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1.
WMJ ; 123(2): 131-134, 2024 May.
Article in English | MEDLINE | ID: mdl-38718243

ABSTRACT

INTRODUCTION: Acute myelomonocytic leukemia is a type of acute myeloid leukemia with monocytic expansion. Both the disease and its treatment can be immunocompromising. Immunocompromised patients are more susceptible to infections, such as Fournier's gangrene, a rare necrotizing infection of the groin. CASE PRESENTATION: A 56-year-old male presented to the emergency department with abdominal pain, leukocytosis, and perineal ecchymosis. Overnight, his perineal discoloration and tenderness worsened. He underwent irrigation and debridement for Fournier's gangrene and received broad-spectrum antimicrobial therapy. Subsequent workup revealed acute myeloid leukemia with leukemia cutis and central nervous system involvement, necessitating chemotherapy initiation prior to complete wound healing. DISCUSSION/CONCLUSIONS: This case highlights the challenges in the diagnosis and management of acute leukemia in the setting of a concomitant life-threatening soft tissue infection, as both the hematologic disease and treatment thereof can exacerbate infectious complications.


Subject(s)
Fournier Gangrene , Leukemia, Myelomonocytic, Acute , Humans , Fournier Gangrene/diagnosis , Fournier Gangrene/therapy , Male , Middle Aged , Leukemia, Myelomonocytic, Acute/diagnosis , Leukemia, Myelomonocytic, Acute/complications , Diagnosis, Differential , Debridement , Immunocompromised Host
2.
Int J Oral Maxillofac Implants ; 0(0): 1-25, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38728146

ABSTRACT

PURPOSE: To evaluate, within a period of 5 years, the bone level in mesial, distal, palatal, and buccal areas around scalloped shape implants immediately placed and loaded with temporary crowns fixed on final prefabricated abutments, and also to evaluate the thickness of buccal bone. MATERIALS AND METHODS: 18 implants were inserted and loaded immediately using computer-assisted design/computer-assisted manufacturing technology on 18 patients to replace single tooth in the esthetic part of the maxilla. The marginal bone level across the scalloped implant neck was measured mesially and distally using intraoral standardized radiographs after crown fixations and 1, 3, and 5 years later. Cone beam computed tomography para-axial cuts images were used to measure bone level buccally and palatally from the implant neck to the implant-to bone contact after 5 years of loading and to evaluate the thickness of the buccal bone at the implant neck and 4 mm apically, immediately after implant placement and 5 years later. RESULTS: All implants were assessed clinically and radiologically after 5 years. No implant failure was recorded, and the average marginal bone variation on mesial and distal sites was 0.114 ± 0.135 mm at crown cementation, 0.239 ± 0.158 mm 1 year later, 0.233 ± 0.182 mm 3 years later, and 0.180 ± 0.182 mm 5 years later. Our findings indicate that at T0, the average thickness of the buccal bone was 2.27 mm at implant neck M0 (ranging from 1.9 to 2.4) and 2.33 mm at 4 mm apically to the implant neck M1 (ranging from 1.9 mm to 2.9 mm). By T4, the mean had decreased to 1.94 mm at M0 (with a range of 1.7 mm to 2.3 mm) and 2.14 mm at M1 (with a range of 1.8 mm to 2.4 mm). After 5 years the mean changes at buccal and palatal bone for all implants were +0.187 ± 0.52 mm and +0.06 ± 0.38 mm respectively. Minor prosthetic problems were observed over the five years: incisal ceramic chipping occurred in two crowns, and two crowns were replaced for esthetic reasons after one year. No loosening of crowns or abutments was reported. CONCLUSIONS: Scalloped neck implants demonstrated a comparable behavior to regular neck implants with similar designs in an immediate implantation and temporization protocol over a five-year period.

