Fusion Object Detection and Action Recognition to Predict Violent Action.

In the context of Shared Autonomous Vehicles, the need to monitor the environment inside the car will be crucial. This article focuses on the application of deep learning algorithms to present a fusion monitoring solution which was three different algorithms: a violent action detection system, which recognizes violent behaviors between passengers, a violent object detection system, and a lost items detection system. Public datasets were used for object detection algorithms (COCO and TAO) to train state-of-the-art algorithms such as YOLOv5. For violent action detection, the MoLa InCar dataset was used to train on state-of-the-art algorithms such as I3D, R(2+1)D, SlowFast, TSN, and TSM. Finally, an embedded automotive solution was used to demonstrate that both methods are running in real-time.

AI based monitoring violent action detection data for in-vehicle scenarios.

With the evolution of technology associated with mobility and autonomy, Shared Autonomous Vehicles will be a reality. To ensure passenger safety, there is a need to create a monitoring system inside the vehicle capable of recognizing human actions. We introduce two datasets to train human action recognition inside the vehicle, focusing on violence detection. The InCar dataset tackles violent actions for in-car background which give us more realistic data. The InVicon dataset although doesn't have the realistic background as the InCar dataset can provide skeleton (3D body joints) data. This datasets were recorded with RGB, Depth, Thermal, Event-based, and Skeleton data. The resulting dataset contains 6 400 video samples and more than 3 million frames, collected from sixteen distinct subjects. The dataset contains 58 action classes, including violent and neutral (i.e., non-violent) activities.

A multiplanet system of super-Earths orbiting the brightest red dwarf star GJ 887.

The closet exoplanets to the Sun provide opportunities for detailed characterization of planets outside the Solar System. We report the discovery, using radial velocity measurements, of a compact multiplanet system of super-Earth exoplanets orbiting the nearby red dwarf star GJ 887. The two planets have orbital periods of 9.3 and 21.8 days. Assuming an Earth-like albedo, the equilibrium temperature of the 21.8-day planet is ~350 kelvin. The planets are interior to, but close to the inner edge of, the liquid-water habitable zone. We also detect an unconfirmed signal with a period of ~50 days, which could correspond to a third super-Earth in a more temperate orbit. Our observations show that GJ 887 has photometric variability below 500 parts per million, which is unusually quiet for a red dwarf.

A candidate super-Earth planet orbiting near the snow line of Barnard's star.

Barnard's star is a red dwarf, and has the largest proper motion (apparent motion across the sky) of all known stars. At a distance of 1.8 parsecs1, it is the closest single star to the Sun; only the three stars in the α Centauri system are closer. Barnard's star is also among the least magnetically active red dwarfs known2,3 and has an estimated age older than the Solar System. Its properties make it a prime target for planetary searches; various techniques with different sensitivity limits have been used previously, including radial-velocity imaging4-6, astrometry7,8 and direct imaging9, but all ultimately led to negative or null results. Here we combine numerous measurements from high-precision radial-velocity instruments, revealing the presence of a low-amplitude periodic signal with a period of 233 days. Independent photometric and spectroscopic monitoring, as well as an analysis of instrumental systematic effects, suggest that this signal is best explained as arising from a planetary companion. The candidate planet around Barnard's star is a cold super-Earth, with a minimum mass of 3.2 times that of Earth, orbiting near its snow line (the minimum distance from the star at which volatile compounds could condense). The combination of all radial-velocity datasets spanning 20 years of measurements additionally reveals a long-term modulation that could arise from a stellar magnetic-activity cycle or from a more distant planetary object. Because of its proximity to the Sun, the candidate planet has a maximum angular separation of 220 milliarcseconds from Barnard's star, making it an excellent target for direct imaging and astrometric observations in the future.

Phase I trial and pharmacokinetic study of high-dose clofarabine and busulfan and allogeneic stem cell transplantation in adults with high-risk and refractory acute leukemia.

