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1.
Hum Brain Mapp ; 45(7): e26690, 2024 May.
Article in English | MEDLINE | ID: mdl-38703117

ABSTRACT

One potential application of forensic "brain reading" is to test whether a suspect has previously experienced a crime scene. Here, we investigated whether it is possible to decode real life autobiographic exposure to spatial locations using fMRI. In the first session, participants visited four out of eight possible rooms on a university campus. During a subsequent scanning session, subjects passively viewed pictures and videos from these eight possible rooms (four old, four novel) without giving any responses. A multivariate searchlight analysis was employed that trained a classifier to distinguish between "seen" versus "unseen" stimuli from a subset of six rooms. We found that bilateral precuneus encoded information that can be used to distinguish between previously seen and unseen rooms and that also generalized to the two stimuli left out from training. We conclude that activity in bilateral precuneus is associated with the memory of previously visited rooms, irrespective of the identity of the room, thus supporting a parietal contribution to episodic memory for spatial locations. Importantly, we could decode whether a room was visited in real life without the need of explicit judgments about the rooms. This suggests that recognition is an automatic response that can be decoded from fMRI data, thus potentially supporting forensic applications of concealed information tests for crime scene recognition.


Subject(s)
Brain Mapping , Magnetic Resonance Imaging , Parietal Lobe , Recognition, Psychology , Humans , Male , Female , Parietal Lobe/physiology , Parietal Lobe/diagnostic imaging , Young Adult , Recognition, Psychology/physiology , Brain Mapping/methods , Adult , Photic Stimulation/methods , Pattern Recognition, Visual/physiology , Space Perception/physiology , Memory, Episodic
2.
Cereb Cortex ; 34(5)2024 May 02.
Article in English | MEDLINE | ID: mdl-38798002

ABSTRACT

Creative idea generation plays an important role in promoting successful memory formation. Yet, its underlying neural correlates remain unclear. We investigated the self-generated learning of creative ideas motivated by the schema-linked interactions between medial prefrontal and medial temporal regions framework. This was achieved by having participants generate ideas in the alternative uses task, self-evaluating their ideas based on novelty and source (i.e. new or old), and then later being tested on the recognition performance of the generated ideas. At the behavioral level, our results indicated superior performances in discriminating novel ideas, highlighting the novelty effect on memory. At the neural level, the regions-of-interest analyses revealed that successful recognition of novel ideas was associated with greater activations in the hippocampus (HPC) and medial prefrontal cortex (mPFC) during ideation. However, only activation in the right HPC was positively related to the successful recognition of novel ideas. Importantly, the weaker the connection between the right HPC and left mPFC, the higher the recognition accuracy of novel ideas. Moreover, activations in the right HPC and left mPFC were both effective predictors of successful recognition of novel ideas. These findings uniquely highlight the role of novelty in promoting self-generated learning of creative ideas.


Subject(s)
Creativity , Hippocampus , Learning , Magnetic Resonance Imaging , Prefrontal Cortex , Recognition, Psychology , Prefrontal Cortex/physiology , Humans , Male , Hippocampus/physiology , Female , Young Adult , Learning/physiology , Adult , Recognition, Psychology/physiology , Brain Mapping/methods
3.
Proc Natl Acad Sci U S A ; 121(22): e2310979121, 2024 May 28.
Article in English | MEDLINE | ID: mdl-38781212

ABSTRACT

Humans have the highly adaptive ability to learn from others' memories. However, because memories are prone to errors, in order for others' memories to be a valuable source of information, we need to assess their veracity. Previous studies have shown that linguistic information conveyed in self-reported justifications can be used to train a machine-learner to distinguish true from false memories. But can humans also perform this task, and if so, do they do so in the same way the machine-learner does? Participants were presented with justifications corresponding to Hits and False Alarms and were asked to directly assess whether the witness's recognition was correct or incorrect. In addition, participants assessed justifications' recollective qualities: their vividness, specificity, and the degree of confidence they conveyed. Results show that human evaluators can discriminate Hits from False Alarms above chance levels, based on the justifications provided per item. Their performance was on par with the machine learner. Furthermore, through assessment of the perceived recollective qualities of justifications, participants were able to glean more information from the justifications than they used in their own direct decisions and than the machine learner did.