3.
Haematologica ; 2024 May 30.
Article in English | MEDLINE | ID: mdl-38813716

ABSTRACT

While there is clear evidence to suggest poorer outcome associated with multi-hit (MH) TP53 mutation compared to single-hit (SH) in lower-risk myelodysplastic syndrome (MDS), data are conflicting in both higher-risk MDS and acute myeloid leukemia (AML). We conducted an indepth analysis utilizing data from 10 US academic institutions to study differences in molecular characteristics and outcomes of SH (n= 139) versus MH (n= 243) TP53MTAML. Complex cytogenetics (CG) were more common in MH compared to SH TP53MT AML (p <0.001); whereas ASXL1 (p= <0.001), RAS (p<0.001), splicing factor (p= 0.003), IDH1/2 (p= 0.001), FLT3 ITD (p= <0.001) and NPM1 (p= 0.005) mutations significantly clustered with SH TP53MT AML. Survival after excluding patients who received best supportive care alone was dismal but not significantly different between SH and MH (event free survival [EFS]: 3.0 vs 2.20 months, p= 0.22/ overall survival [OS]: 8.50 vs 7.53 months, respectively, p= 0.13). In multivariable analysis, IDH1 mutation and allogeneic hematopoietic stem cell transplantation (allo-HCT) as a time-dependent covariate were associated with superior EFS (HR; 0.44, 95% CI: 0.19-1.01, p= 0.05/ HR; 0.34, 95% CI: 0.18-0.62, p<0.001) and OS (HR; 0.24, 95% CI: 0.08-0.71, p= 0.01/ HR; 0.28, 95% CI: 0.16-0.47, p<0.001). While complex CG (HR; 1.56, 95% CI: 1.01-2.40, p= 0.04) retained unfavorable significance for OS. Our analysis suggests that unlike in MDS, multihit TP53MT is less relevant in independently predicting outcomes in patients with AML.

4.
Haematologica ; 2024 Apr 04.
Article in English | MEDLINE | ID: mdl-38572562

ABSTRACT

Azacitidine/venetoclax is an active regimen in patients with newly diagnosed AML. However, primary or secondary resistance to azacitidine/venetoclax is an area of unmet need and overexpression of MCL-1 is suggested to be a potential resistance mechanism. Pevonedistat inhibits MCL-1 through activation of NOXA, and pevonedistat/azacitidine has previously shown activity in AML. To assess the tolerability and efficacy of adding pevonedistat to azacitidine/venetoclax in relapsed/refractory AML, we conducted a phase I multicenter openlabel study in 16 adults with relapsed/refractory AML. Patients were treated with azacitidine, venetoclax along with pevonedistat intravenously on days 1, 3 and 5 of each 28-day cycle at 10, 15 or 20 mg/m2 in successive cohorts in the dose escalation phase. The impact of treatment on protein neddylation as well as expression of pro-apoptotic BCL2 family members was assessed. The recommended phase II dose of pevonedistat was 20 mg/m2. Grade 3 or higher adverse events included neutropenia (31%), thrombocytopenia (13%), febrile neutropenia (19%), anemia (19%), hypertension (19%) and sepsis (19%). The overall response rate was 46.7% for the whole cohort including complete remission (CR) in 5 of 7 (71.4%) patients who were naïve to the hypomethylating agent/venetoclax. No measurable residual disease (MRD) was detected in 80.0% of the patients who achieved CR. The median time to best response was 50 (range: 23 - 77) days. Four patients were bridged to allogeneic stem cell transplantation. The combination of azacitidine, venetoclax and pevonedistat is safe and shows encouraging preliminary activity in patients with relapsed/refractory AML. (NCT04172844).

5.
Cell Death Differ ; 31(4): 405-416, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38538744

ABSTRACT

BH3 mimetics, including the BCL2/BCLXL/BCLw inhibitor navitoclax and MCL1 inhibitors S64315 and tapotoclax, have undergone clinical testing for a variety of neoplasms. Because of toxicities, including thrombocytopenia after BCLXL inhibition as well as hematopoietic, hepatic and possible cardiac toxicities after MCL1 inhibition, there is substantial interest in finding agents that can safely sensitize neoplastic cells to these BH3 mimetics. Building on the observation that BH3 mimetic monotherapy induces AMP kinase (AMPK) activation in multiple acute leukemia cell lines, we report that the AMPK inhibitors (AMPKis) dorsomorphin and BAY-3827 sensitize these cells to navitoclax or MCL1 inhibitors. Cell fractionation and phosphoproteomic analyses suggest that sensitization by dorsomorphin involves dephosphorylation of the proapoptotic BCL2 family member BAD at Ser75 and Ser99, leading BAD to translocate to mitochondria and inhibit BCLXL. Consistent with these results, BAD knockout or mutation to BAD S75E/S99E abolishes the sensitizing effects of dorsomorphin. Conversely, dorsomorphin synergizes with navitoclax or the MCL1 inhibitor S63845 to induce cell death in primary acute leukemia samples ex vivo and increases the antitumor effects of navitoclax or S63845 in several xenograft models in vivo with little or no increase in toxicity in normal tissues. These results suggest that AMPK inhibition can sensitize acute leukemia to multiple BH3 mimetics, potentially allowing administration of lower doses while inducing similar antineoplastic effects.