We conducted a phase I trial to determine the maximum tolerated dose (MTD) of clofarabine with high-dose busulfan followed by allogeneic stem cell transplantation (SCT) in patients with high-risk and refractory acute leukemia. Patients received intravenous busulfan 0.8 mg/kg every 6 h on days -6 to -3 and clofarabine 30-60 mg/m(2) per day on days -6 to -2. Graft-versus-host disease prophylaxis included sirolimus plus tacrolimus (days -2 to +180). A total of 15 patients, median age 48 (30-58) years, with acute leukemia that was relapsed and refractory (n=8), primary refractory (n=6), or in CR2 (n=1), were treated at four clofarabine dose levels: 30 (n=3), 40 (n=3), 50 (n=3) and 60 mg/m(2) per day (n=6) with busulfan. All engrafted, and the MTD was not reached. Grades 3-4 non-hematological toxicities included vomiting (n=3), mucositis (n=9), hand-foot syndrome (n=1), acute renal failure (n=1) and reversible elevation of aspartate aminotransferase/alanine aminotransferase (n=10). The 1-year event-free survival was 53% (95% confidence interval: 33-86%), and the 1-year overall survival was 60% (95% confidence interval: 40-91%). Given the good tolerability and promising results, we recommend clofarabine 60 mg/m(2) per day × 5 days as a phase II dose in combination with busulfan (12.8 mg per kg total dose) for further study as a myeloablative regimen for allogeneic SCT for high-risk acute leukemia.

Long-term disease-free survival after nonmyeloablative cyclophosphamide/fludarabine conditioning and related/unrelated allotransplantation for acute myeloid leukemia/myelodysplasia.

A total of 50 consecutive patients (median age, 57.5 years) with AML (n=30) or myelodysplasia (MDS, n=20) underwent HLA matched related donor (MRD, n=27) or unrelated donor (MUD, n=23) peripheral blood hematopoietic cell transplantation after nonmyeloablative CY/fludarabine (Flu) conditioning. GVHD prophylaxis included CsA (n=19)+/-mycophenolate mofetil (n=31). At a median follow-up of 59 months, 21 patients (42%) were alive without evidence of disease. By Kaplan-Meier analysis, year 1-4 disease-free survival (DFS) and OS estimates were 0.50/0.58, 0.40/0.46, 0.37/0.43 and 0.37/0.41. MUD recipients were engrafted quickly (13.5 days) compared to MRD recipients (16 days) and relapsed/progressed less frequently (P=0.005). Overall grade 3/4 acute GVHD (aGVHD) occurred in 26% in the absence of antecedent mucositis and was associated with chronic GVHD (cGVHD) and poor OS. Extensive cGVHD developed in 51.2% of 100 day survivors. Rates of aGVHD, cGVHD and survival were similar between MRD and MUD recipients. Of 14 survivors with cGVHD, 5 (35.7%) experienced resolution off immunosuppression, suggesting that tolerance with HLA matched grafts is possible at an advanced age by this method. This study provides further evidence for prolonged DFS after CY/Flu MRD allotransplantation for AML/MDS, and extends the findings to older patients and those with unrelated donors.

Skin cancer after nonmyeloablative hematopoietic cell transplantation.

Squamous cell carcinoma (SCC) is the most common skin cancer in patients receiving immunosuppressive therapy, and is well documented to occur in patients that have undergone either solid organ transplantation or conventional myeloablative bone marrow transplantation. Nonmyeloablative hematopoietic cell transplantation (NMAT) provides transient, intensive immunosuppression, permitting allogeneic engraftment without ablating the marrow. The purpose of this report is to describe six patients that developed SCC (n=3), basal cell carcinoma (n=2), or malignant melanoma (n=2) over a period of 2-26 months following NMAT. All patients had myelodysplasia or acute myelogenous leukemia prior to transplantation. The authors demonstrate for the first time that patients who undergo NMAT are at risk for developing skin cancers and emphasize the need for close surveillance in the post transplantation period.

Macrophage activation syndrome and other systemic inflammatory conditions after BMT.