Subject(s)
Mental Recall , Humans , Mental Recall/physiology , Female , Male , Adult , Recognition, Psychology/physiology , Young Adult , Memory/physiology , Machine Learning
4.
Nat Commun ; 15(1): 4313, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38773109

ABSTRACT

Our brain is constantly extracting, predicting, and recognising key spatiotemporal features of the physical world in order to survive. While neural processing of visuospatial patterns has been extensively studied, the hierarchical brain mechanisms underlying conscious recognition of auditory sequences and the associated prediction errors remain elusive. Using magnetoencephalography (MEG), we describe the brain functioning of 83 participants during recognition of previously memorised musical sequences and systematic variations. The results show feedforward connections originating from auditory cortices, and extending to the hippocampus, anterior cingulate gyrus, and medial cingulate gyrus. Simultaneously, we observe backward connections operating in the opposite direction. Throughout the sequences, the hippocampus and cingulate gyrus maintain the same hierarchical level, except for the final tone, where the cingulate gyrus assumes the top position within the hierarchy. The evoked responses of memorised sequences and variations engage the same hierarchical brain network but systematically differ in terms of temporal dynamics, strength, and polarity. Furthermore, induced-response analysis shows that alpha and beta power is stronger for the variations, while gamma power is enhanced for the memorised sequences. This study expands on the predictive coding theory by providing quantitative evidence of hierarchical brain mechanisms during conscious memory and predictive processing of auditory sequences.


Subject(s)
Auditory Cortex , Auditory Perception , Magnetoencephalography , Humans , Male , Female , Adult , Auditory Perception/physiology , Young Adult , Auditory Cortex/physiology , Brain/physiology , Acoustic Stimulation , Brain Mapping , Music , Gyrus Cinguli/physiology , Memory/physiology , Hippocampus/physiology , Recognition, Psychology/physiology
5.
Behav Brain Res ; 468: 115042, 2024 Jun 25.
Article in English | MEDLINE | ID: mdl-38723676

ABSTRACT

Hippocampus is essential for episodic memory formation, lesion studies demonstrating its role especially in processing spatial and temporal information. Further, adult hippocampal neurogenesis (AHN) in the dentate gyrus (DG) has also been linked to learning. To study hippocampal neuronal activity during events like learning, in vivo calcium imaging has become increasingly popular. It relies on the use of adeno-associated viral (AAV) vectors, which seem to lead to a decrease in AHN when applied on the DG. More notably, imaging requires the implantation of a relatively large lens into the tissue. Here, we examined how injection of an AAV vector and implantation of a 1-mm-diameter lens into the dorsal DG routinely used to image calcium activity impact the behavior of adult male C57BL/6 mice. To this aim, we conducted open-field, object-recognition and object-location tasks at baseline, after AAV vector injection, and after lens implantation. Finally, we determined AHN from hippocampal slices using a doublecortin-antibody. According to our results, the operations needed for in vivo imaging of the dorsal DG did not have adverse effects on behavior, although we noticed a decrease in AHN ipsilaterally to the operations. Thus, our results suggest that in vivo imaging can be safely used to, for example, correlate patterns of calcium activity with learned behavior. One should still keep in mind that the defects on the operated side might be functionally compensated by the (hippocampus in the) contralateral hemisphere.


Subject(s)
Hippocampus , Mice, Inbred C57BL , Neurogenesis , Animals , Neurogenesis/physiology , Male , Hippocampus/metabolism , Mice , Calcium/metabolism , Behavior, Animal/physiology , Recognition, Psychology/physiology , Dentate Gyrus/metabolism , Dentate Gyrus/physiology , Dependovirus , Genetic Vectors/administration & dosage , Functional Laterality/physiology
6.
Food Res Int ; 183: 114155, 2024 May.
Article in English | MEDLINE | ID: mdl-38760118