Subject(s)
AMP-Activated Protein Kinases , Aniline Compounds , Myeloid Cell Leukemia Sequence 1 Protein , Pyrimidines , Sulfonamides , bcl-X Protein , Humans , Animals , Aniline Compounds/pharmacology , Sulfonamides/pharmacology , AMP-Activated Protein Kinases/metabolism , Mice , bcl-X Protein/metabolism , bcl-X Protein/antagonists & inhibitors , Cell Line, Tumor , Pyrimidines/pharmacology , Myeloid Cell Leukemia Sequence 1 Protein/metabolism , Myeloid Cell Leukemia Sequence 1 Protein/antagonists & inhibitors , Pyrazoles/pharmacology , bcl-Associated Death Protein/metabolism , Apoptosis/drug effects , Cell Death/drug effects , Leukemia/drug therapy , Leukemia/pathology , Leukemia/metabolism , Phosphorylation/drug effects , Peptide Fragments/pharmacology , Proto-Oncogene Proteins/metabolism , Proto-Oncogene Proteins/antagonists & inhibitors , Drug Synergism
8.
Br J Haematol ; 204(4): 1232-1237, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38311378

ABSTRACT

Among 301 newly diagnosed patients with acute myeloid leukaemia receiving venetoclax and a hypomethylating agent, 23 (7.6%) experienced major cardiac complications: 15 cardiomyopathy, 5 non-ST elevation myocardial infarction and/or 7 pericarditis/effusions. Four patients had more than one cardiac complication. Baseline characteristics included median age ± interquartile range; 73 ± 5 years; 87% males; 96% with cardiovascular risk factors; and 90% with preserved baseline ejection fraction. In multivariate analysis, males were more likely (p = 0.02) and DNMT3A-mutated cases less likely (p < 0.01) to be affected. Treatment-emergent cardiac events were associated with a trend towards lower composite remission rates (43% vs. 62%; p = 0.09) and shorter survival (median 7.7 vs. 13.2 months; p < 0.01). These observations were retrospectively retrieved and warrant further prospective examination.


Subject(s)
Cardiomyopathies , Leukemia, Myeloid, Acute , Sulfonamides , Male , Humans , Female , Retrospective Studies , Treatment Outcome , Bridged Bicyclo Compounds, Heterocyclic/adverse effects , Cardiomyopathies/etiology , Antineoplastic Combined Chemotherapy Protocols/adverse effects
9.
Am J Hematol ; 99(2): 193-202, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38071734

ABSTRACT

Venetoclax + hypomethylating agent (Ven-HMA) is currently the standard frontline therapy for older/unfit patients with newly diagnosed acute myeloid leukemia (ND-AML). Our objective in the current retrospective study of 301 adult patients (median age 73 years; 62% de novo) with ND-AML was to identify molecular predictors of treatment response to Ven-HMA and survival; European LeukemiaNet (ELN) genetic risk assignment was favorable 15%, intermediate 16%, and adverse 69%. Complete remission, with (CR) or without (CRi), count recovery, was documented in 182 (60%) patients. In multivariable analysis, inclusive of mutations only, "favorable" predictors of CR/CRi were NPM1 (86% vs. 56%), IDH2 (80% vs. 58%), and DDX41 (100% vs. 58%) and "unfavorable" TP53 (40% vs. 67%), FLT3-ITD (36% vs. 63%), and RUNX1 (44% vs. 64%) mutations; significance was sustained for each mutation after adjustment for age, karyotype, and therapy-related qualification. CR/CRi rates ranged from 36%, in the presence of unfavorable and absence of favorable mutation, to 91%, in the presence of favorable and absence of unfavorable mutation. At median follow-up of 8.5 months, 174 deaths and 41 allogeneic stem cell transplants (ASCT) were recorded. In multivariable analysis, risk factors for inferior survival included failure to achieve CR/CRi (HR 3.4, 95% CI 2.5-4.8), adverse karyotype (1.6, 1.1-2.6), TP53 mutation (1.6, 1.0-2.4), and absence of IDH2 mutation (2.2, 1.0-4.7); these risk factors were subsequently applied to construct an HR-weighted risk model that performed better than the ELN genetic risk model (AIC 1661 vs. 1750): low (n = 130; median survival 28.9 months), intermediate (n = 105; median 9.6 months), and high (n = 66; median 3.1 months; p < .001); survival in each risk category was significantly upgraded by ASCT. The current study identifies genotype signatures for predicting response and proposes a 3-tiered, CR/CRi-based, and genetics-enhanced survival model for AML patients receiving upfront therapy with Ven-HMA.


