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Anti-cluster of differentiation (CD) 3 × α programmed death-ligand 1 (PD-L1) bispecific T-cell engager (BsTE)-bound T-cells (BsTE:T) are a promising new cancer treatment agent. However, the mechanisms of action of bispecific antibody-armed activated T-cells are poorly understood. Therefore, this study aimed to investigate the anti-tumor mechanism and efficacy of BsTE:T. The BsTE:T migration was assessed in vivo and in vitro using syngeneic and xenogeneic tumor models, flow cytometry, immunofluorescence staining, transwell migration assays, microfluidic chips, Exo View R100, western blotting, and clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated protein 9 technology. In murine B16 melanoma, MC38 colon cancer, and human multiple myeloma cells, BsTE:T exhibited superior tumor elimination relative to that of T-cells or BsTE alone. Moreover, BsTE:T migration into tumors was significantly enhanced owing to the presence of PD-L1 in tumor cells and secretion of PD-L1-containing exosomes. Furthermore, increased infiltration of CD44highCD62Llow effector memory CD8+ T-cells into tumors was closely associated with the anti-tumor effect of BsTE:T. Therefore, BsTE:T is an innovative potential anti-tumor therapy, and exosomal PD-L1 plays a crucial role both in vitro and in vivo in the anti-tumor activity of BsTE:T.
Subject(s)
Antibodies, Bispecific , B7-H1 Antigen , Exosomes , Animals , Antibodies, Bispecific/pharmacology , Antibodies, Bispecific/immunology , Exosomes/metabolism , Exosomes/immunology , Mice , B7-H1 Antigen/metabolism , B7-H1 Antigen/antagonists & inhibitors , Humans , T-Lymphocytes/immunology , T-Lymphocytes/metabolism , Mice, Inbred C57BL , Melanoma, Experimental/immunology , Melanoma, Experimental/therapy , CD3 Complex/immunology , CD3 Complex/metabolism , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/metabolism , Cell Line, Tumor , Female , Cell Movement , Xenograft Model Antitumor AssaysABSTRACT
Premature rupture of membranes (PROM) is defined as rupture of fetal membranes before the onset of labor. Prolactin (PRL) is secreted by decidual membranes and accumulated significantly in the amniotic fluid during pregnancy. PRL could ameliorate inflammation and collagen degradation in fetal membranes. However, the role of PRL in amniotic membrane is not well characterized. We isolated human amniotic epithelial stem cells (hAESCs) from human fetal membranes to study the effect of PRL on proliferation, migration, and antioxidative stress. Amniotic pore culture technique (APCT) model was constructed to evaluate the tissue regeneration effect in vitro. The potential targets and pathways of PRL acting in amnion via integrated bioinformatic methods. PRL had a dose-dependent effect on hAESCs in vitro. PRL (500â ng/mL) significantly improved the viability of hAESCs and inhibited cell apoptosis, related to the upregulation of CCN2 expression and downregulation of Bax, Caspase 3, and Caspase 8. PRL accelerated migration process in hAESCs via downregulation of MMP2, MMP3, and MMP9. PRL attenuated the cellular damage and mitochondrial dysfunction induced by hydrogen peroxide in hAESCs. PRL accelerated the healing process in the APCT model significantly. The top 10 specific targets (IGF1R, SIRT1, MAP2K1, CASP8, MAPK14, MCL1, NFKB1, HIF1A, MTOR, and HSP90AA1) and signaling pathways (such as HIF signaling pathway) were selected using an integrated bioinformatics approach. PRL improves the viability and antioxidative stress function of hAESCs and the regeneration of ruptured amniotic membranes in vitro. Thus, PRL has great therapeutic potential for prevention and treatment of ruptured membranes.