ABSTRACT

Sweetness has been proposed to be an important quality in the decision to consume alcohol, and strong preferences for sweet tastes have been associated with alcohol abuse. However, alcohol is characterized by a number of other sensory properties, including astringency and bitterness that may drive preference and consumption. Spinelli et al. (2021) classified individuals into three sweet-sensory liking clusters (High Sweet-Liking, Moderate Sweet-Liking, and Inverted-U) that differed in their sweetness optima and sensory-liking patterns (relationship between liking and sweetness, bitterness and astringency perception in a food model). The current paper replicates the sweet sensory-liking clusters in a new set of participants (n = 1976), and extends the predicted value of these clusters examining their relationship to wine and other types of alcoholic beverages by gender using a split-sample approach on a total of over 3000 adults. The sweet sensory-liking clusters had a predictive relationship for the familiarity and liking of some alcoholic beverages characterized by stronger tastes, but not weekly alcohol intake levels. Thus, although sweet sensory-liking clusters may be associated with the type of beverages and frequency with which a person will drink and enjoy a type of alcoholic beverage, they are poor predictors of the quantity of alcohol that a person ingests over the course of a week.


Subject(s)
Alcohol Drinking , Alcoholic Beverages , Food Preferences , Taste , Humans , Male , Female , Adult , Food Preferences/physiology , Alcohol Drinking/psychology , Young Adult , Middle Aged , Adolescent , Taste Perception , Recognition, Psychology
7.
PLoS One ; 19(5): e0303755, 2024.
Article in English | MEDLINE | ID: mdl-38758747

ABSTRACT

Recent eye tracking studies have linked gaze reinstatement-when eye movements from encoding are reinstated during retrieval-with memory performance. In this study, we investigated whether gaze reinstatement is influenced by the affective salience of information stored in memory, using an adaptation of the emotion-induced memory trade-off paradigm. Participants learned word-scene pairs, where scenes were composed of negative or neutral objects located on the left or right side of neutral backgrounds. This allowed us to measure gaze reinstatement during scene memory tests based on whether people looked at the side of the screen where the object had been located. Across two experiments, we behaviorally replicated the emotion-induced memory trade-off effect, in that negative object memory was better than neutral object memory at the expense of background memory. Furthermore, we found evidence that gaze reinstatement was related to recognition memory for the object and background scene components. This effect was generally comparable for negative and neutral memories, although the effects of valence varied somewhat between the two experiments. Together, these findings suggest that gaze reinstatement occurs independently of the processes contributing to the emotion-induced memory trade-off effect.


Subject(s)
Emotions , Eye Movements , Eye-Tracking Technology , Memory , Humans , Emotions/physiology , Female , Male , Young Adult , Adult , Memory/physiology , Eye Movements/physiology , Fixation, Ocular/physiology , Adolescent , Recognition, Psychology/physiology , Photic Stimulation
8.
Brain Behav ; 14(5): e3524, 2024 May.
Article in English | MEDLINE | ID: mdl-38702902

ABSTRACT

INTRODUCTION: The combination of apolipoprotein E ε4 (ApoE ε4) status, odor identification, and odor familiarity predicts conversion to mild cognitive impairment (MCI) and Alzheimer's disease (AD). METHODS: To further understand olfactory disturbances and AD risk, ApoE ε4 carrier (mean age 76.38 ± 5.21) and ε4 non-carrier (mean age 76.8 ± 3.35) adults were given odor familiarity and identification tests and performed an odor identification task during fMRI scanning. Five task-related functional networks were detected using independent components analysis. Main and interaction effects of mean odor familiarity ratings, odor identification scores, and ε4 status on network activation and task-modulation of network functional connectivity (FC) during correct and incorrect odor identification (hits and misses), controlling for age and sex, were explored using multiple linear regression. RESULTS: Findings suggested that sensory-olfactory network activation was positively associated with odor identification scores in ε4 carriers with intact odor familiarity. The FC of sensory-olfactory, multisensory-semantic integration, and occipitoparietal networks was altered in ε4 carriers with poorer odor familiarity and identification. In ε4 carriers with poorer familiarity, connectivity between superior frontal areas and the sensory-olfactory network was negatively associated with odor identification scores. CONCLUSIONS: The results contribute to the clarification of the neurocognitive structure of odor identification processing and suggest that poorer odor familiarity and identification in ε4 carriers may signal multi-network dysfunction. Odor familiarity and identification assessment in ε4 carriers may contribute to the predictive value of risk for MCI and AD due to the breakdown of sensory-cognitive network integration. Additional research on olfactory processing in those at risk for AD is warranted.