Subject(s)
Bridged Bicyclo Compounds, Heterocyclic , Leukemia, Myeloid, Acute , Sulfonamides , Adult , Humans , Aged , Disease-Free Survival , Retrospective Studies , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/genetics , Genotype , Antineoplastic Combined Chemotherapy Protocols/therapeutic use
10.
Blood ; 142(11): 949-960, 2023 09 14.
Article in English | MEDLINE | ID: mdl-37478396

ABSTRACT

The intricate interplay of anemia and iron overload under the pathophysiological umbrella of ineffective erythropoiesis in non-transfusion-dependent ß-thalassemia (NTDT) results in a complex variety of clinical phenotypes that are challenging to diagnose and manage. In this article, we use a clinical framework rooted in pathophysiology to present 4 common scenarios of patients with NTDT. Starting from practical considerations in the diagnosis of NTDT, we delineate our strategy for the longitudinal care of patients who exhibit different constellations of symptoms and complications. We highlight the use of transfusion therapy and novel agents, such as luspatercept, in the patient with anemia-related complications. We also describe our approach to chelation therapy in the patient with iron overload. Although tackling every specific complication of NTDT is beyond the scope of this article, we touch on the management of the various morbidities and multisystem manifestations of the disease.


Subject(s)
Iron Overload , Thalassemia , beta-Thalassemia , Humans , beta-Thalassemia/therapy , beta-Thalassemia/drug therapy , Iron Chelating Agents/therapeutic use , Thalassemia/drug therapy , Iron Overload/diagnosis , Iron Overload/etiology , Iron Overload/therapy , Chelation Therapy/adverse effects
13.
Leukemia ; 37(4): 799-806, 2023 04.
Article in English | MEDLINE | ID: mdl-36807649

ABSTRACT

We conducted a multi-center study to analyze factors predicting survival among patients with TP53-mutated (m) AML receiving allogeneic hematopoietic stem cell transplant (allo-HSCT) in the recent era. Out of 370 TP53m AML patients, 68 (18%) patients were bridged to allo-HSCT. The median age of the patients was 63 years (range, 33-75), 82% of patients had complex cytogenetics and 66% of patients had multi-hit TP53m. Forty three percent received myeloablative conditioning and 57% received reduced intensity conditioning. The incidence of acute graft versus host disease (GVHD) was 37% and chronic GVHD was 44%. The median event-free survival (EFS) from the time of allo-HSCT was 12.4 months (95% CI: 6.24-18.55) and median overall survival (OS) was 24.5 months (95% CI: 21.80-27.25). In multivariate analysis utilizing variables that showed significance in univariate analysis, complete remission at day 100 post allo-HSCT retained significance for EFS (HR: 0.24, 95% CI: 0.10-0.57, p = 0.001) and OS (HR: 0.22, 95% CI: 0.10-0.50, p ≤ 0.001). Similarly, occurrence of chronic GVHD retained significance for EFS (HR: 0.21, 95% CI: 0.09-0.46, p ≤ 0.001) and OS (HR: 0.34, 95% CI: 0.15-0.75, p = 0.007). Our report suggests that allo-HSCT offers the best opportunity to improve long-term outcome among patients with TP53m AML.


