adrenal gland, whereas a circadian rhythm of dehydroepiandrosterone sulphate was found in plasma. Maternal melatonin suppression changed the expression of Bmal-1, Per-2, and MT1 in the fetal SCN. These effects were reversed by maternal melatonin replacement. In contrast, neither maternal melatonin suppression nor its replacement had effects on the expression of Per-2 and Bmal-1 or MT1 in the fetal adrenal gland or the circadian rhythm of fetal plasma dehydroepiandrosterone sulphate. Our data suggest that maternal melatonin is a Zeitgeber for the fetal SCN but probably not for the adrenal gland.

ARNTL Transcription Factors↗

Control cognitions and psychological disturbance in people with contrasting physically disabling conditions.

PURPOSE: This study examines the role of control cognitions, i.e. locus of control (LOC), in predicting adaptation to two contrasting physically disabling conditions. METHOD: Locus of control beliefs were investigated in terms of their relationship with psychological distress (anxiety and depression) experienced by people facing either spinal cord injury (SCI) or multiple sclerosis (MS). The role of pain experience was also considered in terms of its impact on psychological distress in both groups. RESULTS: Results indicated that although SCI subjects were more internally oriented than MS subjects, internality was not linked to lower levels of depression or anxiety in either group, although within the SCI group an external LOC was associated with increased depression and physical disability. CONCLUSIONS: For people facing a future with the challenge of physical disability, the pattern of progression of disability over time may be of significance in the development of psychological distress.

Adaptation, Psychological↗

The circadian timing system: making sense of day/night gene expression.

The circadian time-keeping system ensures predictive adaptation of individuals to the reproducible 24-h day/night alternations of our planet by generating the 24-h (circadian) rhythms found in hormone release and cardiovascular, biophysical and behavioral functions, and others. In mammals, the master clock resides in the suprachiasmatic nucleus (SCN) of the hypothalamus. The molecular events determining the functional oscillation of the SCN neurons with a period of 24-h involve recurrent expression of several clock proteins that interact in complex transcription/translation feedback loops. In mammals, a glutamatergic monosynaptic pathway originating from the retina regulaltes the clock gene expression pattern in the SCN neurons, synchronizing them to the light:dark cycle. The emerging concept is that neural/humoral output signals from the SCN impinge upon peripheral clocks located in other areas of the brain, heart, lung, gastrointestinal tract, liver, kidney, fibroblasts, and most of the cell phenotypes, resulting in overt circadian rhythms in integrated physiological functions. Here we review the impact of day/night alternation on integrated physiology; the molecular mechanisms and input/output signaling pathways involved in SCN circadian function; the current concept of peripheral clocks; and the potential role of melatonin as a circadian neuroendocrine transducer.

Animals↗

[C-reactive protein levels determined by an ultrasensitive method in a healthy Hungarian population].

INTRODUCTION: C-reactive protein (CRP) is a well-known acute phase protein. The concentration of CRP in serum is increased in response to inflammatory stimuli. Increased levels serve to identify organic disease, to monitor disease activity and to assist differential diagnosis. AIM: The aim of the authors' cross-sectional study was to determine CRP distribution of the healthy Hungarian population. METHOD: 207 (79 male, 128 female; mean age: 4 +/- 68 years) healthy blood donors were enrolled for the study. The following parameters were registered: sex, age, body mass index, smoking habits, diabetes mellitus and blood pressure. Serum samples were assayed for total serum cholesterol, triglyceride, erythrocyte sedimentation rate, hemoglobin and for white blood cell count. CRP was measured by ultrasensitive, particle enhanced immunoturbidimetric assay. RESULTS: CRP levels were less than 5 mg/L in 81% of the blood donors. Mean level of CRP in the study population was 3.57 mg/L (SD +/- 5.33); the distribution was comparable to the data of already published studies. Comparing laboratory parameters and the risk status stratified according to CRP levels (less or more than 5 mg/L) significant differences were found in BMI (p = 0.0015), in total serum cholesterol (p = 0.0136), in triglyceride (p < 0.0001), in erythrocyte sedimentation rate (p < 0.0001), in white blood cell (p = 0.0007) and granulocyte count (p = 0.0014). Significant correlation was found between age and the concentration CRP (r = 0.22; p = 0.0011). CONCLUSION: The CRP measurement by ultrasensitive method is suitable for cardiovascular risk estimation in apparently healthy men and women. Risk prediction adapted for the Hungarian situation may be stimulated by these data.