Subject(s)
Apolipoprotein E4 , Magnetic Resonance Imaging , Humans , Female , Male , Aged , Apolipoprotein E4/genetics , Olfactory Perception/physiology , Smell/physiology , Recognition, Psychology/physiology , Aged, 80 and over , Cognitive Dysfunction/physiopathology , Odorants , Alzheimer Disease/physiopathology , Alzheimer Disease/genetics , Heterozygote , Brain/diagnostic imaging , Brain/physiopathology
9.
Sci Rep ; 14(1): 11283, 2024 05 17.
Article in English | MEDLINE | ID: mdl-38760416

ABSTRACT

Several lines of evidence demonstrate that the brain histaminergic system is fundamental for cognitive processes and the expression of memories. Here, we investigated the effect of acute silencing or activation of histaminergic neurons in the hypothalamic tuberomamillary nucleus (TMNHA neurons) in vivo in both sexes in an attempt to provide direct and causal evidence of the necessary role of these neurons in recognition memory formation and retrieval. To this end, we compared the performance of mice in two non-aversive and non-rewarded memory tests, the social and object recognition memory tasks, which are known to recruit different brain circuitries. To directly establish the impact of inactivation or activation of TMNHA neurons, we examined the effect of specific chemogenetic manipulations during the formation (acquisition/consolidation) or retrieval of recognition memories. We consistently found that acute chemogenetic silencing of TMNHA neurons disrupts the formation or retrieval of both social and object recognition memory in males and females. Conversely, acute chemogenetic activation of TMNHA neurons during training or retrieval extended social memory in both sexes and object memory in a sex-specific fashion. These results suggest that the formation or retrieval of recognition memory requires the tonic activity of histaminergic neurons and strengthen the concept that boosting the brain histaminergic system can promote the retrieval of apparently lost memories.


Subject(s)
Neurons , Recognition, Psychology , Animals , Female , Male , Neurons/metabolism , Neurons/physiology , Mice , Recognition, Psychology/physiology , Histamine/metabolism , Mice, Inbred C57BL , Hypothalamic Area, Lateral/metabolism , Hypothalamic Area, Lateral/physiology , Mental Recall/physiology
10.
Nature ; 629(8013): 861-868, 2024 May.
Article in English | MEDLINE | ID: mdl-38750353

ABSTRACT

A central assumption of neuroscience is that long-term memories are represented by the same brain areas that encode sensory stimuli1. Neurons in inferotemporal (IT) cortex represent the sensory percept of visual objects using a distributed axis code2-4. Whether and how the same IT neural population represents the long-term memory of visual objects remains unclear. Here we examined how familiar faces are encoded in the IT anterior medial face patch (AM), perirhinal face patch (PR) and temporal pole face patch (TP). In AM and PR we observed that the encoding axis for familiar faces is rotated relative to that for unfamiliar faces at long latency; in TP this memory-related rotation was much weaker. Contrary to previous claims, the relative response magnitude to familiar versus unfamiliar faces was not a stable indicator of familiarity in any patch5-11. The mechanism underlying the memory-related axis change is likely intrinsic to IT cortex, because inactivation of PR did not affect axis change dynamics in AM. Overall, our results suggest that memories of familiar faces are represented in AM and perirhinal cortex by a distinct long-latency code, explaining how the same cell population can encode both the percept and memory of faces.


Subject(s)
Recognition, Psychology , Temporal Lobe , Temporal Lobe/physiology , Temporal Lobe/cytology , Male , Animals , Recognition, Psychology/physiology , Time Factors , Memory, Long-Term/physiology , Facial Recognition/physiology , Macaca mulatta , Perirhinal Cortex/physiology , Perirhinal Cortex/cytology , Neurons/physiology , Memory/physiology , Face , Visual Perception/physiology , Female , Photic Stimulation
11.
CNS Neurosci Ther ; 30(5): e14719, 2024 May.
Article in English | MEDLINE | ID: mdl-38783536

