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Event based self-supervised temporal integration for multimodal sensor data.

A method for synergistic integration of multimodal sensor data is proposed in this paper. This method is based on two aspects of the integration process: (1) achieving synergistic integration of two or more sensory modalities, and (2) fusing the various information streams at particular moments during processing. Inspired by psychophysical experiments, we propose a self-supervised learning method for achieving synergy with combined representations. Evidence from temporal registration and binding experiments indicates that different cues are processed individually at specific time intervals. Therefore, an event-based temporal co-occurrence principle is proposed for the integration process. This integration method was applied to a mobile robot exploring unfamiliar environments. Simulations showed that integration enhanced route recognition with many perceptual similarities; moreover, they indicate that a perceptual hierarchy of knowledge about instant movement contributes significantly to short-term navigation, but that visual perceptions have bigger impact over longer intervals.

Animals↗

Triggering of locust jump by multimodal inhibitory interneurons.

1. The locust jump is triggered by a sudden inhibition of activity in hindleg flexor tibiae motoneurons following cocontraction of the hindleg flexor and extensor tibiae muscles. The main result of this investigation was the identification of two interneurons (one for each hindleg) that monosynaptically inhibit flexor tibiae motoneurons and whose properties are all consistent with them being the trigger interneurons for initiating a jump. 2. These interneurons receive strong excitatory input from many sensory modalities (visual, auditory, tactile, and proprioceptive). Because of their multimodal response characteristics, we designated them M-neurons. A particularly strong excitatory input to each M-neuron is from both descending contralateral movement detector (DCMD) interneurons. 3. The threshold for spike initiation in the M-neurons is high (approximately 14 mV). As a consequence, input from any one sensory modality alone rarely initiates action potentials. 4. Each M-neuron is depolarized by sensory input from leg proprioceptors. We propose that proprioceptive feedback during the cocontraction phase depolarizes the M-neurons to decrease their threshold, thus enabling extrinsic sensory stimuli to generate action potentials in both M-neurons and in so doing trigger a jump. The function of the proprioceptive gating of inhibitory transmission from the various sensory systems to the flexor motoneurons (via the M-neurons) is to ensure the development of a strong isometric contraction of the extensor tibiae muscle, and thus a powerful jump in response to external stimuli. 5. Insofar as the initiation of the locust jump depends on sensory convergence onto large identified interneurons, this behavior is similar to ballistic movements in some other animals such as the crayfish tail flip and the startle response in fish. The unique feature of the locust jump is that the trigger interneurons initiate the jump only after a preceding phase (cocontraction) has been accomplished.

Animals↗

Innervation of vascular and cardiac muscle of Aplysia by multimodal motoneuron L7.

1. The cardiovascular system of Aplysia has proven to be a useful preparation for study of the neural control of circulation. To better understand the neural integration of function in this system, we have attempted to gain a more complete picture of its morphology and innervation patterns, with particular emphasis on the abdominal aorta and heart. 2. The vasoconstrictor muscle fibers of the abdominal aorta were found by dye injection to be extensively branched, with many processes that are less than 1 micron in diameter. Because of the wide spacing between individual muscle fibers, these fine processes, which have relatively few contractile filaments, may be required to mediate the electrical coupling that is observed between muscle cells. 3. L7, an identified cell in the abdominal ganglion, had been shown by others to be an excitatory motoneuron for the gill, the siphon, and the sheath-contracting muscles of the pleuroabdominal connectives, and also to excite the gill motoneurons in the branchial ganglion (5, 43, 56). We have found that this multimodal motoneuron also directly excites the auricle of the heart and the vasoconstrictor muscle of the abdominal aorta. 4. The excitatory effect of L7 on the abdominal aorta interacts synergistically with that produced by the other known excitatory inputs to that structure, the LBVc vasoconstrictor motoneurons. 5. The abdominal aorta is also richly innervated by axons immunoreactive for serotonin and for the neuropeptide FMRFamide. Serotonin inhibits the contractions of the aorta elicited by firing either L7 or the LBVC cells. In contrast, FMRFamide selectively inhibits the contractions elicited by the LBVC cells. 6. Our results suggest that a significant amount of the functional integration of the cardiovascular and respiratory systems is achieved by the use of a motoneuron common to both systems, and that there is likely to be extensive peripheral inhibitory modulation of the vasoconstrictor inputs to the abdominal aorta.

