AI learns across species to address human clinical imaging data sparsity

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AI learns across species to address human clinical imaging data sparsity

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  • Research Article
  • Cite Count Icon 9
  • 10.1017/s0950268817001625
Characterizing environmental risk factors for West Nile virus in Quebec, Canada, using clinical data in humans and serology in pet dogs.
  • Aug 24, 2017
  • Epidemiology and Infection
  • J P Rocheleau + 7 more

The identification of specific environments sustaining emerging arbovirus amplification and transmission to humans is a key component of public health intervention planning. This study aimed at identifying environmental factors associated with West Nile virus (WNV) infections in southern Quebec, Canada, by modelling and jointly interpreting aggregated clinical data in humans and serological data in pet dogs. Environmental risk factors were estimated in humans by negative binomial regression based on a dataset of 191 human WNV clinical cases reported in the study area between 2011 and 2014. Risk factors for infection in dogs were evaluated by logistic and negative binomial models based on a dataset including WNV serological results from 1442 dogs sampled from the same geographical area in 2013. Forested lands were identified as low-risk environments in humans. Agricultural lands represented higher risk environments for dogs. Environments identified as impacting risk in the current study were somewhat different from those identified in other studies conducted in north-eastern USA, which reported higher risk in suburban environments. In the context of the current study, combining human and animal data allowed a more comprehensive and possibly a more accurate view of environmental WNV risk factors to be obtained than by studying aggregated human data alone.

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  • Research Article
  • Cite Count Icon 14
  • 10.3390/jpm14050475
A Multidisciplinary Hyper-Modeling Scheme in Personalized In Silico Oncology: Coupling Cell Kinetics with Metabolism, Signaling Networks, and Biomechanics as Plug-In Component Models of a Cancer Digital Twin.
  • Apr 29, 2024
  • Journal of personalized medicine
  • Eleni Kolokotroni + 18 more

The massive amount of human biological, imaging, and clinical data produced by multiple and diverse sources necessitates integrative modeling approaches able to summarize all this information into answers to specific clinical questions. In this paper, we present a hypermodeling scheme able to combine models of diverse cancer aspects regardless of their underlying method or scale. Describing tissue-scale cancer cell proliferation, biomechanical tumor growth, nutrient transport, genomic-scale aberrant cancer cell metabolism, and cell-signaling pathways that regulate the cellular response to therapy, the hypermodel integrates mutation, miRNA expression, imaging, and clinical data. The constituting hypomodels, as well as their orchestration and links, are described. Two specific cancer types, Wilms tumor (nephroblastoma) and non-small cell lung cancer, are addressed as proof-of-concept study cases. Personalized simulations of the actual anatomy of a patient have been conducted. The hypermodel has also been applied to predict tumor control after radiotherapy and the relationship between tumor proliferative activity and response to neoadjuvant chemotherapy. Our innovative hypermodel holds promise as a digital twin-based clinical decision support system and as the core of future in silico trial platforms, although additional retrospective adaptation and validation are necessary.

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  • Research Article
  • Cite Count Icon 20
  • 10.3389/fphar.2013.00047
A strategy for developing new treatment paradigms for neuropsychiatric and neurocognitive symptoms in Alzheimer’s disease
  • Apr 16, 2013
  • Frontiers in Pharmacology
  • Hugo Geerts + 3 more

Successful disease modifying drug development for Alzheimer’s disease (AD) has hit a roadblock with the recent failures of amyloid-based therapies, highlighting the translational disconnect between preclinical animal models and clinical outcome. Although disease modifying therapies are the Holy Grail to pursue, symptomatic therapies addressing cognitive and neuropsychiatric aspects of the disease are also extremely important for the quality of life of patients and caregivers. Despite the fact that neuropsychiatric problems in Alzheimer patients are the major driver for costs associated with institutionalization, no good preclinical animal models with predictive validity have been documented. We propose a combination of quantitative systems pharmacology (QSP), phenotypic screening and preclinical animal models as a novel strategy for addressing the bottleneck in both cognitive and neuropsychiatric drug discovery and development for AD. Preclinical animal models such as transgene rats documenting changes in neurotransmitters with tau and amyloid pathology will provide key information that together with human imaging, pathology and clinical data will inform the virtual patient model. In this way QSP modeling can partially overcome the translational disconnect and reduce the attrition of drug programs in the clinical setting. This approach is different from target driven drug discovery as it aims to restore emergent properties of the networks and therefore likely will identify multitarget drugs. We review examples on how this hybrid humanized QSP approach has been helpful in predicting clinical outcomes in schizophrenia treatment and cognitive impairment in AD and expand on how this strategy could be applied to neuropsychiatric symptoms in dementia. We believe such an innovative approach when used carefully could change the Research and Development paradigm for symptomatic treatment in AD.