ABSTRACT

BACKGROUND: Methamphetamine (METH) is a psychostimulant substance with highly addictive and neurotoxic effects, but no ideal treatment option exists to improve METH-induced neurocognitive deficits. Recently, mesenchymal stem cells (MSCs)-derived exosomes have raised many hopes for treating neurodegenerative sequela of brain disorders. This study aimed to determine the therapeutic potential of MSCs-derived exosomes on cognitive function and neurogenesis of METH-addicted rodents. METHODS: Male BALB/c mice were subjected to chronic METH addiction, followed by intravenous administration of bone marrow MSCs-derived exosomes. Then, the spatial memory and recognition memory of animals were assessed by the Barnes maze and the novel object recognition test (NORT). The neurogenesis-related factors, including NeuN and DCX, and the expression of Iba-1, a microglial activation marker, were assessed in the hippocampus by immunofluorescence staining. Also, the expression of inflammatory cytokines, including TNF-α and NF-κB, were evaluated by western blotting. RESULTS: The results showed that BMSCs-exosomes improved the time spent in the target quadrant and correct-to-wrong relative time in the Barnes maze. Also, NORT's discrimination index (DI) and recognition index (RI) were improved following exosome therapy. Additionally, exosome therapy significantly increased the expression of NeuN and DCX in the hippocampus while decreasing the expression of inflammatory cytokines, including TNF-α and NF-κB. Besides, BMSC-exosomes down-regulated the expression of Iba-1. CONCLUSION: Our findings indicate that BMSC-exosomes mitigated METH-caused cognitive dysfunction by improving neurogenesis and inhibiting neuroinflammation in the hippocampus.


Subject(s)
Amphetamine-Related Disorders , Doublecortin Protein , Exosomes , Hippocampus , Mesenchymal Stem Cells , Methamphetamine , Mice, Inbred BALB C , Neurogenesis , Animals , Exosomes/metabolism , Male , Neurogenesis/drug effects , Neurogenesis/physiology , Mice , Methamphetamine/toxicity , Amphetamine-Related Disorders/therapy , Amphetamine-Related Disorders/psychology , Amphetamine-Related Disorders/metabolism , Hippocampus/metabolism , Hippocampus/drug effects , Cognition/drug effects , Cognition/physiology , Maze Learning/drug effects , Maze Learning/physiology , Recognition, Psychology/drug effects , Recognition, Psychology/physiology , Nerve Tissue Proteins/metabolism , Central Nervous System Stimulants/toxicity , Spatial Memory/drug effects , Spatial Memory/physiology , Microfilament Proteins/metabolism , Mesenchymal Stem Cell Transplantation/methods , Calcium-Binding Proteins , DNA-Binding Proteins
12.
Int J Psychophysiol ; 200: 112356, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38701899

ABSTRACT

Using the N-back task, we investigated how memory load influences the neural activity of the Chinese character cognitive subprocess (recognition, updating, and maintenance) in Mainland Chinese speakers. Twenty-seven participants completed the Chinese character N-back paradigm while having their event-related potentials recorded. The study employed time and frequency domain analyses of EEG data. Results showed that accuracy decreased and response times increased with larger N values. For ERPs, N2pc and P300 amplitudes decreased and SW amplitude increased with larger N values. For time frequency analyses, the desynchronization of alpha oscillations decreased after stimulus onset, but the synchronization of alpha oscillations increased during the maintenance phase. The results suggest that greater memory load is related to a decrease in cognitive resources during updating and an increase in cognitive resources during information maintenance. The results of a behavioral-ERP data structural equation model analysis showed that the ERP indicators in the maintenance phase predicted behavioral performance.


Subject(s)
Electroencephalography , Evoked Potentials , Humans , Male , Female , Young Adult , Adult , Evoked Potentials/physiology , Pattern Recognition, Visual/physiology , Memory, Short-Term/physiology , Psychomotor Performance/physiology , Recognition, Psychology/physiology , Reaction Time/physiology , Event-Related Potentials, P300/physiology
13.
Behav Res Methods ; 56(4): 3779-3793, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38710986