Animals↗

Thalamic VPM nucleus in the behaving monkey. I. Multimodal and discriminative properties of thermosensitive neurons.

1. The role of the thalamic ventroposterior medial (VPM) nucleus in the discriminative aspects of nociception and thermoreception was evaluated in alert, trained rhesus monkeys. Single-unit responses were recorded from VPM while the monkeys performed a battery of tasks involving noxious heat, innocuous cool, and air-puff stimuli presented to the face. The discriminative ability of the monkey was compared directly with the responses of single neurons, to determine whether the neuronal response could subserve the monkey's discriminative behavior. 2. Most thermally sensitive neurons exhibited multimodal properties. Only 18% responded exclusively to heat (HT-Heat neurons), whereas 27% responded to innocuous mechanical, as well as noxious mechanical and heat stimuli (WDR-Heat). Twenty-three percent responded to innocuous mechanical stimuli and innocuous skin cooling (Mechano-Cool), and 32% responded to mechanical, innocuous cool, and noxious heat stimuli (WDR-Heat-Cool). 3. Almost all mechanical receptive fields were confined to one division of the trigeminal nerve. This was true for all of the above categories of VPM neurons, even those showing highly convergent properties (WDR-Heat-Cool). 4. Heat-activated neurons produced graded responses to noxious skin heating in the 46 to 49 degrees C range. Stimulus-response functions of neurons that responded to both heat and cool did not differ from those of neurons that responded exclusively to skin heating. 5. When the monkeys were detecting small changes in the intensity of a noxious heat stimulus (e.g., from 47 to 47.1-47.8 degrees C), heat-activated neurons responded to the smallest temperature changes that could be detected by the monkeys. Further, there was a high correlation between the monkey's success in detecting the stimulus changes and the magnitude of the neuronal responses to those changes. 6. Although the responsiveness of VPM cool-activated neurons was not compared with the monkeys' threshold for detecting cooling changes, larger stimulus changes (2 degrees C) that the monkey reliably detected produced significant neuronal responses. Further studies are needed to determine whether VPM neurons respond to the smallest detectable changes in skin cooling. 7. Several thermally sensitive VPM neurons were tested under two attentional conditions: 1) while the monkey was required to attend to a visual stimulus, and 2) while it was required to attend to the thermal stimulus to obtain reward. None showed a significant difference in heat- or cool-evoked activity in the two attentional states.(ABSTRACT TRUNCATED AT 400 WORDS)

Afferent Pathways↗

In vivo targeting of underglycosylated MUC-1 tumor antigen using a multimodal imaging probe.

One of the most difficult challenges of oncology is to improve methods for early tumor detection, which is crucial for the success of cancer therapy and greatly improves the survival rate. Underglycosylated mucin-1 antigen (uMUC-1) is one of the early hallmarks of tumorigenesis and is overexpressed and underglycosylated on almost all human epithelial cell adenocarcinomas as well as in nonepithelial cancer cell lines, as well as in hematological malignancies such as multiple myeloma, and some B-cell non-Hodgkin lymphomas. In this study, we designed, synthesized, and tested a novel multimodal imaging probe specifically recognizing in vivo uMUC-1 antigen in an animal model of human cancer. Furthermore, in vivo magnetic resonance- and near-infrared-imaging experiments on tumor-bearing animals showed specific accumulation of the probe in uMUC-1-positive tumors and virtually no signal in control tumors. We expect that this probe has a potential to greatly aid in screening prospective patients for early cancer detection and in monitoring the efficacy of drug therapy.

Amino Acid Sequence↗

Flow cytometry and squamous cell carcinoma of the maxillary sinus: A possible prognostic indicator for multimodality intervention.