Autologous hematopoietic cell transplantation (HCT) is being used to treat autoimmune diseases refractory to conventional therapy, including rheumatoid arthritis. Macrophage activation syndrome (MAS) is a descriptive term for a systemic inflammatory disorder that has been described in patients with juvenile rheumatoid arthritis (JRA). This case report describes a young adult with systemic JRA (sJRA) who developed MAS on day # 12 post-autologous transplantation. The patient developed high fever, laboratory evidence of disseminated intravascular coagulation (DIC), hepatocellular injury, pancytopenia and hyper-ferritinemia. All viral, bacterial and fungal studies were negative and the patient improved with high-dose glucocorticosteroid and cyclosporine therapy. Extreme elevation of serum ferritin was documented and helpful in monitoring response to therapy. A number of systemic inflammatory syndromes have been described in association with HCT. These include DIC, 'engraftment syndrome,' infection-associated hemophagocytic syndrome and familial hemophagocytic lymphohistiocytosis. Macrophage activation syndrome presents with features of DIC and is closely related or identical to infection-associated hemophagocytic syndrome. The diagnosis needs to be established in a timely fashion because early and appropriate treatment may improve outcome.

Nonablative hematopoietic cell transplantation for the treatment of metastatic renal cell carcinoma.

Nonablative hematopoietic cell transplantation (HCT) is becoming a preferred treatment for those recipients in whom the potential toxicity risk of standard ablative allogeneic therapy may be unacceptable. Graft-versus-malignancy effects may be generated against epithelial malignancies which are similar to the graft-versus-leukemia activity that is well documented in human hematological malignancies. Renal cell carcinoma has been shown to be responsive to immunotherapy with recombinant human cytokines and may be an ideal model for exploring this novel therapy. Clinical investigations have demonstrated regression of metastatic renal cell carcinoma occurs in some patients following nonablative allogeneic HCT. However, graft-versus-host disease remains a significant toxicity of nonablative transplantation, and further investigations are warranted to further evaluate this promising approach and to improve its safety.

Bone metabolism in children with human immunodeficiency virus infection receiving highly active anti-retroviral therapy including a protease inhibitor.

We measured serum osteocalcin levels in prepubertal children with human immunodeficiency virus (HIV) infection receiving highly active antiretroviral therapy including a protease inhibitor and uninfected control children. Osteocalcin values were significantly elevated in the HIV-infected patients. Though osteocalcin serves as an index of bone formation, it likely functions as a negative regulator of bone formation. Further study is necessary to determine whether protease inhibitors normalize bone physiology or decrease bone formation and reduce bone mineral density in children receiving these therapies.

Lymphocytic interstitial pneumonitis, elevated IgM concentration, and hepatosplenomegaly in ataxia-telangiectasia.

An 8-year-old girl developed ataxia-telangiectasia. Western blotting of lysate revealed absence of the ATM protein, and 2 mutations in the ATM gene were found. Subsequently, the patient developed increased respiratory symptoms. Open lung biopsy revealed lymphocytic interstitial pneumonitis, which is not characteristic of ataxia-telangiectasia. There was a therapeutic response to glucocorticosteroid treatment.

Immunologic reconstitution following bone marrow transplantation for X-linked hyper IgM syndrome.

X-linked hyper IgM syndrome (XHIM), caused by mutations of the CD40 ligand (CD40L) gene, is characterized by recurrent bacterial and opportunistic infections, an increased incidence of autoimmunity and malignancies, and immunodeficiency due to abnormal T/B cell interaction. Because of poor long-term prognosis, bone marrow transplantation (BMT) has been proposed as an alternative treatment. An 8-month-old boy with XHIM and a splice site mutation of CD40L underwent BMT using a fully matched sibling donor. Markers of engraftment and immunologic reconstitution were measured serially. After BMT, activated T cells expressed functional CD40L, and genomic DNA obtained from circulating white cells contained predominantly wild-type CD40L sequences. Serum immunoglobulin levels including IgE and antibody responses to recall antigens normalized, and immunization with the T-cell-dependent neoantigen, bacteriophage φX174, demonstrated amplification of the response and isotope switching. BMT provides a permanent cure for XHIM if a fully matched sibling donor is available and the procedure is performed before complications have occurred.