Subject(s)
Amnion , Apoptosis , Fetal Membranes, Premature Rupture , Prolactin , Humans , Amnion/metabolism , Amnion/cytology , Fetal Membranes, Premature Rupture/therapy , Fetal Membranes, Premature Rupture/metabolism , Prolactin/metabolism , Prolactin/pharmacology , Female , Pregnancy , Apoptosis/drug effects , Cell Movement/drug effects , Regeneration/physiology , Regeneration/drug effects , Cell Proliferation/drug effects , Cells, Cultured , Epithelial Cells/metabolism , Epithelial Cells/physiology , Epithelial Cells/drug effects , Stem Cells/metabolism , Cell Survival/drug effects , Oxidative Stress/drug effectsABSTRACT
Bronchus-associated lymphoid tissue (BALT) is a rare cause of extranodal marginal zone lymphoma (MZL). Although most patients with BALT lymphoma (BALToma) show an indolent clinical course and are monitored without treatment, there are limited real-world data on the long-term outcome of "watch-and-wait' strategy in comparison with other treatments. The survival outcomes of patients newly diagnosed with BALToma at three tertiary hospitals in Korea undergoing two treatment strategies were analyzed: group A, patients who were monitored without any treatment or received only radiotherapy after diagnosis; and group B, patients receiving any kind of systemic chemotherapy after diagnosis, regardless of their history of any local treatment such as surgery or radiotherapy. Of the 67 patients included in our analysis, the 10-year progression-free survival (PFS) and 10-year overall survival (OS) rates were 65.3% and 83.2%, respectively. The 10-year PFS rates for observation or localized treatment and systemic chemotherapy were 78.7% and 56.9%, respectively (p = 0.044). Ten-year OS rates for observation or localized treatment and systemic chemotherapy were 100% and 71.7%, respectively (p = 0.016). Multivariate analysis showed that bilateral lung (HR 2.462, p = 0.047) and extrapulmonary organ (HR 4.485, p = 0.004) involvement were the only significant factors associated with poor PFS. Prognostic factor analysis for OS did not yield significant results. Patients with BALToma show a favorable prognosis, suggesting that observation or localized therapy alone may be effective for patient management. However, patients with bilateral lung or extrapulmonary involvement may require careful monitoring for disease progression and more aggressive treatment approaches.
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PURPOSE: Loneliness is a risk factor for mental and physical disorders. Rapid individualization, with increasing associated social burden, is a contributing factor to loneliness among Koreans. This study aimed to investigate the relationship between loneliness and mental disorders, as well as to determine whether long-term loneliness is a factor predicting the occurrence of mental disorders in adults. METHODS: The National Mental Health Survey of Korea 2021, a nationally representative survey on mental disorders, was conducted. Responses from 5511 participants were collected using the Korean version of the Composite International Diagnostic Interview for Diagnostic and Statistical Manual of Mental Disorders fourth edition, Structured Clinical Interview for Internet Gaming Disorder, and the World Health Organization Adult Attention-deficit Hyperactivity Disorder (ADHD) self-report scale. Loneliness and its duration were investigated among these participants. RESULTS: Loneliness was reported by approximately 2.9% of the general population. Loneliness was associated with an increased adulthood prevalence of alcohol use disorders, nicotine use disorders, depressive disorders, anxiety disorders, adult ADHD, and internet gaming disorders. Long-term loneliness was significantly associated with an elevated risk of alcohol use disorders, nicotine use disorders, depressive disorders, and anxiety disorders. Internet gaming disorder was associated with loneliness lasting > 1 year. CONCLUSION: Various adult psychiatric disorders were associated with loneliness. The significant dose-effect relationship indicated the importance of early detection of and intervention for loneliness to reduce its negative consequences on mental health.
