Ananya Datta-Mitra’s research while affiliated with University of California, Davis and other places

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Publications (11)


(A) Wright-Giemsa stained of bone marrow aspirate smear showing intact hematopoiesis with plasmacytosis (white arrows; 50x). Plasma cells are highlighted by CD138 IHC 40x magnification (B). The plasma cells are polytypic for Kappa-IHC (C) and Lambda-IHC (D), 40x magnification.
Slides from the trephine bone marrow core biopsy (case 1). (A) 40x magnification of H&E demonstrating increased lymphoblasts as noted by yellow arrows 100x oil immersion magnification (B). (C) Flow cytometry images showing the blasts are CD45 dim, expressing CD19, CD10, and TDT. Peripheral blood and bone marrow of case 2. (D) peripheral blood smear 40X showing pancytopenia with circulating blasts. (E) touch prep 40x showing increased sheets of blasts highlighted by Pax-5 (F) 40X and TDT (G) 40X.
Diagnosing B-cell acute lymphoblastic leukemia in 2 pediatric patients with recent SARS-CoV-2 infection
  • Article
  • Full-text available

September 2024

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24 Reads

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1 Citation

Clinical Pathology

Anupam Mitra

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Alexander Ladenheim

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Ananya Datta-Mitra

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[...]

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John Paul Graff

COVID-19 infection is still a mystery in terms of its long-term effect on health and its consequences on hematological disorders. Prior studies including ours have shown the abnormal changes in hematopoietic cells in COVID-19 patients. In this article, we are presenting 2 cases of pediatric B-lymphoblastic leukemia (B-ALL) with a previous history of COVID-19 infection. The first case describes a 22-month-old boy presenting with lymphadenopathy, neutropenia, and anemia with concurrent COVID-19 infection without any evidence of a hematolymphoid neoplasm as per bone marrow and lymph node biopsy. However, he presented after 2 months with bone marrow biopsy confirming B-ALL. The second case is that of a 4-year-old girl presenting with B-ALL who has had asymptomatic COVID-19 infection 5 months before this current presentation. Both the cases had complete resolution of COVID-19 infection during the time of presentation with acute leukemia. There were notably 2 rare findings along the course of the patients’ illnesses. First, the unusual plasmacytosis in the marrow during active COVID-19 infection in the first patient and the second, is predilection of development of B-ALL following COVID-19. In both the cases the fluorescence in situ hybridization (FISH) studies showed pathologic alteration of the RUNX1 gene. Overall, there are no literature to support a causal association between acute B-ALL and COVID-19. The diagnosis of B-ALL in these patients after COVID-19 infection may be totally unrelated. However, if we consider Greaves proposed 2-hit model for childhood acute leukemia, that an infectious agent can precipitate development of B-ALL in a genetically susceptible individual. Alteration of the RUNX1 gene in both the patients, opens a door for further exploration of the “second-hit” hypothesis regarding an infectious agent precipitating development of B-ALL in a genetically susceptible individual.

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Approaches to Address the Anemia Challenge

September 2023

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111 Reads

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25 Citations

Journal of Nutrition

Anemia is a multifactorial condition; approaches to address it must recognize that the causal factors represent an ecology consisting of internal (biology, genetics, and health) and external (social/behavioral/demographic and physical) environments. In this paper, we present an approach for selecting interventions, followed by a description of key issues related to the multiple available interventions for prevention and reduction of anemia. We address interventions for anemia using the following 2 main categories: 1) those that address nutrients alone, and, 2) those that address nonnutritional causes of anemia. The emphasis will be on interventions of public health relevance, but we also consider the clinical context. We also focus on interventions at different stages of the life course, with a particular focus on women of reproductive age and preschool-age children, and present evidence on various factors to consider when selecting an intervention—inflammation, genetic mutations, nutrient delivery, bioavailability, and safety. Each section on an intervention domain concludes with a brief discussion of key research areas.