  • Research Article
  • Cite Count Icon 11
  • 10.1016/s1525-0016(03)00192-8
Nonclinical Toxicology in Support of Licensure of Gene Therapies
  • Jul 1, 2003
  • Molecular Therapy
  • Robert M Frederickson + 2 more

Nonclinical Toxicology in Support of Licensure of Gene Therapies

  • Research Article
  • Cite Count Icon 39
  • 10.1007/978-3-7091-6137-1_4
Rehabilitation approaches to stroke.
  • Jan 1, 2002
  • Journal of neural transmission. Supplementum
  • F Aichner + 2 more

This article describes the state of the science in stroke rehabilitation dealing with three main topics: (1) General approach to stroke rehabilitation (stroke services and stroke units), (2) Neurophysiological and pharmacological interventions (facilitation of brain repair mechanisms) and (3) Experimental approaches (neuronal transplantation). Stroke rehabilitation is an active process beginning during acute hospitalisation, progressing to a systematic program of rehabilitation services and continuing after the individual returns to the community. There is world-wide consensus that stroke patients should be treated at specialised stroke unit with specially trained medical and nursing staff, co-ordinated multidisciplinary rehabilitation and education programs for patients and their families. Stroke Unit has been shown to be associated with a long-term reduction of death and of the combined poor outcomes of death and dependency, independent of patients age, sex, or variations in stroke unit organisations. No study has clearly shown to what extent the beneficial effect is due to specific rehabilitation strategies. New imaging studies in stroke patients indicate altered post stroke activation patterns, which suggest some functional reorganisation. Reorganisation may be the principle process responsible for recovery after stroke. It is assumed that different post ischaemic interventions like physiotherapy, occupational therapy, speech therapy, electrical stimulation, etc. facilitates such changes. Scientific evidence demonstrating the values of specific rehabilitation interventions after stroke is limited. Comparisons between different methods in current use have so far mostly failed to show that any particular physiotherapy, occupational therapy, speech therapy or stroke rehabilitation strategy is superior to another. Clinical data are strongly in favour of early mobilisation and training. Pharmacological interventions in animals revealed that norepinephrine, amphetamine and other alpha-adrenergic stimulating drugs can enhance motor performance after unilateral ablation of the sensory motor cortex. The clinical data in humans are rather contradictory. Neural grafting and neurogenesis are new potential modes of stroke therapy. Neural grafting enhanced functional outcome and reduced thalamic atrophy in rats only when combined with housing in enriched environments. Recent studies have shown that stem cells can differentiate to neurons in the adult human dentate gyrus in vivo.

  • Research Article
  • Cite Count Icon 2
  • 10.1080/00498254.2019.1703059
Utility of hairless rats as a model for predicting transdermal pharmacokinetics in humans
  • Dec 17, 2019
  • Xenobiotica
  • Syunsuke Yamamoto + 6 more

This study investigated the use of HWY hairless rats to predict human plasma concentrations of drugs following dermal application.Utilizing a deconvolution method, pharmacokinetic parameters (e.g. in vivo absorption rates) were determined for six transdermal drugs in hairless rats. Obtained data were used to simulate the human plasma concentration-time profiles of transdermal drugs, which were then compared with clinical data in humans. Because hairless rats have lower hair follicle density than do humans, the impact of hair follicle density on skin permeability to hydrophilic compounds was also evaluated.Pharmacokinetic parameters showed low intra-individual variability in hairless rats. Simulated concentration profiles for compounds with logarithm of the octanol–water partition coefficient exceeding two were comparable to clinical data, but simulated concentration profiles for hydrophilic compounds (i.e. bisoprolol and nicotine) at maximum concentration differed from clinical data by more than two-fold. Finally, in vitro permeability to bisoprolol and nicotine was higher in human skin than in hairless rat skin, but hair follicle plugging reduced human skin permeability.In vivo skin absorption data from HWY hairless rats help to predict human concentration profiles for lipophilic compounds. However, the data underestimate human absorption of hydrophilic compounds.

  • Research Article
  • Cite Count Icon 47
  • 10.2146/ajhp161035
Pharmacologic and clinical assessment of kratom.
  • Dec 18, 2017
  • American Journal of Health-System Pharmacy
  • C Michael White

