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Deep Learning Technology: Sebastian Arnold, Betty van Aken, Paul Grundmann, Felix A. Gers and Alexander Löser. Learning Contextualized Document Representations for Healthcare Answer Retrieval. The Web Conference 2020 (WWW'20)
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A T cell, or T lymphocyte, is a type of lymphocyte (a subtype of white blood cell) that plays a central role in cell-mediated immunity. T cells can be distinguished from other lymphocytes, such as B cells and natural killer cells, by the presence of a T-cell receptor on the cell surface. They are called "T cells" because they mature in the thymus from thymocytes (although some also mature in the tonsils). The several subsets of T cells each have a distinct function. The majority of human T cells rearrange their alpha and beta chains on the cell receptor and are termed alpha beta T cells (αβ T cells) and are part of the adaptive immune system. Specialized gamma delta T cells, (a small minority of T cells in the human body, more frequent in ruminants), have invariant T-cell receptors with limited diversity, that can effectively present antigens to other T cells and are considered to be part of the innate immune system.
A lymphocyte count is usually part of a peripheral complete blood cell count and is expressed as the percentage of lymphocytes to the total number of white blood cells counted.
A general increase in the number of lymphocytes is known as lymphocytosis, whereas a decrease is known as lymphocytopenia.
Natural killer T (NKT) cells are a heterogeneous group of T cells that share properties of both T cells and natural killer cells. Many of these cells recognize the non-polymorphic CD1d molecule, an antigen-presenting molecule that binds self and foreign lipids and glycolipids. They constitute only approximately 0.1% of all blood T cells. Natural killer T cells should not be confused with natural killer cells.
Plasma cells, also called plasma B cells, plasmocytes, plasmacytes, or effector B cells, are white blood cells that secrete large volumes of antibodies. They are transported by the blood plasma and the lymphatic system. Plasma cells originate in the bone marrow; B cells differentiate into plasma cells that produce antibody molecules closely modelled after the receptors of the precursor B cell. Once released into the blood and lymph, these antibody molecules bind to the target antigen (foreign substance) and initiate its neutralization or destruction.
An increase in lymphocyte concentration is usually a sign of a viral infection (in some rare case, leukemias are found through an abnormally raised lymphocyte count in an otherwise normal person). A high lymphocyte count with a low neutrophil count might be caused by lymphoma. Pertussis toxin (PTx) of "Bordetella pertussis", formerly known as lymphocytosis-promoting factor, causes a decrease in the entry of lymphocytes into lymph nodes, which can lead to a condition known as lymphocytosis, with a complete lymphocyte count of over 4000 per μl in adults or over 8000 per μl in children. This is unique in that many bacterial infections illustrate neutrophil-predominance instead.
Memory B cells are a B cell sub-type that are formed within germinal centers following primary infection and are important in generating an accelerated and more robust antibody-mediated immune response in the case of re-infection (also known as a "secondary immune response").
The regulatory T cells (Tregs ), formerly known as suppressor T cells, are a subpopulation of T cells that modulate the immune system, maintain tolerance to self-antigens, and prevent autoimmune disease. Tregs are immunosuppressive and generally suppress or downregulate induction and proliferation of effector T cells. Tregs express the biomarkers CD4, FOXP3, and CD25 and are thought to be derived from the same lineage as naïve CD4 cells. Because effector T cells also express CD4 and CD25, Tregs are very difficult to effectively discern from effector CD4+, making them difficult to study. Recent research has found that the cytokine TGFβ is essential for Tregs to differentiate from naïve CD4+ cells and is important in maintaining Treg homeostasis.
Mouse models have suggested that modulation of Tregs can treat autoimmune disease and cancer and can facilitate organ transplantation. Their implications for cancer are complicated. Tregs tend to be upregulated in individuals with cancer, and they seem to be recruited to the site of many tumors. Studies in both humans and animal models have implicated that high numbers of Tregs in the tumor microenvironment is indicative of a poor prognosis, and Tregs are thought to suppress tumor immunity, thus hindering the body's innate ability to control the growth of cancerous cells. Recent immunotherapy research is studying how regulation of T cells could possibly be utilized in the treatment of cancer.