Long-term virologic and immunologic responses in human immunodeficiency virus type 1-infected children treated with indinavir, zidovudine, and lamivudine.

Virologic and immunologic responses were examined for 33 human immunodeficiency virus (HIV)-infected children who participated for > or = 96 weeks in a phase 1/2 protocol of 16 weeks of indinavir monotherapy, followed by the addition of zidovudine and lamivudine. At week 96, a median increase of 199 CD4+ T cells/microL and a median decrease of 0.74 log(10) HIV RNA copies/mL were observed. The relationship between control of viral replication and CD4) T cell count was examined. Patients were categorized into 3 response groups on the basis of duration and extent of control of viral replication. Of 21 children with a transient decrease in virus load of > or = 0.7 log(10) HIV RNA copies/mL from baseline, 7 experienced sustained increases in CD4+, CD4+ CD45RA+, and CD4+ CD45RO+ T cell counts. CD4+ CD45RA+ (naive) T cells were the major contributor to CD4+ T cell expansion. Continued long-term immunologic benefit may be experienced by a subset of children, despite only transient virologic suppression.

Effects of bupropion sustained-release on sexual functioning and nocturnal erections in healthy men.

Many antidepressants are known to cause adverse sexual effects. Bupropion is an antidepressant with fewer reported adverse sexual effects. Studies of sexual side effects are often confounded by psychiatric and medical conditions affecting sexual function. In this study, the effects of bupropion on subjective and objective sexual functioning were measured in healthy men. Thirteen men without psychiatric or medical illness completed a 2-week, placebo-controlled, double-blind, crossover trial of bupropion sustained-release 300 mg/day. Subjects had a 1-week washout period between trials. Sexual function was measured using a validated, self-administered questionnaire and the RigiScan, an instrument measuring nocturnal penile tumescence and rigidity. No differences were found in self-reported sexual function, number of erections, total erection time, or penile rigidity in subjects taking bupropion compared with those taking placebo or baseline. These findings support that bupropion does not have subjective adverse sexual side effects and does not affect nocturnal erections in healthy men.

A randomized, double-blind study of triple nucleoside therapy of abacavir, lamivudine, and zidovudine versus lamivudine and zidovudine in previously treated human immunodeficiency virus type 1-infected children. The CNAA3006 Study Team.

OBJECTIVES: Abacavir (ABC) is a potent inhibitor of human immunodeficiency virus type 1 (HIV-1) reverse transcriptase. We compared the efficacy, safety, and tolerability of combination therapy with ABC, lamivudine (3TC), and zidovudine (ZDV) versus 3TC and ZDV in antiretroviral experienced HIV-1-infected children over 48 weeks. METHODS: Two hundred five HIV-1-infected children who had received previous antiretroviral therapy and had CD4(+) cell counts >/=100 cells/mm(3) were stratified by age and by previous treatment. Participants were randomly assigned to receive ABC (8 mg/kg twice daily [BID]) plus 3TC (4 mg/kg BID) and ZDV (180 mg/m(2) BID; ABC/3TC/ZDV group) or ABC placebo plus 3TC (4 mg/kg BID) and ZDV (180 mg/m(2); 3TC/ZDV group). Participants who met a protocol-defined switch criteria (plasma HIV-1 RNA >0.5 log(10) copies/mL above baseline at week 8 or >10 000 copies/mL after week 16) had the option to switch to open-label ABC plus any antiretroviral combination or continue randomized therapy or withdraw from the study. RESULTS: The Kaplan-Meier estimates (95% confidence interval) of the proportion of participants who maintained HIV-1 RNA levels 10 000 copies/mL, a significantly higher proportion of participants in the ABC/3TC/ZDV group had HIV-1 RNA

Glucocorticosteroid treatment for cerebrospinal fluid eosinophilia in a patient with ventriculoperitonial shunt.