Adult↗

[Antiviral thiosemicarbazone and related compounds. III. Quantitative relationships between structure and antiviral activity of isantin-beta-isothio-semicarbazone against mengo virus].

The virostatic activity of isatin-beta-isothiosemicarbazones can be described quantitatively by hydrophobic, electronic, and steric substituent constants using multivariate regression analysis. A preceding Free-Wilson analysis allows data smoothening, and thus improved adaptation. Predictions made on the basis of the quantitative structure-action relationships obtained could be confirmed experimentally by synthesizing and testing the corresponding compounds.

Antiviral Agents↗

Serotonin1c receptor reserve in choroid plexus masks receptor subsensitivity.

This paper tests the hypothesis that spare serotonin 5-HT1c receptors are present in the rat choroid plexus and explores the possible influence of such sites on the adaptive regulation of the 5-HT1c receptor. The consequences of partial receptor inactivation were compared for the natural agonist 5-HT and the putative partial agonists trifluoromethylphenylpiperazine (TFMPP) and (+)-lysergic acid diethylamide (LSD). These studies showed approximately 50% reserve of 5-HT1c receptors in the rat choroid plexus. The calculated KA for 5-HT obtained by partial irreversible inactivation was 36 nM. Phenoxybenzamine reduced the maximum response elicited by TFMPP and LSD, without shifting the EC50 values, consistent with the interpretation that TFMPP and LSD are partial agonist at the 5-HT1c receptor in rat choroid plexus. The KA of TFMPP and LSD was 0.16 microM and 9 nM, respectively. Quantitative analysis of percentage of receptor occupancy vs. percentage of maximum response showed that 5-HT occupied only 70% of the receptors to give a maximum response, whereas a linear relationship between percentage of occupancy and response was found for TFMPP. These differences had functional consequences as demonstrated in studies of regulation of the 5-HT1c receptor. Chronic administration of the 5-HT agonist quipazine produced a 32% loss of 5-HT1c binding sites in the choroid plexus, with no change in the 5-HT-induced phosphoinositide hydrolysis response. This dissociation between binding and function is likely explained by the receptor reserve that exists for the 5-HT1c receptors. Consistent with this interpretation, the TFMPP-induced phosphoinositide hydrolysis signal was reduced to the same extent as the loss of binding sites. These results show that the 5-HT1c receptor in the choroid plexus adapts predictably to chronic receptor activation and suggest the possibility that the paradoxical regulation that has been described for other 5-HT receptors might be explained partially by the unrecognized existence of receptor reserve.

Animals↗

Single implant restorations: prosthetically induced soft tissue topography.

An aesthetic transition from the smaller diameter of the implant to the prosthetic restoration that resembles the size of the natural tooth has presented an ongoing challenge to the implant restorative dentists. The appearance of the surrounding soft tissue is of major importance, and various techniques have been developed to guide and optimize its topography. The learning objective of this article is to present a cervical contouring concept, whereby the soft tissue topography is optimally determined already in the laboratory phase. Using a custom abutment and provisional crown as components of the transmucosal prosthetic unit (TPU), the topography is transferred to the vital intraoral tissues, which predictably adapt to the enhanced aesthetic configuration. Clinical cases are presented to demonstrate the sequence of the technique in treating the anterior region of the maxilla.

Adult↗

Applicability of cognitive adaptation theory to predicting adjustment to heart disease after coronary angioplasty.

The purpose of this study was to determine whether cognitive adaptation theory (i.e., cognitively responding to challenges to world assumptions) would predict positive adjustment to heart disease in the face of a recurrent event. Men and women who were treated for a coronary event with percutaneous transluminal coronary angioplasty (N = 278) were interviewed in the hospital and then 6 months later. Indicators of cognitive adaptation theory (self-esteem, optimism, mastery) and adjustment were assessed. In general, cognitive adaptation indicators predicted positive adjustment, sometimes showing stronger relations for those who faced a recurrent event. In addition, patients' cognitions were robust over time, meaning that they were not affected by recurrent events. Patients' beliefs about the angioplasty decision, however, showed differential relations to adjustment, depending on whether they sustained a recurrence.