Figure 2: This figure alphabetically lists the 38 classes of histological tissue types used in this study
Figure 4: This image depicts the sensitivity graphs for each label in a given test and top-n value (top 1, 3, or 5 differential diagnosis predictions). In addition, the outside column indicates the most frequent incorrect label for a given target class. Note that the internal validation results appear similar amongst the different categories while the true discriminators are the model's external validation performances
Figure 5: This chart depicts the average sensitivities across every external validation test, showing trends in the overall performance of each label (far left side, "Target Label"). Highest sensitivities were noted in adipose, thyroid and eye while the lowest sensitivities were noted in vein, prostate and artery. The most frequent mislabel for each entity is also listed on the far right side of each histologic entity
Figure 6: This chart depicts the correlation for each label and each validation pairing. The outer left Y axis is the training dataset and the outer bottom X axis is the testing dataset. True positives appear along the diagonal of each chart, and false positives appear outside of the diagonal. The strongest correlations are depicted in red (as expected each individual entity from a given training source when tested against its own individual entity's testing source (e.g., University of California, Davis Adipose tested against University of California, Davis adipose) will show the highest correlation (i.e., depicted as red). Thus, a stronger collection of positives along the diagonal indicates higher sensitivity (depicted as red) while the lower correlation for each entity will be less red (highest correlation = red, lowest correlation = blue). Additionally, the large number of light blue dots present off the diagonal are indicative of each individual entity's mislabeled correlate with their respective look-alike histologic entity
Generalization accuracy comparisons (single data source vs. combined sources)
Effects of Image Quantity and Image Source Variation on Machine Learning Histology Differential Diagnosis Models

January 2021

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2,025 Reads

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14 Citations

Journal of Pathology Informatics

Aims: Histology, the microscopic study of normal tissues, is a crucial element of most medical curricula. Learning tools focused on histology are very important to learners who seek diagnostic competency within this important diagnostic arena. Recent developments in machine learning (ML) suggest that certain ML tools may be able to benefit this histology learning platform. Here, we aim to explore how one such tool based on a convolutional neural network, can be used to build a generalizable multi-classification model capable of classifying microscopic images of human tissue samples with the ultimate goal of providing a differential diagnosis (a list of look-alikes) for each entity. Methods: We obtained three institutional training datasets and one generalizability test dataset, each containing images of histologic tissues in 38 categories. Models were trained on data from single institutions, low quantity combinations of multiple institutions, and high quantity combinations of multiple institutions. Models were tested against withheld validation data, external institutional data, and generalizability test images obtained from Google image search. Performance was measured with macro and micro accuracy, sensitivity, specificity, and f1-score. Results: In this study, we were able to show that such a model's generalizability is dependent on both the training data source variety and the total number of training images used. Models which were trained on 760 images from only a single institution performed well on withheld internal data but poorly on external data (lower generalizability). Increasing data source diversity improved generalizability, even when decreasing data quantity: models trained on 684 images, but from three sources improved generalization accuracy between 4.05% and 18.59%. Maintaining this diversity and increasing the quantity of training images to 2280 further improved generalization accuracy between 16.51% and 32.79%. Conclusions: This pilot study highlights the significance of data diversity within such studies. As expected, optimal models are those that incorporate both diversity and quantity into their platforms.s.