BACKGROUND: Cerebrospinal fluid (CSF) eosinophilia commonly occurs in patients with ventriculoperitoneal (VP) shunts and is associated with shunt complications such as obstruction or infection. Glucocorticosteroids (GCS) are effective in reducing eosinophilia and eosinophils in skin, nasal mucosa, and airway epithelium. Effects of GCS on CSF eosinophils has not been reported. OBJECTIVE: To demonstrate glucocorticosteroid effects on the CSF eosinophil levels and to propose that GCS may be used as a therapeutic agent for CSF eosinophilia. RESULT: A case report of a patient with congenital hydrocephalus and a VP shunt developed CSF eosinophilia associated with latex allergy and shunt malfunction. Daily treatment with 2 mg/kg of methylprednisolone was associated with reduced peripheral eosinophilia and slightly reduced CSF eosinophil counts. Pulse methylprednisolone, 15 mg/kg, was associated with complete reduction of CSF eosinophils and prolonged VP shunt survival. CONCLUSION: Systemic glucocorticosteroids effectively reduce CSF eosinophils. Glucocorticosteroids may be beneficial for treatment of CSF eosinophilia associated with VP shunt malfunction.

Genetic linkage of hyper-IgE syndrome to chromosome 4.

The hyper-IgE syndrome (HIES) is a rare primary immunodeficiency characterized by recurrent skin abscesses, pneumonia, and highly elevated levels of serum IgE. HIES is now recognized as a multisystem disorder, with nonimmunologic abnormalities of the dentition, bones, and connective tissue. HIES can be transmitted as an autosomal dominant trait with variable expressivity. Nineteen kindreds with multiple cases of HIES were scored for clinical and laboratory findings and were genotyped with polymorphic markers in a candidate region on human chromosome 4. Linkage analysis showed a maximum two-point LOD score of 3.61 at recombination fraction of 0 with marker D4S428. Multipoint analysis and simulation testing confirmed that the proximal 4q region contains a disease locus for HIES.

Immunoreconstitution after ritonavir therapy in children with human immunodeficiency virus infection involves multiple lymphocyte lineages.

OBJECTIVE: To evaluate lymphocyte reconstitution after protease inhibitor therapy in children with human immunodeficiency virus (HIV) infection. STUDY DESIGN: Forty-four HIV-infected children receiving ritonavir monotherapy followed by the addition of zidovudine and didanosine were evaluated during a phase I/II clinical trial. The cohort had a median age of 6.8 years and advanced disease (57% Centers for Disease Control and Prevention stage C, 73% immune stage 3) and was naive to protease inhibitor therapy. RESULTS: After 4 weeks of therapy, there was a significant increase in CD4(+) and CD8(+) T cells. CD4(+) T cells continued to increase, whereas CD8(+) T cells returned to baseline by 24 weeks. Unexpectedly, there was a significant increase in B cells. Changes in CD4(+) T-cell subsets revealed an initial increase in CD4(+) CD45RO T cells followed by a sustained increase in CD4(+) CD45RA T cells. Children <6 years of age had the highest increase in all lymphocyte populations. Significant improvement in CD4(+) T-cell counts was observed even in those children whose viral burden returned to pre-therapy levels. CONCLUSIONS: Early increases in lymphocytes after ritonavir therapy are a result of recirculation, as shown by increases in B cells and CD4(+) CD45RO and CD8(+) T cells. Children exhibited a high potential to reconstitute CD4(+) CD45RA T cells even with advanced disease and incomplete viral suppression.

Persistent Sweet's syndrome occurring in a child with a primary immunodeficiency.

Sweet's syndrome (SS) occurs most commonly in association with inflammatory or neoplastic disorders. Only rarely has it been associated with immunodeficiency disorders. We describe a child with a T-cell immunodeficiency who had a persistent neutrophilic dermatosis that was histologically and clinically consistent with SS. SS associated with immunodeficiencies may occur as a reaction to an underlying infection or a defect in immunoregulation. Such patients, however, may not be able to produce the classic fever and neutrophilia associated with SS. They may fail to respond to standard treatment for SS and may suffer a prolonged and persistent course.