Subject(s)
Graft vs Host Disease , Hematopoietic Stem Cell Transplantation , Leukemia, Myeloid, Acute , Humans , Adult , Middle Aged , Aged , Salvage Therapy , Transplantation, Homologous/adverse effects , Hematopoietic Stem Cell Transplantation/adverse effects , Hematopoietic Stem Cell Transplantation/methods , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/therapy , Leukemia, Myeloid, Acute/complications , Graft vs Host Disease/pathology , Retrospective Studies , Transplantation Conditioning/methods , Tumor Suppressor Protein p53/genetics
14.
Cancer ; 129(6): 934-945, 2023 03 15.
Article in English | MEDLINE | ID: mdl-36545710

ABSTRACT

BACKGROUND: Although the clinical outcomes of patients with TP53-mutated acute myeloid leukemia (AML) are dismal, subsets of patients eligible for curative-intent therapies may fare better. Because racial disparities are known to affect outcome in hematologic malignancies, the authors sought to explore disparities among patients with TP53-mutated AML. METHODS: A multicenter, retrospective study was conducted in a cohort of 340 patients who had TP53-mutated AML (275 non-Hispanic White [NHW] and 65 non-Hispanic Black [NHB]) to analyze differences in treatment and outcome among NHW and NHB patients. RESULTS: The median patient age was comparable between NHW and NHB patients (p = .76). A higher proportion of NHB patients had therapy-related AML (31% vs. 20%; p = .08) and had co-mutations (74% vs. 61%; p = .06). A higher proportion of NHW patients received intensive chemotherapy compared with NHB patients (47% vs. 31%; p = .02). Conversely, a higher proportion of NHB patients received low-intensity chemotherapy (9% vs. 5.5%; p = .02) or best supportive care (22% vs. 7%; p < .001). The complete response rate (including complete responses with or without complete count recovery) was 31% versus 24.5% (p = .39) in NHW and NHB patients, respectively. Only 5% of NHB patients received allogeneic stem cell transplantation compared with 15.5% of NHW patients (p = .02). The proportion of patients who were event-free (18.5% vs. 8.5%; p = .49) or who remained alive (24.9% vs. 8.3%; p = .13) at 18 months was numerically higher in NHW versus NHB patients, respectively, but was not statistically significant. CONCLUSIONS: The current study highlights disparities between NHW and NHB patients with TP53-mutated AML. Efforts are warranted to eliminate treatment disparities in minority populations.


Subject(s)
Healthcare Disparities , Hematopoietic Stem Cell Transplantation , Leukemia, Myeloid, Acute , Humans , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/therapy , Retrospective Studies , Tumor Suppressor Protein p53/genetics , White People/genetics , Black People/genetics
17.
Blood Rev ; 58: 101015, 2023 03.
Article in English | MEDLINE | ID: mdl-36175215

ABSTRACT

Thrombotic complications are a hallmark of antiphospholipid syndrome (APS). These vascular - arterial, venous, and/or small vessel - complications are well described and known to hematologists and healthcare providers caring for patients with this disease. In this review, we shed light on other hematological manifestations of the disease, including bleeding, thrombocytopenia, autoimmune hemolytic anemia, and thrombotic microangiopathy syndromes. While these manifestations are not bona fide clinical criteria for the diagnosis of APS, they frequently interact and contribute to the complexity of clinical management of APS.


Subject(s)
Anemia, Hemolytic, Autoimmune , Antiphospholipid Syndrome , Cardiovascular Diseases , Thrombocytopenia , Thrombosis , Humans , Antiphospholipid Syndrome/complications , Antiphospholipid Syndrome/diagnosis , Antiphospholipid Syndrome/therapy , Thrombosis/diagnosis , Thrombosis/etiology , Thrombocytopenia/diagnosis , Thrombocytopenia/etiology , Anemia, Hemolytic, Autoimmune/diagnosis , Anemia, Hemolytic, Autoimmune/etiology , Anemia, Hemolytic, Autoimmune/therapy
18.
Front Immunol ; 13: 933191, 2022.
Article in English | MEDLINE | ID: mdl-36505422