Malignant tumors of the paranasal sinuses constitute less than 1% of all malignancies. Unfortunately, few prognostic factors have been identified regarding the efficacy of interventional therapy. Patients with carcinoma of the maxillary sinus frequently present with an advanced stage of disease and multimodality therapy is often proposed. Although some tumors appear to be more sensitive to preoperative chemotherapy and radiation therapy, a method of predicting and evaluating tumor behavior has not been recognized. Introduced as a means of identifying cell populations with abnormalities in total DNA content, flow-cytometric DNA analysis provides a quick and reliable means of tumor characterization for many malignancies. Although nuclear DNA content has been implicated as a prognostic factor in an increasing number of tumor types, current data on the role of DNA content in head and neck carcinoma is conflicting and incomplete. To evaluate the role of flow-cytometric DNA analysis in predicting therapeutic alternatives, 22 patients with squamous cell carcinoma of the maxillary sinus were reviewed. Patient outcome and histopathologic grade were retrospectively compared with flow-cytometric evaluations of paraffin-embedded formalin-fixed tumor specimens. Four of sixteen tumors (25%) were found to be aneuploid and were also associated with an increased survival rate (p < 0.01). This initial data emphasizes the possible usefulness of DNA measurement for characterization of squamous cell carcinoma of the maxillary sinus and stresses the need for further evaluation.

Adult↗

Multimodality program involving stereotactic surgery in brain tumor management.

Stereotactic and image guided surgery is becoming increasingly important in the management of brain tumors. Although there are several stereotactic modalities that have been reported to be of value, it is the combination of techniques in a multimodality approach that seems to show the most promise. Both frame-based and frameless guidance may facilitate glioma resection, allowing the optimal amount of resection while permitting avoidance of surrounding eloquent areas. Not only does this optimize resection, but leaving a minimal amount of gross tumor may provide a better bed for intracavitary chemotherapy. Deep tumors may be localized and approached through a small channel. Surgical exposure may be minimized to protect uninvolved areas of the brain. There is increasing evidence that patients operated with imaging guidance have a more benign course and more rapid discharge, perhaps with a lower incidence of adverse neurological sequelae. Stereotactic conformal radiotherapy allows a higher tumor dose while sparing uninvolved brain from radiation more efficiently than conventional radiation. Residual tumor may be treated with a boost of stereotactic radiotherapy. Stereotactic instillation of radioisotope may be used to treat cystic tumors. Stereotactic insertion of cannulae or radioisotope seeds permits efficient brachytherapy. Stereotactic surgery has moved beyond a subspeciality, so that every neurosurgeon might benefit from using stereotactic techniques in brain tumor management.

Adult↗

[Multimodal therapy of high-grade gliomas in adults].

Multimodal Therapy of High Grade Gliomas in Adults For chemotherapy of high-grade gliomas only few substances with proven efficacy are available. Today, even the newest substances are not proven to be superior to nitrosoureas. Although nitrosoureas are still considered as commonly accepted standard treatment, these results are based on studies in which response evaluation was not performed according to standardized criteria: prognostic criteria were not taken into account and statistical power of these studies is limited. However, a lot of questions remain to be dealt with and are currently under investigation in multicentric randomized studies. Therefore, patients should be encouraged to participate in prospectively randomized trials. With or after chemotherapy, supportive and palliative care including neurorehabilitation are important to improve patients' quality of life.

Antineoplastic Agents↗

Outcome predictors in anorectic patients after 6 months of multimodal treatment.

BACKGROUND: Anorexia nervosa is a severe disorder that often responds poorly to treatment. At this time, little is known about pretreatment predictors of response. METHODS: A sample of 42 restrictor type anorectics was tested at the assessment phase and after 180 days retested using the Temperament and Character Inventory and Eating Disorder Inventory 2 along with other clinical evaluation instruments. After 180 days of treatment with multimodal 'network' therapy, the patients were divided into two groups. The first group included patients who showed relevant clinical improvement; the second group included patients considered 'not yet responding'. Data collected from the not-yet-responding group were compared by the t test with the other group's data to evaluate prognostic indexes. RESULTS: Diagnosis of personality disorder, which afflicted about 50% of patients, seemed not to be a relevant prognostic factor. However, a lower novelty seeking was characteristic of the nonresponder group. Higher levels of asceticism and maturity fears also characterized the nonresponder group. CONCLUSION: Present data suggest some elements that could be useful to focus pharmacotherapy, psychotherapy and family counseling on the current psychopathology of each patient.

Adolescent↗

Multimodality program involving stereotactic surgery in brain tumor management.