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Natural killer (NK) cells are a crucial component of the innate immune system. This study introduces Cellytics NK, a novel platform for rapid and precise measurement of NK cell activity. This platform combines an NK-specific activation stimulator cocktail (ASC) and lens-free shadow imaging technology (LSIT), using optoelectronic components. LSIT captures digital hologram images of resting and ASC-activated NK cells, while an algorithm evaluates cell size and cytoplasmic complexity using shadow parameters. The combined shadow parameter derived from the peak-to-peak distance and width standard deviation rapidly distinguishes active NK cells from inactive NK cells at the single-cell level within 30 s. Here, the feasibility of the system was demonstrated by assessing NK cells from healthy donors and immunocompromised cancer patients, demonstrating a significant difference in the innate immunity index (I3). Cancer patients showed a lower I3 value (161%) than healthy donors (326%). I3 was strongly correlated with NK cell activity measured using various markers such as interferon-gamma, tumor necrosis factor-alpha, perforin, granzyme B, and CD107a. This technology holds promise for advancing immune functional assays, offering rapid and accurate on-site analysis of NK cells, a crucial innate immune cell, with its compact and cost-effective optoelectronic setup, especially in the post-COVID-19 era.
Subject(s)
Biosensing Techniques , Killer Cells, Natural , Humans , Killer Cells, Natural/immunology , Killer Cells, Natural/cytology , Biosensing Techniques/instrumentation , Biosensing Techniques/methods , Immunity, Innate , COVID-19/immunology , COVID-19/virology , Holography/methods , Holography/instrumentation , Lymphocyte Activation , Interferon-gamma/analysis , SARS-CoV-2/immunology , SARS-CoV-2/isolation & purification , Neoplasms/immunology , Neoplasms/diagnostic imaging , Granzymes , Tumor Necrosis Factor-alpha , Perforin/metabolismABSTRACT
Diffuse large B-cell lymphoma (DLBCL) is the most common type of non-Hodgkin's lymphoma, for which cyclophosphamide, doxorubicin, vincristine, and prednisone with rituximab(R-CHOP) is one of the standard regimens. Given that R-CHOP is highly emetogenic, chemotherapy-induced nausea and vomiting (CINV) prevention is clinically important. However, there is a paucity of studies focusing on these patients. This study aimed to ascertain the effectiveness of an oral fixed-dose combination of netupitant and palonosetron (NEPA) in preventing CINV in patients with DLBCL undergoing first-line R-CHOP chemotherapy. Seventy patients were enrolled in this single-center prospective non-comparative study conducted between November 2020 and May 2023 in South Korea. NEPA was administered 1 h prior to chemotherapy initiation on day 1. The primary endpoint of the study was the complete response rate (no emesis, and no rescue medication) during the acute, delayed, and overall phases, which were assessed over a period of 120 h post-chemotherapy. The complete response rates for NEPA were 90.0% [95% CI 80.5, 95.9] for the acute phase, 85.7% [95% CI 75.3, 92.9] for the delayed phase, and 84.3% [95% CI 73.6, 91.9] for the overall phase, with no-emesis rates (acute: 97.1% [95% CI 97.1, 99.7], delayed: 95.7% [95% CI 88.0, 99.1], overall: 92.9% [95% CI 84.1, 97.6]). NEPA was well tolerated with no severe treatment-emergent adverse events. NEPA exhibited substantial efficacy in mitigating CINV in DLBCL patients undergoing R-CHOP chemotherapy, demonstrating high CR and no-emesis rates, and favorable safety profiles.