This article reviews the pharmacology, clinical utility, adverse effects, and abuse potential of kratom. The leaves of Mitragyna speciosa contain the biologically active alkaloids of kratom. Kratom exerts opioid and α-2 receptor agonistic effects as well as antiinflammatory and parasympathetic-impeding effects. There are no published human pharmacologic, pharmacokinetic, or drug interaction studies on kratom or mitragynine, making it virtually impossible to fully understand kratom's therapeutic potential and risks and the populations most likely to benefit or experience harm from its use. Kratom has been used to ameliorate opioid withdrawal symptoms but also induces withdrawal. Human pharmacologic, pharmacokinetic, and clinical data are of low quality, precluding any firm conclusions regarding safety and efficacy. Respiratory depression has not been commonly reported, but kratom does cause a host of adverse effects without clear guidance for how they should be treated. There are numerous assessments where people have been unable to stop using kratom therapy, and withdrawal signs and symptoms are problematic. Kratom does not appear in normal drug screens and, when taken with other substances of abuse, may not be recognized. Thirty-six deaths have been attributed to kratom, and the Food and Drug Administration issued a public health warning about the substance in November 2017. Kratom exerts opioid and α-2 receptor agonistic effects as well as antiinflammatory and parasympathetic-impeding effects. Human pharmacologic, pharmacokinetic, and clinical data are of low quality, precluding any firm conclusions regarding safety and efficacy.

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  • Research Article
  • Cite Count Icon 4
  • 10.3390/biomedinformatics2040035
Omicron SARS-CoV-2 Spike-1 Protein’s Decreased Binding Affinity to α7nAChr: Implications for Autonomic Dysregulation of the Parasympathetic Nervous System and the Cholinergic Anti-Inflammatory Pathway—An In Silico Analysis
  • Oct 25, 2022
  • BioMedInformatics
  • Domiziano Doria + 4 more

Omicron is the dominant strain of COVID-19 in the United States and worldwide. Although this variant is highly transmissible and may evade natural immunity, vaccines, and therapeutic antibodies, preclinical results in animal models and clinical data in humans suggest omicron causes a less severe form of infection. The molecular basis for the attenuation of virulence when compared to previous variants is currently not well understood. Using protein–ligand docking simulations to evaluate and compare the capacity of SARS-CoV-2 spike-1 proteins with the different COVID-19 variants to bind to the human α7nAChr (i.e., the core receptor under the control of the vagus nerve regulating the parasympathetic nervous system and the cholinergic anti-inflammatory pathway), we found that 10 out of the 14 mutated residues on the RBD of the B.1.1.529 (Omicron) spike, compared to between 0 and 2 in all previous variants, were present at the interaction interface of the α7nAChr. We also demonstrated, through protein–protein docking simulations, that these genetic alterations cause a dramatic decrease in the ability of the Omicron SARS-CoV-2 spike-1 protein to bind to the α7nAChr. These results suggest, for the first time, that the attenuated nature of Omicron infection in humans and animals compared to previous variants may be attributable to a particular set of genetic alterations, specifically affecting the binding site of the SARS-CoV-2 spike-1 protein to the α7nAChr.

  • Research Article
  • Cite Count Icon 80
  • 10.1152/ajpheart.00936.2009
Mechanisms of ventricular rate adaptation as a predictor of arrhythmic risk
  • Mar 5, 2010
  • American Journal of Physiology-Heart and Circulatory Physiology
  • Esther Pueyo + 6 more

Protracted QT interval (QTI) adaptation to abrupt heart rate (HR) changes has been identified as a clinical arrhythmic risk marker. This study investigates the ionic mechanisms of QTI rate adaptation and its relationship to arrhythmic risk. Computer simulations and experimental recordings in human and canine ventricular tissue were used to investigate the ionic basis of QTI and action potential duration (APD) to abrupt changes in HR with a protocol commonly used in clinical studies. The time for 90% QTI adaptation is 3.5 min in simulations, in agreement with experimental and clinical data in humans. APD adaptation follows similar dynamics, being faster in mid-myocardial cells (2.5 min) than in endocardial and epicardial cells (3.5 min). Both QTI and APD adapt in two phases following an abrupt HR change: a fast initial phase with time constant < 30 s, mainly related to L-type calcium and slow-delayed rectifier potassium current, and a second slow phase of >2 min driven by intracellular sodium concentration ([Na(+)](i)) dynamics. Alterations in [Na(+)](i) dynamics due to Na(+)/K(+) pump current inhibition result in protracted rate adaptation and are associated with increased proarrhythmic risk, as indicated by action potential triangulation and faster L-type calcium current recovery from inactivation, leading to the formation of early afterdepolarizations. In conclusion, this study suggests that protracted QTI adaptation could be an indicator of altered [Na(+)](i) dynamics following Na(+)/K(+) pump inhibition as it occurs in patients with ischemia or heart failure. An increased risk of cardiac arrhythmias in patients with protracted rate adaptation may be due to an increased risk of early after-depolarization formation.

