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1.
Am J Pathol ; 193(1): 51-59, 2023 01.
Article in English | MEDLINE | ID: mdl-36243045

ABSTRACT

Diagnosis and classification of tumors is increasingly dependent on biomarkers. RNA expression profiling using next-generation sequencing provides reliable and reproducible information on the biology of cancer. This study investigated targeted transcriptome and artificial intelligence for differential diagnosis of hematologic and solid tumors. RNA samples from hematologic neoplasms (NĀ =Ā 2606), solid tumors (NĀ =Ā 2038), normal bone marrow (NĀ =Ā 782), and lymph node control (NĀ =Ā 24) were sequenced using next-generation sequencing using a targeted 1408-gene panel. Twenty subtypes of hematologic neoplasms and 24 subtypes of solid tumors were identified. Machine learning was used for diagnosis between two classes. Geometric mean naĆÆve Bayesian classifier was used for differential diagnosis across 45 diagnostic entities with assigned rankings. Machine learning showed high accuracy in distinguishing between two diagnoses, with area under the curve varying between 1 and 0.841. Geometric mean naĆÆve Bayesian algorithm was trained using 3045 samples and tested on 1415 samples, and showed correct first-choice diagnosis in 100%, 88%, 85%, 82%, 88%, 72%, and 72% of acute lymphoblastic leukemia, acute myeloid leukemia, diffuse large B-cell lymphoma, colorectal cancer, lung cancer, chronic lymphocytic leukemia, and follicular lymphoma cases, respectively. The data indicate that targeted transcriptome combined with artificial intelligence are highly useful for diagnosis and classification of various cancers. Mutation profiles and clinical information can improve these algorithms and minimize errors in diagnoses.


Subject(s)
Hematologic Neoplasms , Lung Neoplasms , Humans , Transcriptome/genetics , Artificial Intelligence , Diagnosis, Differential , Bayes Theorem , Lung Neoplasms/genetics , Hematologic Neoplasms/diagnosis , Hematologic Neoplasms/genetics , RNA
2.
Pak J Med Sci ; 40(2ICON Suppl): S47-S52, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38328656

ABSTRACT

Background: Chromosome-1 abnormalities (C1As) are common genetic aberrations in hematological malignancies. We sought to evaluate significance of these abnormalities with reference to clinical characteristics and survival outcome in a pediatric B-Lymphoblastic Leukemia (B-ALL) cohort. Methods: This is a retrospective study conducted in cytogenetic section of Indus Hospital and Health Network. Data was retrieved from October 2020 to July 2022 for childhood B-ALL cases exhibiting C1As. Chromosome analysis was performed on Cytovision MB8 using G-banded metaphases derived from unstimulated bone marrow culture. Results were recorded according to the International System for Human Cytogenetic Nomenclature (ISCN-2020). Data analyzed using SPSS, version 24.0. Results: C1As were observed in 60/450 (13.3%) cases of B-ALL. Among C1As, 29 (48%) cases had t(1;19). There were 13 (45%) balanced and 16 (55%) unbalanced translocations. The aberrations without t(1;19) were seen in 31 (52%) cases including 1q duplication with hyperdiploidy in 14 (45%) cases. The median age for C1As with and without t(1;19) was eight years and six years while the median leukocyte count was 32 x 109/L vs. 17 x 109/L. Event-free survival (EFS) for cases with and without t(1;19) was 69% and 74.2% respectively. Conclusion: Despite the fact that the t(1;19) positive group had a higher median age, a higher white cell count and more CNS positives, the difference in EFS is statistically insignificant when compared to the t(1;19) negative cases. Furthermore, we found a survival difference between balanced and unbalanced t(1;19) groups, which is statistically insignificant but warrants large-scale prospective studies for further understanding.