Subject(s)
Antiemetics , Antineoplastic Combined Chemotherapy Protocols , Cyclophosphamide , Doxorubicin , Lymphoma, Large B-Cell, Diffuse , Nausea , Palonosetron , Prednisone , Rituximab , Vincristine , Vomiting , Humans , Lymphoma, Large B-Cell, Diffuse/drug therapy , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Doxorubicin/adverse effects , Doxorubicin/administration & dosage , Cyclophosphamide/adverse effects , Cyclophosphamide/therapeutic use , Cyclophosphamide/administration & dosage , Male , Female , Middle Aged , Vincristine/adverse effects , Vincristine/therapeutic use , Vincristine/administration & dosage , Nausea/prevention & control , Nausea/chemically induced , Vomiting/prevention & control , Vomiting/chemically induced , Rituximab/adverse effects , Rituximab/therapeutic use , Rituximab/administration & dosage , Prednisone/adverse effects , Prednisone/administration & dosage , Prednisone/therapeutic use , Aged , Palonosetron/therapeutic use , Palonosetron/administration & dosage , Adult , Prospective Studies , Antiemetics/therapeutic use , Antiemetics/administration & dosage , Pyridines/adverse effects , Pyridines/administration & dosage , Pyridines/therapeutic use , Treatment Outcome , Drug Combinations , Isoquinolines , QuinuclidinesABSTRACT
The association between psoriasis and alcohol consumption has been inconsistent across various studies. However, to the best of our knowledge, no dose-response meta-analysis has been performed to date. This study aims to investigate the association between alcohol consumption and psoriasis. The search was performed on July 27, 2021, using Embase and MEDLINE. The restricted cubic spline analysis was used to perform a dose-response analysis. We identified 3,904 studies, of which 48 studies with 1,702,847 individuals across 24 countries were included. Alcohol consumption was positively associated with psoriasis (odds ratio [OR], 1.47; 95% confidence interval [CI], 1.27-1.70). In addition, a significantly increased OR for psoriasis was observed in males (OR, 1.84; 95% CI, 1.13-3.01) but not in females (OR, 1.22; 95% CI, 0.97-1.54). Based on eight studies, including three cohort and five case-control studies, the analysis revealed that with each additional gram of daily alcohol intake, the OR for psoriasis increased by 4%. We found a positive association between alcohol consumption and psoriasis. The association is more prominent in the group drinking more than 45 g of alcohol per day (3.2 alcoholic drink equivalent).
Subject(s)
Alcohol Drinking , Psoriasis , Psoriasis/epidemiology , Humans , Alcohol Drinking/epidemiology , Alcohol Drinking/adverse effects , Female , Male , Risk Factors , Sex Factors , Dose-Response Relationship, DrugABSTRACT
Hidradenitis suppurativa (HS) is an inflammatory disorder characterized by chronic deep-seated nodules, abscesses, fistulae, sinus tracts, and scars in apocrine gland-bearing regions. Assessing its severity is challenging because of its clinical heterogeneity, lack of a standardized tool, and increasing severity scores. This article provides a chronological overview of HS grading scales to aid in the understanding and comparison of different scoring systems. A literature review of articles published in English on PubMed was conducted searched from 1989 to 2023. The review includes 15 scores that are the most relevant and widely used and acknowledges the existence of over 30 scoring systems for HS. The expanding landscape of HS scoring systems presents challenges when patients evaluated using different systems are compared. A universally accepted scoring system is required for consistent application across diverse populations. A comprehensive assessment should balance subjective and objective items, considering observer-reported signs and patient-reported symptoms to make meaningful treatment decisions.
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Introduction: Despite the current effective treatments for acute promyelocytic leukemia (APL), early mortality (EM), defined as death within 30 days of presentation, is a major hurdle to long-term survival. Methods: We performed a multicenter retrospective study to evaluate the incidence and clinical characteristics of EM in patients with newly diagnosed APL and to develop a risk stratification model to predict EM. Results: We identified 313 eligible patients diagnosed between 2000 and 2021 from five academic hospitals. The median age was 50 years (range 19-94), and 250 (79.9%) patients were <65 years. Most patients (n=274, 87.5%) received their first dose of all-trans retinoic acid (ATRA) within 24 hours of presentation. EM occurred in 41 patients, with a cumulative incidence of 13.1%. The most common cause of EM was intracranial hemorrhage (n=22, 53.6%), and most EMs (31/41, 75.6%) occurred within the first seven days of APL presentation. In a multivariable analysis, we identified three independent factors predicting EM: age ≥65 years (HR, 2.56), white blood cell count ≥8.0 x 109/L (HR, 3.30), and ATRA administration >24 hours of presentation (HR, 2.95). Based on these factors, patients were stratified into three categories with a significantly increasing risk of EM: 4.1% for low risk (54.3%; no risk factors; HR 1), 18.5% for intermediate risk (34.5%; 1 factor; HR 4.81), and 40.5% for high risk (11.2%; 2-3 factors; HR 13.16). Discussion: The risk of EM is still not negligible in this era of ATRA-based therapies. Our risk model serves as a clinically useful tool to identify high-risk patients for EM who may be candidates for novel treatments and aggressive supportive strategies.