ABSTRACT

The formation of false memories is one of the most widely studied topics in cognitive psychology. The Deese-Roediger-McDermott (DRM) paradigm is a powerful tool for investigating false memories and revealing the cognitive mechanisms subserving their formation. In this task, participants first memorize a list of words (encoding phase) and next have to indicate whether words presented in a new list were part of the initially memorized one (recognition phase). By employing DRM lists optimized to investigate semantic effects, previous studies highlighted a crucial role of semantic processes in false memory generation, showing that new words semantically related to the studied ones tend to be more erroneously recognized (compared to new words less semantically related). Despite the strengths of the DRM task, this paradigm faces a major limitation in list construction due to its reliance on human-based association norms, posing both practical and theoretical concerns. To address these issues, we developed the False Memory Generator (FMG), an automated and data-driven tool for generating DRM lists, which exploits similarity relationships between items populating a vector space. Here, we present FMG and demonstrate the validity of the lists generated in successfully replicating well-known semantic effects on false memory production. FMG potentially has broad applications by allowing for testing false memory production in domains that go well beyond the current possibilities, as it can be in principle applied to any vector space encoding properties related to word referents (e.g., lexical, orthographic, phonological, sensory, affective, etc.) or other type of stimuli (e.g., images, sounds, etc.).


Subject(s)
Semantics , Software , Humans , Female , Male , Young Adult , Adult , Repression, Psychology , Recognition, Psychology/physiology , Memory/physiology , Mental Recall/physiology
14.
Cortex ; 175: 1-11, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38691922

ABSTRACT

Studies have reported substantial variability in emotion recognition ability (ERA) - an important social skill - but possible neural underpinnings for such individual differences are not well understood. This functional magnetic resonance imaging (fMRI) study investigated neural responses during emotion recognition in young adults (N = 49) who were selected for inclusion based on their performance (high or low) during previous testing of ERA. Participants were asked to judge brief video recordings in a forced-choice emotion recognition task, wherein stimuli were presented in visual, auditory and multimodal (audiovisual) blocks. Emotion recognition rates during brain scanning confirmed that individuals with high (vs low) ERA received higher accuracy for all presentation blocks. fMRI-analyses focused on key regions of interest (ROIs) involved in the processing of multimodal emotion expressions, based on previous meta-analyses. In neural response to emotional stimuli contrasted with neutral stimuli, individuals with high (vs low) ERA showed higher activation in the following ROIs during the multimodal condition: right middle superior temporal gyrus (mSTG), right posterior superior temporal sulcus (PSTS), and right inferior frontal cortex (IFC). Overall, results suggest that individual variability in ERA may be reflected across several stages of decisional processing, including extraction (mSTG), integration (PSTS) and evaluation (IFC) of emotional information.


Subject(s)
Brain Mapping , Emotions , Individuality , Magnetic Resonance Imaging , Recognition, Psychology , Humans , Male , Female , Emotions/physiology , Young Adult , Adult , Recognition, Psychology/physiology , Brain/physiology , Brain/diagnostic imaging , Facial Expression , Photic Stimulation/methods , Facial Recognition/physiology
15.
Behav Res Methods ; 56(4): 3757-3778, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38702502

ABSTRACT

Music is omnipresent among human cultures and moves us both physically and emotionally. The perception of emotions in music is influenced by both psychophysical and cultural factors. Chinese traditional instrumental music differs significantly from Western music in cultural origin and music elements. However, previous studies on music emotion perception are based almost exclusively on Western music. Therefore, the construction of a dataset of Chinese traditional instrumental music is important for exploring the perception of music emotions in the context of Chinese culture. The present dataset included 273 10-second naturalistic music excerpts. We provided rating data for each excerpt on ten variables: familiarity, dimensional emotions (valence and arousal), and discrete emotions (anger, gentleness, happiness, peacefulness, sadness, solemnness, and transcendence). The excerpts were rated by a total of 168 participants on a seven-point Likert scale for the ten variables. Three labels for the excerpts were obtained: familiarity, discrete emotion, and cluster. Our dataset demonstrates good reliability, and we believe it could contribute to cross-cultural studies on emotional responses to music.