ABSTRACT

Vitamin D (VD) deficiency is a highly prevalent worldwide phenomenon and is extensively discussed as a risk factor for the development of systemic lupus erythematosus (SLE) and other immune-mediated diseases. In addition, it is now appreciated that VD possesses multiple immunomodulatory effects. This study aims to explore the impact of dietary VD intake on lupus manifestation and pathology in lupus-prone NZB/W F1 mice and identify the underlying immunological mechanisms modulated by VD. Here, we show that low VD intake accelerates lupus progression, reflected in reduced overall survival and an earlier onset of proteinuria, as well higher concentrations of anti-double-stranded DNA autoantibodies. This unfavorable effect gained statistical significance with additional low maternal VD intake during the prenatal period. Among examined immunological effects, we found that low VD intake consistently hampered the adoption of a regulatory phenotype in lymphocytes, significantly reducing both IL-10-expressing and regulatory CD4+ T cells. This goes along with a mildly decreased frequency of IL-10-expressing B cells. We did not observe consistent effects on the phenotype and function of innate immune cells, including cytokine production, costimulatory molecule expression, and phagocytic capacity. Hence, our study reveals that low VD intake promotes lupus pathology, likely via the deviation of adaptive immunity, and suggests that the correction of VD deficiency might not only exert beneficial functions by preventing osteoporosis but also serve as an important module in prophylaxis and as an add-on in the treatment of lupus and possibly other immune-mediated diseases. Further research is required to determine the most appropriate dosage, as too-high VD serum levels may also induce adverse effects, possibly also on lupus pathology.


Subject(s)
Vitamin D Deficiency , Vitamin D , Animals , Mice , Female , Pregnancy , Interleukin-10 , Mice, Inbred NZB , Vitamins , Diet
19.
Best Pract Res Clin Haematol ; 35(2): 101379, 2022 06.
Article in English | MEDLINE | ID: mdl-36333070

ABSTRACT

Myeloproliferative neoplasms (MPN) have an inherent risk of transformation into blast phase (MPN-BP) or accelerated phase (MPN-AP) which is characterized by presence of ≥20% or 10-19% peripheral blood or bone marrow blasts, respectively. Primary myelofibrosis (PMF) is associated with the highest risk of blastic transformation (14.2%), followed by polycythemia vera (PV) (6.8%) and essential thrombocythemia (ET) (3.8%). Risk of leukaemic transformation (LT) in PMF can be determined by a three-tiered model based on presence of IDH1 mutation, circulating blasts ≥3%, SRSF2 mutation, age >70 years, ASXL1 mutation, and moderate/severe anemia with high, intermediate, and low risk groups (LT incidence 57%, 17%, and 8%, respectively). Currently, treatment of MPN-AP/BP includes acute myeloid leukaemia (AML)-like induction chemotherapy or hypomethylating agents alone or in combination with venetoclax and/or ruxolitinib. In transplant-eligible patients, our goal is to achieve complete remission with or without count recovery, before proceeding with allogeneic stem cell transplantation, which is the only modality associated with long-term survival. In the current review, we discuss our diagnostic, prognostic, and therapeutic approach to patients with MPN-AP/BP.


Subject(s)
Leukemia, Myeloid, Acute , Myeloproliferative Disorders , Humans , Aged , Blast Crisis/genetics , Myeloproliferative Disorders/genetics , Myeloproliferative Disorders/therapy , Prognosis , Bone Marrow , Mutation
20.
Opt Express ; 30(14): 24730-24746, 2022 Jul 04.
Article in English | MEDLINE | ID: mdl-36237020

ABSTRACT

The numerical wavefront backpropagation principle of digital holography confers unique extended focus capabilities, without mechanical displacements along z-axis. However, the determination of the correct focusing distance is a non-trivial and time consuming issue. A deep learning (DL) solution is proposed to cast the autofocusing as a regression problem and tested over both experimental and simulated holograms. Single wavelength digital holograms were recorded by a Digital Holographic Microscope (DHM) with a 10x microscope objective from a patterned target moving in 3D over an axial range of 92 µm. Tiny DL models are proposed and compared such as a tiny Vision Transformer (TViT), tiny VGG16 (TVGG) and a tiny Swin-Transfomer (TSwinT). The proposed tiny networks are compared with their original versions (ViT/B16, VGG16 and Swin-Transformer Tiny) and the main neural networks used in digital holography such as LeNet and AlexNet. The experiments show that the predicted focusing distance ZRPred is accurately inferred with an accuracy of 1.2 µm in average in comparison with the DHM depth of field of 15 µm. Numerical simulations show that all tiny models give the ZRPred with an error below 0.3 µm. Such a prospect would significantly improve the current capabilities of computer vision position sensing in applications such as 3D microscopy for life sciences or micro-robotics. Moreover, all models reach an inference time on CPU, inferior to 25 ms per inference. In terms of occlusions, TViT based on its Transformer architecture is the most robust.

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