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Background: Secukinumab, a fully human monoclonal antibody, was approved in Korea for the treatment of moderate to severe psoriasis in September 2015. Objectives: To assess the safety and effectiveness of secukinumab in patients with moderate to severe psoriasis in Korea. Design: Multicenter, real-world, noninterventional study conducted over 6 years. Methods: Adults with moderate to severe psoriasis were enrolled. Safety was assessed by evaluating adverse events (AEs), treatment-related AEs, and serious AEs (SAEs). Effectiveness was assessed using the change in absolute Psoriasis Area and Severity Index (PASI) score, percentage of patients achieving PASI 75/90/100 and PASI ⩽2; at weeks 12 and 24. Results: Overall, 829 and 542 patients were included in the safety and effectiveness sets, respectively. AEs, treatment-related AEs, and SAEs occurred in 29.0%, 9.5%, and 4.1% of patients, with incidence rates of 39.43, 12.98, and 5.59 per 100 patient years, respectively. The absolute PASI score decreased from 16.1 ± 7.1 (baseline) to 1.6 ± 2.4 (week 24), with a similar reduction in biologic-naïve (16.4 ± 7.3 to 1.5 ± 2.2) and biologic-experienced (14.8 ± 5.9 to 2.4 ± 3.2) groups. At week 24, PASI 75/90/100 was achieved by 95.1%, 62.4%, and 24.9% of patients. At week 24, PASI 75/90 were higher in biologic-naïve (96.6%/65.8%) than biologic-experienced patients (88.3%/48.6%), whereas PASI 100 was similar in both cohorts (24.1% and 28.6%). A similar trend in PASI ⩽ 2 was observed in both cohorts. Conclusion: Secukinumab showed sustained effectiveness and favorable safety profile in adult patients with moderate to severe psoriasis in Korea.
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BACKGROUND: Lichen striatus (LS) is an acquired skin disorder with a linear pattern along Blaschko's lines. It commonly occurs in childhood, and the lesions spontaneously regress within several months. OBJECTIVES: Although up to 50% of LS cases exhibit hypopigmentation that can persist for several months to years, it is unknown why LS is associated with such a high incidence of hypopigmentation compared to other inflammatory skin diseases. Therefore, this study aimed to analyse the differences in the skin microbiome between LS patients with and without hypopigmentation. METHODS: Differences in skin microbiome were analysed using whole genome sequencing of skin biopsies and subsequent bioinformatics analyses. RESULTS: Some microbes commonly found in hypopigmented skin disorders, including Cutibacterium acnes, were more abundant in patients with LS showing hypopigmentation than in those not showing hypopigmentation. CONCLUSIONS: The skin microbiota may be involved in the development of hypopigmentation in LS and may be considered a treatment target to reduce LS duration and hypopigmentation.