  • Research Article
  • Cite Count Icon 75
  • 10.1006/taap.1995.1068
Modeling of the Toxicokinetics of Polychlorinated Dibenzo-p-dioxins and Dibenzofurans in Mammalians, Including Humans
  • Apr 1, 1995
  • Toxicology and Applied Pharmacology
  • G Carrier + 2 more

Modeling of the Toxicokinetics of Polychlorinated Dibenzo-p-dioxins and Dibenzofurans in Mammalians, Including Humans

  • Book Chapter
  • 10.1016/b978-0-12-818731-9.00179-8
Clonorchis and Opisthorchis
  • Jan 1, 2022
  • Reference Module in Biomedical Research
  • María Ángeles Gómez-Morales

Clonorchis and Opisthorchis

  • Research Article
  • Cite Count Icon 1
  • 10.1016/j.ymgme.2025.109227
TPI deficiency: A case report and review of the literature.
  • Sep 1, 2025
  • Molecular genetics and metabolism
  • Aaron Williams + 8 more

TPI deficiency: A case report and review of the literature.

  • Book Chapter
  • Cite Count Icon 71
  • 10.1007/978-3-642-13443-2_15
Methylxanthines and the Kidney
  • Aug 19, 2010
  • Hartmut Osswald + 1 more

This chapter describes the effects of the natural methylxanthines caffeine and theophylline on kidney function. Theophylline in particular was used traditionally to increase urine out put until more potent diuretics became available in the middle of the last century. The mildly diuretic actions of both methylxanthines are mainly the result of inhibition of tubular fluid reabsorption along the renal proximal tubule. Based upon the use of specific adenosine receptor antagonists and the observation of a complete loss of diuresis in mice with targeted deletion of the A1AR gene, transport inhibition by methylxanthines is mediated mainly by antagonism of adenosine A1 receptors (A1AR) in the proximal tubule. Methylxanthines are weak renal vasodilators, and they act as competitive antagonists against adenosine-induced preglomerular vasoconstriction. Caffeine and theophylline stimulate the secretion of renin by inhibition of adenosine receptors and removal of the general inhibitory brake function of endogenous adenosine. Since enhanced intrarenal adenosine levels lead to reduced glomerular filtration rate in several pathological conditions theophylline has been tested for its therapeutic potential in the renal impairment following administration of nephrotoxic substances such as radiocontrast media, cisplatin, calcineurin inhibitors or following ischemia-reperfusion injury. In experimental animals functional improvements have been observed in all of these conditions, but available clinical data in humans are insufficient to affirm a definite therapeutic efficacy of methylxanthines in the prevention of nephrotoxic or postischemic renal injury.

  • Addendum
  • 10.34865/mb562590kskd10_1ad
Bis(morpholino)methan
  • Jan 1, 2025
  • The MAK Collection for Occupational Health and Safety
  • Andrea Hartwig

The German Senate Commission for the Investigation of Health Hazards of Chemical Compounds in the Work Area (MAK Commission) has re-evaluated bismorpholinomethane [5625-90-1] with regard to its carcinogenicity and germ cell mutagenicity classification, its ability to be absorbed through the skin, its sensitization potential and the derivation of an occupational exposure limit value (maximum concentration at the workplace, MAK value) can be derived. Relevant studies were identified from a literature search and also unpublished study reports were used. Bismorpholinomethane is corrosive to the skin of rabbits. The substance is a formaldehyde releaser and is expected to undergo rapid hydrolysis in aqueous solution. The local irritation is therefore attributed to the hydrolysis products formaldehyde and morpholine. The carcinogenicity, toxicity and genotoxicity induced by bismorpholinomethane in the upper respiratory tract or nose, the likely target organs, have not been investigated. The substance exhibited mutagenic and clastogenic potential in vitro, presumably due to the release of formaldehyde. Formaldehyde was classified in Carcinogen Category 4 because it induces tumours in nasal tissues at concentrations that exceed their detoxification capacity. As a formaldehyde releaser, bismorpholinomethane could likewise be classified in Carcinogen Category 4. However, because it is not possible to derive a MAK value for bismorpholinomethane, the substance has been assigned to Carcinogen Category 2 with the footnote “Prerequisite for Category 4 in principle fulfilled, but insufficient data available for the establishment of a MAK or BAT value”. As there are no data for the systemic bioavailability of bismorpholinomethane and the formaldehyde that is released in tissues by hydrolysis, there is no experimental evidence that the formaldehyde reaches the germ cells. Therefore, bismorpholinomethane has been classified in Category 3 B for germ cell mutagens. Clinical data in humans reveal a skin sensitizing potential that is also caused by the release of formaldehyde. Bismorpholinomethane has been designated with the “Sh” notation. Skin contact is not expected to contribute significantly to systemic toxicity.

  • Discussion
  • Cite Count Icon 14
  • 10.1016/s0012-3692(15)52111-9
The Role of Nuclear Factor-κB Activation in Airway Inflammation Following Adenovirus Infection and COPD
  • Apr 1, 2001
  • Chest
  • Shinji Teramoto + 1 more

The Role of Nuclear Factor-κB Activation in Airway Inflammation Following Adenovirus Infection and COPD

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