Adaptation, Psychological↗

Validity of the Vocational Adaptation Rating Scale: prediction of mentally retarded workers' placement in sheltered workshops.

The validity of the Vocational Adaptation Rating Scale (VARS) for predicting placement of mentally retarded workers in sheltered-workshop settings was investigated. The VARS was administered by workshop supervisors to noninstitutionalized adolescents and adults, ranging from severely to mildly retarded. Frequency and severity of maladaptive behavior in six domains predicted the concurrent placement of retarded workers in workshops and their placement one year later. Results indicated low to moderate significant partial correlations with concurrent placement and one-year follow-up placement (controlling IQ, age, and sex). Multiple-correlation analyses indicated that the VARS provided significant increments in predictable variance in workshop placements (13.8 to 16.1 percent) relative to predictions based on IQ, age, and sex. Results support the instrument's incremental validity as a measure of maladaptive behavior in vocational settings.

Adaptation, Psychological↗

Do post-traumatic stress symptoms predict reactions of adaptation to disability after a sudden-onset spinal cord injury?

Based on the perspective that post-traumatic stress disorder (PTSD) reflects a reaction of adaptation to trauma, the goal of this research was to examine the ability of PTSD symptom clusters (re-experiencing, avoidance, and hyperarousal) to predict eight reactions of adaptation to disability (shock, anxiety, denial, depression, internalized anger, externalized hostility, acknowledgment, and adjustment) among individuals with non-congenital spinal cord injuries. Individuals (all of whom attended either a specialized civilian or a veteran spinal cord injury clinic in Texas) completed two self-report questionnaires--the Reactions to Impairment and Disability Inventory (RIDI) and the Purdue Posttraumatic Stress Disorder Scale Revised (PPTSD-R). According to the statistical fit indices, five of the fit indices suggested that the revised model was a good fit to the data, whereas one fit index and the chi/df ratio indicated that the revised model fit the data poorly. The model provided information on the ability of PTSD clusters to predict reactions of adaptation, which suggested a specific pattern of vacillation of post-traumatic responses during the process of adaptation. These findings need replication before proposing interventions for post-traumatic stress responses after the onset of a spinal cord injury.

Adaptation, Psychological↗

Adaptive epileptic seizure prediction system.

Current epileptic seizure "prediction" algorithms are generally based on the knowledge of seizure occurring time and analyze the electroencephalogram (EEG) recordings retrospectively. It is then obvious that, although these analyses provide evidence of brain activity changes prior to epileptic seizures, they cannot be applied to develop implantable devices for diagnostic and therapeutic purposes. In this paper, we describe an adaptive procedure to prospectively analyze continuous, long-term EEG recordings when only the occurring time of the first seizure is known. The algorithm is based on the convergence and divergence of short-term maximum Lyapunov exponents (STLmax) among critical electrode sites selected adaptively. A warning of an impending seizure is then issued. Global optimization techniques are applied for selecting the critical groups of electrode sites. The adaptive seizure prediction algorithm (ASPA) was tested in continuous 0.76 to 5.84 days intracranial EEG recordings from a group of five patients with refractory temporal lobe epilepsy. A fixed parameter setting applied to all cases predicted 82% of seizures with a false prediction rate of 0.16/h. Seizure warnings occurred an average of 71.7 min before ictal onset. Similar results were produced by dividing the available EEG recordings into half training and testing portions. Optimizing the parameters for individual patients improved sensitivity (84% overall) and reduced false prediction rate (0.12/h overall). These results indicate that ASPA can be applied to implantable devices for diagnostic and therapeutic purposes.

Algorithms↗

Parental perceptions of infant vulnerability in a preterm sample: prediction from maternal adaptation to parenthood during the neonatal period.