Fig 1.  NGF/TrkA interaction induces IL-1β at protein and mRNA level in monocytic cell line through NF-κB.
(A) In null THP-1 cells, NGF (100 ng/ml) significantly induced mature IL-1β secretion compared to NLRP3 deficient THP-1 cells (DNLRP3). Prior treatment with TrkA inhibitors (K252a, 100 ng/ml and PLX7486, 100 ng/ml) or NF-κB inhibitor, PDTC (50 μM) effectively inhibited NGF induced IL-1β release (n = 6). (B) Western blot assay was done with null THP-1 cells cultured for 24 hrs with NGF (100 ng/ml) and LPS (1 μg/ml). Representative immunoblot and bar diagram (n = 6) showing significant phosphorylation of NF-κB p65 with NGF. LPS was used as a positive control. (C) Real-time PCR was performed with total RNA extracted from human monocytes cultured for 24 hrs with NGF (n = 8). NGF significantly upregulated IL-1β mRNA. (D) Magnetically sorted monocytes (n = 12) were cultured with or without NGF (100 ng/ml) and caspase-1 inhibitor (YVAD, 50 μM). Bar diagram showing significant induction of IL-1β with NGF and YVAD effectively blocked it. Data expressed as Mean±SEM. Mann Whitney U test was done to determine statistical significance.
Fig 2.  NGF induces activation of caspase-1 through NLRP1/NLRP3 inflammasomes in monocytic cell line.
(A) Magnetically sorted human monocytes (n = 8) were cultured 24 hrs with NGF (100 ng/ml) and activated caspase-1 was determined using FLICA kit. Representative immunofluorescent images (20x, Leica Microscope) showing more FLICA+ positive monocytes in NGF treated culture compared to untreated. (B) Monocytes cultured in similar settings with FLICA were subjected to flow cytometry to determine activated caspase-1 using FlowJo. First representative histogram is the stain-1 for FLICA using PI- cells. NGF treatment showed more FLICA+ monocytes compared to untreated control. (C) Real-time PCR was done with extracted total RNA from null THP-1 cells cultured 24 hrs with or without NGF (100 ng/ml), K252a (100 ng/ml), PLX7486 (100 ng/ml) and PDTC (50 μM). 18S rRNA was used as an endogenous control. NGF significantly upregulated mRNA of NLRP1, which is effectively blocked by K252a, PLX7486 and PDTC (n = 6). (D) In similar setting, NGF/TrkA interaction significantly upregulated mRNA of NLRP3 in a NF-κB dependent manner (n = 6). Data expressed as Mean ± SEM. Mann Whitney U test was done to determine statistical significance.
Fig 3.  Schematic diagram representing the NGF-induced activation of inflammasome complex and subsequent release of mature IL-1β.
Briefly, NGF/TrkA interaction modulates the IL-1β release by acting at both transcriptional and posttranscriptional level. At transcriptional level, NGF upregulates the mRNA expression of NLRP1, NLRP3, procaspase-1 and proIL-1β. By upregulating the NLRP1/NLRP3 mRNA, NGF induces formation of active inflammasome complex, which converts pro IL-1β to mature IL-1β.
Cross Talk between Neuroregulatory Molecule and Monocyte: Nerve Growth Factor Activates the Inflammasome

April 2015

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377 Reads

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23 Citations

Background: Increasing evidence points to a role for the extra-neuronal nerve growth factor (NGF) in acquired immune responses. However, very little information is available about its role and underlying mechanism in innate immunity. The role of innate immunity in autoimmune diseases is becoming increasingly important. In this study, we explored the contribution of pleiotropic NGF in the innate immune response along with its underlying molecular mechanism with respect to IL-1β secretion. Methods: Human monocytes, null and NLRP3 deficient THP-1 cell lines were used for this purpose. We determined the effect of NGF on secretion of IL-1β at the protein and mRNA levels. To determine the underlying molecular mechanism, the effect of NGF on NLRP1/NLRP3 inflammasomes and its downstream key protein, activated caspase-1, were evaluated by ELISA, immunoflorescence, flow cytometry, and real-time PCR. Results: In human monocytes and null THP-1 cell line, NGF significantly upregulates IL-1β at protein and mRNA levels in a caspase-1 dependent manner through its receptor, TrkA. Furthermore, we observed that NGF induces caspase-1 activation through NLRP1/NLRP3 inflammasomes, and it is dependent on the master transcription factor, NF-κB. Conclusions: To best of our knowledge, this is the first report shedding light on the mechanistic aspect of a neuroregulatory molecule, NGF, in innate immune response, and thus enriches our understanding regarding its pathogenic role in inflammation. These observations add further evidence in favor of anti-NGF therapy in autoimmune diseases and also unlock a new area of research about the role of NGF in IL-1β mediated diseases.