Subject(s)
Emotions , Music , Humans , Music/psychology , Emotions/physiology , Female , Male , Adult , China , Young Adult , Auditory Perception/physiology , Reproducibility of Results , Recognition, Psychology/physiology , Arousal/physiology , East Asian People
16.
Sci Rep ; 14(1): 8660, 2024 04 15.
Article in English | MEDLINE | ID: mdl-38622177

ABSTRACT

Agriculture plays a pivotal role in the economic development of a nation, but, growth of agriculture is affected badly by the many factors one such is plant diseases. Early stage prediction of these disease is crucial role for global health and even for game changers the farmer's life. Recently, adoption of modern technologies, such as the Internet of Things (IoT) and deep learning concepts has given the brighter light of inventing the intelligent machines to predict the plant diseases before it is deep-rooted in the farmlands. But, precise prediction of plant diseases is a complex job due to the presence of noise, changes in the intensities, similar resemblance between healthy and diseased plants and finally dimension of plant leaves. To tackle this problem, high-accurate and intelligently tuned deep learning algorithms are mandatorily needed. In this research article, novel ensemble of Swin transformers and residual convolutional networks are proposed. Swin transformers (ST) are hierarchical structures with linearly scalable computing complexity that offer performance and flexibility at various scales. In order to extract the best deep key-point features, the Swin transformers and residual networks has been combined, followed by Feed forward networks for better prediction. Extended experimentation is conducted using Plant Village Kaggle datasets, and performance metrics, including accuracy, precision, recall, specificity, and F1-rating, are evaluated and analysed. Existing structure along with FCN-8s, CED-Net, SegNet, DeepLabv3, Dense nets, and Central nets are used to demonstrate the superiority of the suggested version. The experimental results show that in terms of accuracy, precision, recall, and F1-rating, the introduced version shown better performances than the other state-of-art hybrid learning models.


Subject(s)
Mental Recall , Recognition, Psychology , Agriculture , Algorithms , Plant Diseases
17.
Sci Rep ; 14(1): 8739, 2024 04 16.
Article in English | MEDLINE | ID: mdl-38627572

ABSTRACT

Inspired by recent findings in the visual domain, we investigated whether the stimulus-evoked pupil dilation reflects temporal statistical regularities in sequences of auditory stimuli. We conducted two preregistered pupillometry experiments (experiment 1, n = 30, 21 females; experiment 2, n = 31, 22 females). In both experiments, human participants listened to sequences of spoken vowels in two conditions. In the first condition, the stimuli were presented in a random order and, in the second condition, the same stimuli were presented in a sequence structured in pairs. The second experiment replicated the first experiment with a modified timing and number of stimuli presented and without participants being informed about any sequence structure. The sound-evoked pupil dilation during a subsequent familiarity task indicated that participants learned the auditory vowel pairs of the structured condition. However, pupil diameter during the structured sequence did not differ according to the statistical regularity of the pair structure. This contrasts with similar visual studies, emphasizing the susceptibility of pupil effects during statistically structured sequences to experimental design settings in the auditory domain. In sum, our findings suggest that pupil diameter may serve as an indicator of sound pair familiarity but does not invariably respond to task-irrelevant transition probabilities of auditory sequences.


Subject(s)
Pupil , Sound , Female , Humans , Pupil/physiology , Recognition, Psychology , Auditory Perception/physiology
18.
Cell Rep ; 43(4): 114115, 2024 Apr 23.
Article in English | MEDLINE | ID: mdl-38607918

ABSTRACT

In the CA1 hippocampus, vasoactive intestinal polypeptide-expressing interneurons (VIP-INs) play a prominent role in disinhibitory circuit motifs. However, the specific behavioral conditions that lead to circuit disinhibition remain uncertain. To investigate the behavioral relevance of VIP-IN activity, we employed wireless technologies allowing us to monitor and manipulate their function in freely behaving mice. Our findings reveal that, during spatial exploration in new environments, VIP-INs in the CA1 hippocampal region become highly active, facilitating the rapid encoding of novel spatial information. Remarkably, both VIP-INs and pyramidal neurons (PNs) exhibit increased activity when encountering novel changes in the environment, including context- and object-related alterations. Concurrently, somatostatin- and parvalbumin-expressing inhibitory populations show an inverse relationship with VIP-IN and PN activity, revealing circuit disinhibition that occurs on a timescale of seconds. Thus, VIP-IN-mediated disinhibition may constitute a crucial element in the rapid encoding of novelty and the acquisition of recognition memory.