Stereotactic and image-guided surgery is becoming increasingly important in the management of brain tumors. Although there are several stereotactic modalities that have been reported to be of value, it is the combination of techniques in a multimodality approach that seems to show the most promise. Both frame-based and frameless guidance may facilitate glioma resection, allowing the optimal amount of resection while permitting avoidance of surrounding eloquent areas. Not only does this optimize resection, but leaving a minimal amount of gross tumor may provide a better bed for intracavitary chemotherapy. Deep tumors may be localized and approached through a small channel, and surgical exposure may be minimized to protect uninvolved areas of the brain. There is increasing evidence that patients operated with imaging guidance have a more benign course and more rapid discharge, perhaps with a lower incidence of adverse neurological sequelae. Stereotactic conformal radiotherapy allows a higher tumor dose while sparing uninvolved brain from radiation more efficiently than conventional techniques, and residual tumor may be treated with a boost of stereotactic radiotherapy. Stereotactic instillation of radioisotopes may be used to treat cystic tumors. Stereotactic insertion of cannulae or radioisotope seeds permit efficient brachytherapy. Stereotactic surgery has moved beyond a subspeciality, so that every neurosurgeon might benefit from using stereotactic techniques in brain tumor management.

Adult↗

Hydrodynamic contributions to multimodal guidance of prey capture behavior in fish.

Water movements, of both abiotic and biotic origin, provide a wealth of information of direct relevance to the guidance of prey capture behavior. To gather hydrodynamic information, fish have sensors of two basic types: those scattered over the surface of the body known as superficial neuromasts and similar sensors embedded in subdermal lateral line canals. Recently, the anatomical dichotomy between superficial and canal neuromasts has been matched by demonstrations of a corresponding functional dichotomy. Prey detection and localization are evidently mediated by canal neuromasts, whereas superficial neuromasts are more sensitive to water flows over the surface of the fish and participate in the orientation to water currents, a behavior known as rheotaxis. However, rheotaxis in combination with chemosensory inputs can also guide fish to their prey. Thus there is evidence that both lateral line sub-modalities either alone or in concert with other senses play a role in prey capture. Are there circumstances where prey capture requires integration of information from both lateral line sub- modalities? Recent evidence shows that fish are capable of tracking other fish on the basis of the hydrodynamic trails left behind by their swimming motion. Pharmacological and physical ablation of lateral line end organs shows that indeed integration of information from both sub-modalities is required for the complex hydrodynamic task of natural prey capture in the dark. Furthermore, these experiments provide an excellent demonstration of the integration of hydrodynamic, chemosensory, tactile and visual information for the multimodal guidance of prey capture behavior.

Animals↗

Significance of surgery in the multimodality treatment of rectal cancer.

Since the NIH recommendations in 1990 the majority of patients with rectal cancer are treated by a multimodality approach. The last decade has seen considerable improvements in the overall management of rectal cancer, therefore a certain reorientation seems justified. Although many questions remain to be answered, some general recommendations for the treatment of rectal cancer focussed on the small pelvis can be given. Surgery with total mesorectal excision is the standard therapy for cancers of the middle and low rectum in stages T1/2 N0. Adjuvant radiochemotherapy and shortterm pre-operative radiotherapy are both feasible approaches for the treatment of stage II and stage III rectal carcinomas. The superiority of either concept awaits clarifying randomised trials. Patients with T4 rectal cancers should undergo long-term neoadjuvant radiochemotherapy with consecutive oncological resection. The exact mode of the neoadjuvant regimen combining high remission rates with low treatment-associated morbidity needs further refinements. Local excision should be restricted to patients with well-differentiated, less than semi-circumferential T1 carcinomas. Tumours with less favourable histologies should not be treated locally unless general patient conditions forbid oncological resections. In these instances, additional radiochemotherapy appears able to reduce the risk of local recurrence.

Chemotherapy, Adjuvant↗

Robotic multimodality stereotactic brain tissue identification: work in progress.