In vivo quantification of mouse autoimmune arthritis by PET/CT

June 2014

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45 Reads

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18 Citations

Aim: To quantify the progression and severity of mouse collagen-induced arthritis (CIA) using an in vivo imaging tool, (18) F-fluorodeoxyglucose ((18) F-FDG) PET/CT and validate it against gold standard 'histopathological' evaluation. Method: The PET radiotracer (18) F-FDG, a marker for glucose metabolism, was injected in mice at different stages of CIA and the radiotracer distribution was imaged using a PET scanner. A sequential CT scan provided correlated anatomy. Radiotracer concentration was derived from PET/CT images for individual limb joints and on a per-limb basis at different stages of the disease. The imaging outcomes were subjected to correlation analysis with concurrently measured clinical and histological score. Results: Clinical and histological score, and hence disease severity, showed a strong linear correlation (r(2) = 0.71, P = 0.001 and r(2) = 0.87, P < 0.001, respectively) with radiotracer concentration measured from PET/CT during the progression of CIA. Conclusions: The strong positive correlation of the (18) F-FDG PET/CT findings with the histopathological evaluation at different stages of the disease suggest the potential of this imaging tool for the non-invasive assessment of progression and severity in mouse autoimmune arthritis. Thus, in preclinical studies, (18) F-FDG PET/CT can be considered as a non-invasive tool to develop novel therapies of inflammatory arthritis.


Severe combined immunodeficiency mouse-psoriatic human skin xenograft model: A modern tool connecting bench to bedside

May 2014

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27 Reads

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5 Citations

Indian Journal of Dermatology Venereology and Leprology

Psoriasis is a multifactorial chronic inflammatory disease. Research into the pathogenesis of this disease is hindered by the lack of a proper animal model. Over the past two decades, many scientists were involved in the development of animal models that nearly mirror the immunopathogenesis of psoriasis. One such model, which has opened doors to the study of molecular complexities of psoriasis as well as its treatment, is the severe combined immunodeficiency (SCID) mouse-human skin chimera model. This model not only mirrors the clinical and histopathological features of psoriasis but also help in the study of cell proliferation, angiogenesis, function of T cells, neurogenic inflammation and cytokines involved in inflammatory reactions. In this article, we have reviewed the prospects and the limitations of the SCID mouse model of psoriasis.


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Immunomodulatory Mechanisms of Action of Calcitriol in Psoriasis

March 2014

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245 Reads

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10 Citations

Indian Journal of Dermatology

Calcitriol is well known for its therapeutic efficacy in psoriasis, but its mechanism of action is still unclear. In this study, we tried to elucidate the precise mechanism of calcitriol for its therapeutic efficacy in psoriasis. Proliferation and apoptosis studies were done to determine the effect of calcitriol on normal human epidermal keratinocytes (NHEKs) and T lymphocytes. To elucidate the effect of Calcitriol on relevant chemokines and epidermal proteins of psoriasis, real-time polymerase chain reaction were done on the modified reconstructed human epidermis (RHE) an in vitro model of psoriasis. All experiments were done in triplicate. Results were expressed as mean ± standard error of mean. In vitro, Calcitriol showed significant inhibition of NHEKs and T lymphocyte proliferation by inducing apoptosis of these cells. Moreover, in an in vitro model of psoriasis (RHE), Calcitriol significantly inhibited relevant gene expression of chemokines (Interleukin-8, Regulated upon Activation Normal T-cell Expressed and Secreted [RANTES]) and psoriasin (S100A7). Here, we observed that Calcitriol inhibits critical pathological events associated with the inflammatory-proliferative cascades of psoriasis. Calcitriol induced apoptosis of NHEKs and T lymphocytes as well as inhibited gene expression of relevant chemokines and epidermal proteins in the in vitro model of psoriasis.