3.
J Allergy Clin Immunol ; 148(5): 1176-1191, 2021 11.
Article in English | MEDLINE | ID: mdl-34508765

ABSTRACT

BACKGROUND: The risk of severe coronavirus disease 2019 (COVID-19) varies significantly among persons of similar age and is higher in males. Age-independent, sex-biased differences in susceptibility to severe COVID-19 may be ascribable to deficits in a sexually dimorphic protective attribute that we termed immunologic resilience (IR). OBJECTIVE: We sought to examine whether deficits in IR that antedate or are induced by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection independently predict COVID-19 mortality. METHODS: IR levels were quantified with 2 novel metrics: immune health grades (IHG-I [best] to IHG-IV) to gauge CD8+ and CD4+ T-cell count equilibrium, and blood gene expression signatures. IR metrics were examined in a prospective COVID-19 cohort (nĀ = 522); primary outcome was 30-day mortality. Associations of IR metrics with outcomes in non-COVID-19 cohorts (nĀ = 13,461) provided the framework for linking pre-COVID-19 IR status to IR during COVID-19, as well as to COVID-19 outcomes. RESULTS: IHG-I, tracking high-grade equilibrium between CD8+ and CD4+ T-cell counts, was the most common grade (73%) among healthy adults, particularly in females. SARS-CoV-2 infection was associated with underrepresentation of IHG-I (21%) versus overrepresentation (77%) of IHG-II or IHG-IV, especially in males versus females (PĀ < .01). Presentation with IHG-I was associated with 88% lower mortality, after controlling for age and sex; reduced risk of hospitalization and respiratory failure; lower plasma IL-6 levels; rapid clearance of nasopharyngeal SARS-CoV-2 burden; and gene expression signatures correlating with survival that signify immunocompetence and controlled inflammation. In non-COVID-19 cohorts, IR-preserving metrics were associated with resistance to progressive influenza or HIV infection, as well as lower 9-year mortality in the Framingham Heart Study, especially in females. CONCLUSIONS: Preservation of immunocompetence with controlled inflammation during antigenic challenges is a hallmark of IR and associates with longevity and AIDS resistance. Independent of age, a male-biased proclivity to degrade IR before and/or during SARS-CoV-2 infection predisposes to severe COVID-19.


Subject(s)
COVID-19/immunology , HIV Infections/epidemiology , HIV-1/physiology , Respiratory Insufficiency/epidemiology , SARS-CoV-2/physiology , Sex Factors , T-Lymphocytes/immunology , Adult , Aged , COVID-19/epidemiology , COVID-19/mortality , Cohort Studies , Disease Resistance , Female , Humans , Immunocompetence , Interleukin-6/blood , Longitudinal Studies , Male , Middle Aged , Prospective Studies , Severity of Illness Index , Survival Analysis , Transcriptome/immunology , United States/epidemiology , Viral Load
4.
Fed Pract ; 35(Suppl 5): S28-S35, 2018 Aug.
Article in English | MEDLINE | ID: mdl-30766402

ABSTRACT

Although histology still plays a critical role in diagnosing diffuse gliomas, additional ancillary testing is an essential tool for VA pathology laboratories.

5.
Fed Pract ; 34(Suppl 5): S50-S61, 2017 Aug.
Article in English | MEDLINE | ID: mdl-30766310

ABSTRACT

The Hematopathology Molecular Genetics subcommittee presents recommendations for molecular diagnostic testing in acute myeloid leukemia, myeloproliferative neoplasms, myelodysplastic syndrome, and lymphomas and for the development of an interfacility consultation service.

6.
J Mol Diagn ; 4(1): 37-43, 2002 Feb.
Article in English | MEDLINE | ID: mdl-11826186

ABSTRACT

In typical cases of infectious mononucleosis (IM), lymphoid tissue is rarely submitted for pathological examination. When lymphoid tissues from IM cases are examined, the histological appearance of IM may be difficult to distinguish from malignant lymphoma. The purpose of this study was to address the utility of clinical molecular assays for T and B cell clonality in distinguishing IM from lymphoid malignancy. DNA was recovered from paraffin-embedded archival lymphoid tissues of 18 cases of IM and 13 control cases representing other reactive lymphoid hyperplasias. T cell receptor gamma (TCR-gamma) and immunoglobulin heavy chain (IgH) gene rearrangements were assayed using our standard clinical polymerase chain reaction procedures targeting each of the four functional variable (V) families and the three joining (J) families of the TCR-gamma gene, and framework III of the IgH gene, respectively. In 17 of 18 cases of IM, no monoclonal T or B cell populations were detectable. One case, the only spleen specimen in the study, had an oligoclonal pattern of TCR-gamma rearrangements. The control cases representing other reactive hyperplasias also lacked monoclonality. The assays used were sensitive to clonal populations as small as 5% of cells. In this case series, no monoclonal lymphoid populations were identified in any case of IM. This finding suggests that molecular studies are useful in distinguishing IM from lymphoid neoplasms.


Subject(s)
B-Lymphocytes/immunology , Immunoglobulin Heavy Chains/genetics , Infectious Mononucleosis/genetics , Lymphoma/genetics , Receptors, Antigen, T-Cell, gamma-delta/genetics , T-Lymphocytes/immunology , Adolescent , Adult , Aged , Aged, 80 and over , Child , Child, Preschool , Female , Gene Rearrangement, T-Lymphocyte/genetics , Humans , Infant , Lymphocytes/pathology , Male , Middle Aged , Retrospective Studies , Sensitivity and Specificity
7.
Oral Oncol ; 38(5): 516-9, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12110349