The present longitudinal study of African-American mothers of preterm infants tested the hypothesis that the quality of maternal adaptation to parenthood before infant discharge from the hospital is predictive of maternal perceptions of infant vulnerability later in the infant's first year. As hypothesized, perceptions of infant vulnerability at 3 to 4 months of infant corrected age were predicted by two theoretically relevant measures of maternal adaptation in the neonatal period: mothers' perceptions of their neonates as lethargic and unresponsive to mothers' bids and by low maternal self-efficacy beliefs about feeding the infant. Neonatally obtained maternal self-inefficacy beliefs about their ability to feed the infant in particular proved to be quite robust in predicting mothers' later perceptions of infant vulnerability. Findings collectively suggest that careful attention to the manner in which mothers of preterm infants adapt to parenthood, even before infant hospital discharge, can help clinicians identify mothers at particularly high risk of developing perceptions of infant vulnerability later in the infant's first year. Implications for intervention are discussed.

Adaptation, Psychological↗

Which measure of adolescent psychiatric disorder--diagnosis, number of symptoms, or adaptive functioning--best predicts adverse young adult outcomes?

OBJECTIVE: To test the ability of psychiatric diagnosis, symptom count, and adaptive functioning in adolescence to predict failure to complete secondary school and criminal involvement in young adulthood. DESIGN: Community-based cohort study. SETTING: Two counties in upstate New York, USA. PARTICIPANTS: 181 adolescents interviewed in 1983 and 1985-86 who were randomly selected in 1975 from a probability area sampling of representative families with 1-10 year old children. MAIN RESULTS: Compared with adolescents without psychiatric disorders, adolescents with depressive, anxiety, disruptive, and substance abuse disorders were 2.86-9.21 times more likely to fail to complete secondary school. Compared with adolescents without disruptive disorders, adolescents with disruptive disorders were 4.04 (1.96-8.32) times more likely to get in trouble with police during young adulthood. The positive predictive value of each measure of adolescent psychiatric disorder for school non-completion was higher in the lowest SES stratum and for young adult criminal involvement was higher for boys. Combining knowledge of symptom counts, age, gender, and social class in a logistic regression model yielded 89% sensitivity and 87% specificity for predicting future school non-completion at the p >or= 0.13 cut off. The optimal cut off value in a model incorporating knowledge of disruptive symptoms and demographic characteristics yielded 75% sensitivity and 76% specificity for predicting future criminal involvement. CONCLUSIONS: Screening children and adolescents for psychiatric disorders can identify those at high risk of adverse young adult outcomes. Future school and community adjustment can be predicted as easily and accurately on the basis of a simple count of psychiatric symptoms as by applying more complex diagnostic algorithms. Screening youth for psychiatric symptoms in neighbourhood, school, or primary care settings is a logical first step for early intervention to promote increased school completion and decreased criminal activity in young adulthood.

Achievement↗

Global analysis of predicted proteomes: functional adaptation of physical properties.

The physical characteristics of proteins are fundamentally important in organismal function. We used the complete predicted proteomes of >100 organisms spanning the three domains of life to investigate the comparative biology and evolution of proteomes. Theoretical 2D gels were constructed with axes of protein mass and charge (pI) and converted to density estimates comparable across all types and sizes of proteome. We asked whether we could detect general patterns of proteome conservation and variation. The overall pattern of theoretical 2D gels was strongly conserved across all life forms. Nevertheless, coevolved replicons from the same organism (different chromosomes or plasmid and host chromosomes) encode proteomes more similar to each other than those from different organisms. Furthermore, there was disparity between the membrane and nonmembrane subproteomes within organisms (proteins of membrane proteomes are on the average more basic and heavier) and their variation across organisms, suggesting that membrane proteomes evolve most rapidly. Experimentally, a significant positive relationship independent of phylogeny was found between the predicted proteome and Biolog profile, a measure associated with the ecological niche. Finally, we show that, for the smallest and most alkaline proteomes, there is a negative relationship between proteome size and basicity. This relationship is not adequately explained by AT bias at the DNA sequence level. Together, these data provide evidence of functional adaptation in the properties of complete proteomes.

Animals↗