Citations (11)


... [5][6][7] Second, our most read and most cited papers to date are those focused on AI/ML, 8 diversity in remarkable pathological findings and treatment effect, [9][10][11] pathological mechanisms of and treatment for COVID-19, 12-15 diagnostic challenges and opportunities for demographically rare disease, [16][17][18][19] and diagnosis of complex and concurrent disease. 20 Therefore, we will continue to welcome work on every aspect of pathology, whether clinical, surgical, molecular, digital, and more (see Table 1). Third, Sage Clinical Pathology has an Impact Factor and is ranked. ...

Reference:

Editor-in-Chief’s Commentary: Clinical Pathology Is Changing Its Title to Sage Open Pathology to Welcome a New Era of Pathology Professional Research, Engagement, Education, and Practice
Diagnosing B-cell acute lymphoblastic leukemia in 2 pediatric patients with recent SARS-CoV-2 infection

Clinical Pathology

... In sub-Saharan Africa (SSA), it is estimated that over 43 million children under the age of five in the community suffer from a haemoglobin level (Hb) < 11 g dl −1 each year (3). The causes of anaemia in these children are manifold (4,5), including nutritional deficiencies (6,7), inherited haemoglobinopathies (8,9) and the constant threats posed by bacteraemia (10) or parasitic infections, notably helminths (11) and malaria (12,13). ...

Approaches to Address the Anemia Challenge
  • Citing Article
  • September 2023

Journal of Nutrition

... Regardless of the chosen technology or architecture, there is one aspect all AI algorithms have in common: the need for data. The correlation between data availability and model quality has been documented [18][19][20] and is now broadly accepted by the research community. Recently, there appears to be a shift in the literature to focus more on the data aspect of AI. ...

Effects of Image Quantity and Image Source Variation on Machine Learning Histology Differential Diagnosis Models

Journal of Pathology Informatics

... Unmodified goat's milk is lower in folate than HMS and consumption has been linked to megaloblastic anemia (15,16,22) . Additionally, many recipes contained alternative milks (almond, soy, rice and coconut) as the base ingredient; however, these alternative milks may not contain adequate levels of protein, calories, calcium or vitamin D (23)(24)(25) . Lastly, use of tree nut-based milks may pose harm as tree nuts are a common food allergen (26) . ...

Combined Megaloblastic and Sideroblastic Anemia in an Infant Fed With Goat’s Milk
  • Citing Article
  • March 2017

Journal of Pediatric Hematology/Oncology

... Además, es un hecho grave que el uso clínico de métodos diagnósticos quede restringido por motivos económicos que privilegian el rédito de grupos de intereses sobre el bienestar de los pacientes. Para terminar, sugerimos fervientemente la inclusión de la enfermedad relacionada con IgG4 al listado de patologías multisistémicas, polifacéticas y simuladoras sin diagnosticar (8)(9)(10). RAM cuya falta generaría los reclamos que suelen ser el inicio de la producción de insumos novedosos. ...

The changing faces of IgG4-related disease: Clinical manifestations and pathogenesis
  • Citing Article
  • June 2015

Autoimmunity Reviews

... Genetic mutations affecting the production of the NGF or mutations in the tropomyosin receptor kinase (TrkA) receptors might be implicated in autoimmune diseases. Elevated NGF levels have been found in the blood and tissues of patients with several autoimmune diseases, including, among others, multiple sclerosis, systemic lupus erythematosus, autoimmune thyroiditis, and chronic arthritis [40]. This seems to make anti-NGF therapies very promising. ...