Real-time identification of tissue would improve procedures such as stereotactic brain biopsy (SBX), functional and implantation neurosurgery, and brain tumor excision. To standard SBX equipment has been added: (1) computer-controlled stepper motors to drive the biopsy needle/probe precisely; (2) multiple microprobes to track tissue density, detect blood vessels and changes in blood flow, and distinguish the various tissues being penetrated; (3) neural net learning programs to allow real-time comparisons of current data with a normative data bank; (4) three-dimensional graphic displays to follow the probe as it traverses brain tissue. The probe can differentiate substances such as pig brain, differing consistencies of the 'brain-like' foodstuff tofu, and gels made to simulate brain, as well as detect blood vessels imbedded in these substances. Multimodality probes should improve the safety, efficacy, and diagnostic accuracy of SBX and other neurosurgical procedures.

Animals↗

The COMSTAT algorithm for multimodal factor analysis: an improvement of Tucker's three-mode factor analysis method.

Three-mode factor analysis, as developed by Tucker in 1966, is a method for nonredundant representation of data arrays with three subscripts (e.g. observations classified according to persons by variables by conditions). Tucker , however, did not succeed in obtaining a least-squares solution for his model. We derive in this paper a necessary condition for a least-squares solution and construct an algorithm which improves any given initial solution in the least-squares sense. We show that this algorithm converges to a representation satisfying the necessary conditions for a least-squares solution. The method is in no way restricted to three dimensions, but can be applied to any multimodal data array.

Alpha Rhythm↗

Treatment of craniopharyngiomas: the multimodality approach.

A Multimodality Protocol for the treatment of craniopharyngiomas, where stereotactic methods are used preferentially, give long-term results not inferior to those reported when microsurgical removal has been the first therapeutic choice. Case material, treated in accordance with this protocol, is presented in a long-term perspective. The features of the protocol are discussed.

Adolescent↗

Multimodal contractile activity of the canine sphincter of Oddi.

Using a high-fidelity recording system, simultaneous manometric measurements of the sphincter of Oddi and duodenum were performed in 6 dogs. The sphincter of Oddi was a high-pressure zone with superimposed phasic activity. The tracings were analyzed according to the distribution of the peak-to-peak contraction intervals (PPI), and a multimodal distribution was consistently found with a basal mode of 3.5 s. If not occurring at this interval, the PPI would be a multiple of this value. These findings suggest that slow-wave control activity is present in the canine sphincter of Oddi. The origin of this control is still unknown.

Ampulla of Vater↗

Targeted prevention of coronary artery disease: pharmacological considerations in multimodality treatment.

Treatment of hypercholesterolemia with HMG-CoA-reductase inhibitors has revolutionized medical intervention towards the prevention of coronary artery disease. There is a wide sprectrum of patients with diverse underlying clinical conditions that may benefit from treatment using these agents. These include patients with multiple risk factors, individuals following major vascular events, and those with special conditions that are associated with accelerated atherosclerosis. The latter include patients with severe, dominantly inherited hypercholesterolemia, patients with major organ dysfunction such as chronic renal failure, and individuals after transplantation. Multimodality intervention includes behavior modification and mechanical as well as pharmacological treatment. It is aimed at several important targets: cholesterol reduction, control of hypertension and diabetes, improvement of myocardial contractility, reduction of infarct size, and control of hemostasis. Most of these patients require multiple drugs, which may interact at the pharmacodynamic (efficacy and safety) as well as pharmacokinetic levels. These potential interactions should be considered while planning and implementing preventive measures for an individual as well as for the community. The beneficial effects and the potential hazardous interactions between HMG-CoA reductase inhibitors and other medications are presented and discussed using two models: heterozygous familial hypercholesterolemia and major organ transplantation. Although there is a partial overlap in the medications used for the treatment of these two conditions, some of them differ. The interaction between HMG-CoA reductase inhibitors and other cholesterol-lowering agents, mainly fibrates, is discussed in the first model summarizing data from controlled clinical trials. The interaction with cyclosporin A is presented using the second model. A potential benefit of fluvastatin, as compared with other currently available HMG-CoA reductase inhibitors, which may be related to its relatively short plasma half-life and low systemic exposure, is discussed.

Cholesterol↗

Multimodality treatment of locally advanced breast cancer.

From 1976 to 1985, 61 consecutive patients with locally advanced breast cancer were treated with multimodality therapy. Overall 5-year survival was 30% with a median survival of 36 months. 50% of patients relapsed within 13 months. Other factors such as menopausal status, side of illness (right or left breast), responses to systemic or to local treatment, survival and progression-free survival in responders and non-responders have been analyzed.

Adult↗