Subject(s)
Hypopigmentation , Microbiota , Humans , Hypopigmentation/microbiology , Female , Male , Adult , Skin/microbiology , Skin/pathology , Child , Adolescent , Middle Aged , Young Adult , Lichenoid Eruptions/microbiologyABSTRACT
INTRODUCTION: Biosimilars offer a cost-effective alternative to original biopharmaceuticals with comparable efficacy and safety. The perception and familiarity of prescribers toward biosimilars play a critical role in their market penetration. Yet, few studies have explored the perception of oncologists toward biosimilars, much less in Asia. OBJECTIVES: The objective of this study is to understand barriers of adopting biosimilars among oncologists and explore strategies to promote their use in clinical practice settings. METHODS: A web-based survey was conducted among Korean oncologists from September to October 2022, assessing their perception of biosimilars and prescribing practices. RESULTS: Among the 118 surveyed oncologists, 75.4% (89 out of 118) had previously prescribed biosimilars. When asked about their preference, 48.3% (57 out of 118) of the respondents preferred originators to biosimilars, whereas 16.1% (19 out of 118) favored biosimilars over the originators. The primary reason for preferring the originators was trust in safety and efficacy (94.7%, 54 out of 57). Still, a paradox was noted as 87.0% (47 out of 54) and 85.2% (46 out of 54) of these also acknowledged the comparable efficacy and safety of biosimilars. A relatively small number of the respondents (16.1%, 19 out of 118) did not consider prescribing biosimilars to biologic-naïve patients at all, and up to 56.8% (67 out of 118) expressed reluctance to switch prescriptions from originators to biosimilars. However, 90.7% (107 out of 118) of respondents considered changing their prescription to biosimilars if patients faced financial stress. Concerns regarding the efficacy when switching to biosimilars were expressed by 42.7% (38 out of 89) of oncologists with biosimilar prescribing experience, increasing to 69.0% (20 out of 29) among those without such experience. CONCLUSION: Korean oncologists perceived biosimilars to be as safe and effective as originators. However, there is a notable mismatch between this perception and their prescribing practices, particularly among those who have not prescribed biosimilars before. The financial burden of patients served as a significant driver for prescribing biosimilars, yet marginal price differences between originators and biosimilars may be associated with the low adoption rate of biosimilars in Korea. Active price competition may enhance market penetration of biosimilars.
Subject(s)
Biosimilar Pharmaceuticals , Oncologists , Humans , Biosimilar Pharmaceuticals/therapeutic use , Surveys and Questionnaires , Republic of Korea , InternetABSTRACT
This study explores the therapeutic potential of targeting CXCR2 in patients afflicted with ponatinib-resistant chronic myeloid leukemia (CML). Ponatinib, a third-generation tyrosine kinase inhibitor (TKI), was initially designed for treating patients with CML harboring the T315I mutation. However, resistance or intolerance issues may lead to treatment discontinuation. Additionally, TKIs have exhibited limitations in eradicating quiescent CML stem cells. Our investigation reveals the activation of CXC chemokine receptor 2 (CXCR2) signaling in response to chemotherapeutic stress. Treatment with the CXCR2 antagonist, SB225002, effectively curtails cell proliferation and triggers apoptosis in ponatinib-resistant CML cells. SB225002 intervention also results in the accumulation of reactive oxygen species and disruption of mitochondrial function, phenomena associated with TKI chemoresistance and apoptosis. Furthermore, we demonstrate that activated CXCR2 expression induces the activity of dipeptidylpeptidase â £ (DPP4/CD26), a CML leukemic stem cell marker, and concomitantly inhibits the PI3K/Akt/mTOR pathway cascades. These findings underscore the novel role of CXCR2 in the regulation of not only ponatinib-resistant CML cells, but also CML leukemic stem cells. Consequently, our study proposes that targeting CXCR2 holds promise as a viable therapeutic strategy for addressing patients with CML grappling with ponatinib resistance.