ABSTRACT

Acute myelogenous leukemia with minimal differentiation (AML-M0) is a rare subtype of acute leukemia in which blasts fail to show morphologic differentiation and conventional cytochemical stains and myeloid markers are negative. Acute myelogenous leukemia (AML) presents primarily with peripheral blood and/or bone marrow involvement. Presentation in extramedullary sites, including the head and neck region, is not uncommon. Acute myelomonocytic leukemia (AML-M4) and acute monocytic leukemia (AML-M5) have had the highest incidence of associated oral infiltrates. We report a case of a 58-year-old gentleman, with no prior history of acute leukemia, presenting with a solitary palatal swelling. Initial morphologic examination favored high-grade non-Hodgkin's lymphoma (NHL). Conventional cytochemical and immunohistochemical stains were negative for lymphoid and myeloid markers. Subsequent immunophenotyping via flow cytometry performed on peripheral blood and bone marrow aspirate demonstrated myeloid lineage without lymphoid differentiation, confirming the diagnosis of AML-M0.To our knowledge, this subtype of AML-M0 has not been previously reported involving the oral cavity. With absence of morphologic differentiation, and negative findings on conventional cytochemical and immunohistochemical stains, this subtype of leukemia may be misdiagnosed as non-Hodgkin's lymphoma (NHL). Flow cytometry is useful in detecting the myeloid lineage of this leukemia.


Subject(s)
Leukemia, Myeloid, Acute/diagnosis , Mouth Neoplasms/diagnosis , Diagnosis, Differential , Flow Cytometry , Humans , Leukemia, Myeloid, Acute/pathology , Lymphoma, Non-Hodgkin/diagnosis , Male , Middle Aged , Mouth Neoplasms/pathology
8.
Arch Pathol Lab Med ; 132(3): 462-75, 2008 Mar.
Article in English | MEDLINE | ID: mdl-18318587

ABSTRACT

CONTEXT: The diagnosis and classification of leukemia is becoming increasingly complex. Current classification schemes incorporate morphologic features, immunophenotype, molecular genetics, and clinical data to specifically categorize leukemias into various subtypes. Although sophisticated methodologies are frequently used to detect characteristic features conferring diagnostic, prognostic, or therapeutic implications, a thorough microscopic examination remains essential to the pathologic evaluation. Detailed blast immunophenotyping can be performed with lineage- and maturation-specific markers. Although no one marker is pathognomonic for one malignancy, a well-chosen panel of antibodies can efficiently aid the diagnosis and classification of acute leukemias. OBJECTIVE: To review important developments from recent and historical literature. General immunohistochemical staining patterns of the most commonly encountered lymphoid and myeloid leukemias are emphasized. The goal is to discuss the immunostaining of acute leukemias when flow cytometry and genetic studies are not available. DATA SOURCES: A comprehensive review was performed of the relevant literature indexed in PubMed (National Library of Medicine) and referenced medical texts. Additional references were identified in the reviewed manuscripts. CONCLUSIONS: Immunophenotyping of blasts using an immunohistochemical approach to lymphoid and myeloid malignancies is presented. Initial and subsequent additional antibody panels are suggested to confirm or exclude each possibility in the differential diagnosis and a general strategy for diagnostic evaluation is discussed. Although the use of immunohistochemistry alone is limited and evaluation by flow cytometry and genetic studies is highly recommended, unavoidable situations requiring analysis of formalin-fixed tissue specimens arise. When performed in an optimized laboratory and combined with a careful morphologic examination, the immunohistochemical approach represents a useful laboratory tool for classifying various leukemias.


Subject(s)
Biomarkers, Tumor/analysis , Leukemia/classification , Leukemia/diagnosis , Acute Disease , Flow Cytometry , Humans , Immunohistochemistry
9.
Pediatr Dermatol ; 22(1): 19-22, 2005.
Article in English | MEDLINE | ID: mdl-15660891

ABSTRACT

We describe a 14-year-old Hispanic boy who presented with a 2-month history of enlarging plum-colored cutaneous tumors on his face, trunk, and proximal extremities. Histopathologic examination showed nodular infiltrates of malignant mononuclear cells extending from the superficial dermis to the deep subcutis. Immunohistochemical staining of the biopsy specimen and flow cytometry studies on a bone marrow aspirate revealed a CD4+, CD56+ hematolymphoid tumor that was negative for all other myeloid and lymphoid markers. Based on this information, the patient was diagnosed with the recently described, rare non-T, non-B, nonmyeloid CD4+ CD56+ hematolymphoid malignancy. To our knowledge, this is the youngest patient reported in the literature.


Subject(s)
Hematologic Neoplasms/pathology , Skin Neoplasms/pathology , Adolescent , CD4 Antigens/immunology , CD56 Antigen/immunology , Hematologic Neoplasms/immunology , Humans , Male , Skin Neoplasms/immunology
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