Subject(s)
CA1 Region, Hippocampal , Interneurons , Recognition, Psychology , Vasoactive Intestinal Peptide , Animals , Interneurons/metabolism , Interneurons/physiology , Vasoactive Intestinal Peptide/metabolism , CA1 Region, Hippocampal/physiology , CA1 Region, Hippocampal/metabolism , CA1 Region, Hippocampal/cytology , Mice , Male , Recognition, Psychology/physiology , Pyramidal Cells/metabolism , Pyramidal Cells/physiology , Mice, Inbred C57BL , Memory/physiology , Parvalbumins/metabolism , Exploratory Behavior/physiology , Somatostatin/metabolism
19.
J Neurol Sci ; 460: 123019, 2024 May 15.
Article in English | MEDLINE | ID: mdl-38640582

ABSTRACT

OBJECTIVE: The aim of our study was to measure the ability of ALS patients to process dynamic facial expressions as compared to a control group of healthy subjects and to correlate this ability in ALS patients with neuropsychological, clinical and neurological measures of the disease. METHODS: Sixty-three ALS patients and 47 healthy controls were recruited. All the ALS patients also underwent i) the Geneva Emotion Recognition Test (GERT) in which ten actors express 14 types of dynamic emotions in brief video clips with audio, ii) the Edimburgh Cognitive and Behavioral ALS Screen (ECAS) test; iii) the ALS Functional Rating Scale Revised (ALSFRS-R) and iv) the Medical Research Council (MRC) for the evaluation of muscle strength. All the healthy subjects enrolled in the study underwent the GERT. RESULTS: The recognition of irritation and pleasure was significantly different between ALS patients and the control group. The amusement, despair, irritation, joy, sadness and surprise had been falsely recognized differently between the two groups. Specific ALS cognitive impairment was associated with bulbar-onset phenotype (OR = 14,3889; 95%CI = 3,96-52,16). No association was observed between false emotion recognition and cognitive impairment (F(1,60)=,56,971, p=,45,333). The number of categorical errors was significantly higher in the ALS patients than in the control group (27,66 ± 7,28 vs 17,72 ± 5,29; t = 8723; p = 0.001). CONCLUSIONS: ALS patients show deficits in the dynamic processing of a wide range of emotions. These deficits are not necessarily associated with a decline in higher cognitive functions: this could therefore lead to an underestimation of the phenomenon.


Subject(s)
Amyotrophic Lateral Sclerosis , Emotions , Facial Expression , Humans , Amyotrophic Lateral Sclerosis/psychology , Amyotrophic Lateral Sclerosis/physiopathology , Amyotrophic Lateral Sclerosis/complications , Male , Female , Middle Aged , Emotions/physiology , Aged , Neuropsychological Tests , Recognition, Psychology/physiology , Facial Recognition/physiology , Adult
20.
J Neurosci ; 44(21)2024 May 22.
Article in English | MEDLINE | ID: mdl-38569925

ABSTRACT

When we perceive a scene, our brain processes various types of visual information simultaneously, ranging from sensory features, such as line orientations and colors, to categorical features, such as objects and their arrangements. Whereas the role of sensory and categorical visual representations in predicting subsequent memory has been studied using isolated objects, their impact on memory for complex scenes remains largely unknown. To address this gap, we conducted an fMRI study in which female and male participants encoded pictures of familiar scenes (e.g., an airport picture) and later recalled them, while rating the vividness of their visual recall. Outside the scanner, participants had to distinguish each seen scene from three similar lures (e.g., three airport pictures). We modeled the sensory and categorical visual features of multiple scenes using both early and late layers of a deep convolutional neural network. Then, we applied representational similarity analysis to determine which brain regions represented stimuli in accordance with the sensory and categorical models. We found that categorical, but not sensory, representations predicted subsequent memory. In line with the previous result, only for the categorical model, the average recognition performance of each scene exhibited a positive correlation with the average visual dissimilarity between the item in question and its respective lures. These results strongly suggest that even in memory tests that ostensibly rely solely on visual cues (such as forced-choice visual recognition with similar distractors), memory decisions for scenes may be primarily influenced by categorical rather than sensory representations.


Subject(s)
Magnetic Resonance Imaging , Pattern Recognition, Visual , Recognition, Psychology , Humans , Male , Female , Adult , Young Adult , Recognition, Psychology/physiology , Pattern Recognition, Visual/physiology , Photic Stimulation/methods , Visual Perception/physiology , Brain/physiology , Brain/diagnostic imaging , Mental Recall/physiology , Brain Mapping
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