Cross Talk between Neuroregulatory Molecule and Monocyte: Nerve Growth Factor Activates the Inflammasome

... A total of 210 patient cases were collected from 102 case reports and 30 case series (Anderson et al. 2001;Atre et al. 2006;Auyeung et al. 2002;Babu et al. 2012;Bayly et al. 1995;Beigel et al. 1998;Bose et al. 1983;Brearley and Forsythe 1978;Breeher et al. 2013;Breyre and Green-McKenzie 2016;Budnik et al. 2016;Centers for Disease Control and Prevention (CDC) 1983a, b, 1984, 2004Chakraborti et al. 2003;Chambial et al. 2017;Chan et al. 1977;Chang et al. 2013;Chen et al. 2021;Choi et al. 2005;Ciocan et al. 2021;Creemers et al. 2008;Datta-Mitra and Ahmed 2015;Deng et al. 2016;Desai and Staszewski 2012;Dolan et al. 1991;Dunbabin et al. 1992;Fernández et al. 2015;Ferson et al. 2022;Garnier and Poupon 2006;Geraldine et al. 2007;Gerdsen et al. 2000;Giampreti et al. 2011;Gitelman et al. 2023;Gopinath et al. 2021;Gulia et al. 2015;Gunturu et al. 2011;Gupta et al. 2011;Hanjani et al. 2007;Hardin et al. 2023;Hochholzer et al. 2014;Horiuchi et al. 2022;Hsiao et al. 2019;Ibrahim and Latif 2002;Jain et al. 2019;Jayachandar and Kotabagi 2010;Jeon et al. 2015;Kanen and Perenboom 2005;Kang et al. 2019;Karri et al. 2008;Karwowski et al. 2017;Keen et al. 1994;Kew et al. 1993;Khandpur et al. 2008;Kim et al. 2012Kim et al. , 2013Kulshrestha 1996;Kumar et al. 2010;Lee et al. 2010Lee et al. , 2004Leiba et al. 2010;Levit et al. 2007;Li et al. 2000;Lightfoote et al. 1977;Lim et al. 2019;Lin et al. 2012a, b;Ma et al. 2022;Madan et al. 2007;Madhusudhanan and Lall 2007;Mahdi et al. 2020;Markowitz 1994;Mathee et al. 2015;McElvaine et al. 1990;Meiman et al. 2015;Mitchell-Heggs et al. 1990;Moore and Adler 2000;Moorthy et al. 2018;Muller et al. 2013;Muzi et al. 2001;Orchard et al. 2015;Perharic et al. 1994;Pham and Sharma 2023;Philips et al. 2018Philips et al. , 2022Pierce et al. 2012;Pinto et al. 2014;Pontifex and Garg 1985;Prakash et al. Fig. 3 Overview of our method for extracting and analyzing relevant case reports, presented in a flow chart Content courtesy of Springer Nature, terms of use apply. ...

Ayurvedic Medicine Use and Lead Poisoning in a Child

... Failure to model the disease in mouse skin may largely be due to crucial differences in skin morphology and immune response between humans and rodents, including keratinocyte turnover rate and differences in the subtypes of skin-homing T-lymphocytes (Berking et al., 2002;Khavari, 2006;Elbe et al., 1996;Ardavín, 2003). Xenotransplantation of human psoriatic skin onto SCID mice, therefore, still ranks as one of the most faithful models of the disease (Haftek et al., 1981;Kundu-Raychaudhuri et al., 2014). ...

Severe combined immunodeficiency mouse-psoriatic human skin xenograft model: A modern tool connecting bench to bedside
  • Citing Article
  • May 2014

Indian Journal of Dermatology Venereology and Leprology

... The accessibility of the nasal cavity provides unique opportunities for localized treatments. Topical applications of calcitriol or its analogs, which have shown efficacy in reducing inflammation in other conditions such as psoriasis, could directly target sinonasal inflammation [116,117]. Studies have shown that exposing nasal polyp fibroblasts to 1,25(OH) 2 D 3 reduces the release of eosinophil-attracting chemokines, decreases fibroblast proliferation, and may influence airway remodeling. These effects appear to be synergistic when combined with corticosteroids, potentially extending to the regulation of other pro-inflammatory cytokines released from nasal polyps [63,[68][69][70][71][72][73][74]. ...

Immunomodulatory Mechanisms of Action of Calcitriol in Psoriasis

Indian Journal of Dermatology