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BACKGROUND: Dysfunctional distal arteriovenous fistulas (AVFs) with small caliber distal inflow arteries theoretically require percutaneous transluminal angioplasty (PTA) throughout the entire arterial length. However, in clinical practice, whole distal inflow arterial PTA is not frequently performed due to concerns about possible arterial rupture. Therefore, we investigated the safety and efficacy of this procedure at our center, comparing it with the standard venous PTA. METHODS: From March 2017 to December 2022, 48 cases of distal AVF salvaged by whole distal inflow arterial PTA were assigned into a treatment group and 121 cases of distal AVF salvaged by venous standard PTA not involving the whole inflow artery were assigned into a control group. These two groups were then compared. RESULTS: Those in the treatment group (who received whole distal inflow arterial PTA) were older than those in the control group (mean age, 69 vs 59 years, p < 0.001). Otherwise, differences between the two groups were unremarkable. After the salvage treatment, primary patency seemed to decrease in the treatment group with whole distal inflow arterial PTA compared to the control group with conventional PTA, although such decrease was not significant (p = 0.072). However, primary assisted patency and secondary patency were comparable between the two groups (p = 0.350 and p = 0.590, respectively). And in the treatment group, only one arterial dissection occurred, which was successfully managed with balloon tamponade so that no distal AVF was abandoned due to complications following whole distal inflow arterial PTA. CONCLUSION: Whole distal inflow arterial PTA is an effective and safe option for distal AVF salvage with a narrowed inflow artery, frequently refractory to conventional venous PTA.
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Accurate and efficient classification and quantification of CD34+ cells are essential for the diagnosis and monitoring of leukemia. Current methods, such as flow cytometry, are complex, time-consuming, and require specialized expertise and equipment. This study proposes a novel approach for the label-free identification of CD34+ cells using a deep learning model and lens-free shadow imaging technology (LSIT). LSIT is a portable and user-friendly technique that eliminates the need for cell staining, enhances accessibility to nonexperts, and reduces the risk of sample degradation. The study involved three phases: sample preparation, dataset generation, and data analysis. Bone marrow and peripheral blood samples were collected from leukemia patients, and mononuclear cells were isolated using Ficoll density gradient centrifugation. The samples were then injected into a cell chip and analyzed using a proprietary LSIT-based device (Cellytics). A robust dataset was generated, and a custom AlexNet deep learning model was meticulously trained to distinguish CD34+ from non-CD34+ cells using the dataset. The model achieved a high accuracy in identifying CD34+ cells from 1929 bone marrow cell images, with training and validation accuracies of 97.3% and 96.2%, respectively. The customized AlexNet model outperformed the Vgg16 and ResNet50 models. It also demonstrated a strong correlation with the standard fluorescence-activated cell sorting (FACS) technique for quantifying CD34+ cells across 13 patient samples, yielding a coefficient of determination of 0.81. Bland-Altman analysis confirmed the model's reliability, with a mean bias of -2.29 and 95% limits of agreement between 18.49 and -23.07. This deep-learning-powered LSIT offers a groundbreaking approach to detecting CD34+ cells without the need for cell staining, facilitating rapid CD34+ cell classification, even by individuals without prior expertise.
Subject(s)
Deep Learning , Leukemia , Humans , Reproducibility of Results , Flow Cytometry , Antigens, CD34/analysis , TechnologyABSTRACT
Commencing with the breakdown of immune tolerance, multiple pathogenic factors, including synovial inflammation and harmful cytokines, are conjointly involved in the progression of rheumatoid arthritis. Intervening to mitigate some of these factors can bring a short-term therapeutic effect, but other unresolved factors will continue to aggravate the disease. Here we developed a ceria nanoparticle-immobilized mesenchymal stem cell nanovesicle hybrid system to address multiple factors in rheumatoid arthritis. Each component of this nanohybrid works individually and also synergistically, resulting in comprehensive treatment. Alleviation of inflammation and modulation of the tissue environment into an immunotolerant-favourable state are combined to recover the immune system by bridging innate and adaptive immunity. The therapy is shown to successfully treat and prevent rheumatoid arthritis by relieving the main symptoms and also by restoring the immune system through the induction of regulatory T cells in a mouse model of collagen-induced arthritis.