B cells, also known as B lymphocytes, are a type of white blood cell of the lymphocyte subtype. They function in the humoral immunity component of the adaptive immune system by secreting antibodies. Additionally, B cells present antigen (they are also classified as professional antigen-presenting cells (APCs)) and secrete cytokines.
In mammals, B cells mature in the bone marrow, which is at the core of most bones. In birds, B cells mature in the bursa of Fabricius, a lymphoid organ. (The "B" from B cells comes from the name of this organ, where it was first discovered by Chang and Glick, and not from bone marrow as commonly believed).
B cells, unlike the other two classes of lymphocytes, T cells and natural killer cells, express B cell receptors (BCRs) on their cell membrane. BCRs allow the B cell to bind a specific antigen, against which it will initiate an antibody response.
The term "NK T cells" was first used in mice to define a subset of T cells that expressed the natural killer (NK) cell-associated marker NK1.1 (CD161). It is now generally accepted that the term "NKT cells" refers to CD1d-restricted T cells, present in mice and humans, some of which coexpress a heavily biased, semi-invariant T-cell receptor and NK cell markers.
The category of effector T cell is a broad one that includes various T cell types that actively respond to a stimulus, such as co-stimulation. This includes helper, killer, regulatory, and potentially other T cell types.
Gamma delta T cells (γδ T cells) are T cells that have a distinctive T-cell receptor (TCR) on their surface. Most T cells are αβ (alpha beta) T cells with TCR composed of two glycoprotein chains called α (alpha) and β (beta) TCR chains. In contrast, gamma delta (γδ) T cells have a TCR that is made up of one γ (gamma) chain and one δ (delta) chain. This group of T cells is usually much less common than αβ T cells, but are at their highest abundance in the gut mucosa, within a population of lymphocytes known as intraepithelial lymphocytes (IELs).
The antigenic molecules that activate gamma delta T cells are still largely unknown. However, γδ T cells are peculiar in that they do not seem to require antigen processing and major-histocompatibility-complex (MHC) presentation of peptide epitopes, although some recognize MHC class Ib molecules. Furthermore, γδ T cells are believed to have a prominent role in recognition of lipid antigens. They are of an invariant nature and may be triggered by alarm signals, such as heat shock proteins (HSP).
There also exists a γδ-T-cell sub-population within the epidermal compartment of the skin of mice. Originally referred to as Thy-1+ dendritic epidermal cells (Thy1+DEC), these cells are more commonly known as dendritic epidermal T cells (DETC). DETCs arise during fetal development and express an invariant and canonical Vγ3 Vδ1 T-cell receptor [using Garman nomenclature].
Monoclonal antibodies are made by injecting human cancer cells into mice so that their immune systems create antibodies against foreign antigens. Monoclonal antibodies target specific antigens on cancer cells and may enhance the patient's immune response. They can be administered alone or be linked (conjugated) to anticancer drugs, radioisotopes, or other biologic response modifiers. There are several therapeutic mechanisms for monoclonal antibodies:
1. Directly initiates apoptosis in the targeted cells
2. Antibody-dependent cell-mediated cytotoxicity (ADCC) -- Recruits monocytes, macrophages, and natural killer cells to destroy the targeted cells
3. Complement-dependent cytotoxicity (CDC)-- Initiates the complement system which activates the membrane attack complex causing cell lysis and death.
4. Delivers chemotherapy or radiation in a targeted manner which allows higher concentrations to be administered
Monoclonal antibodies for treatment of B-cell malignancies
- CD20. Approximately 95% of B-cell lymphomas express CD20, but CD20 is not critical for B-cell survival. Clonal B-cells spontaneously mutate the idiotypic region of their immunoglobulin. This high mutation rate makes them prone to the selection of B-cells lacking the CD20 antigen following treatment with CD20-targeting monoclonal antibodies. As a result, CD20 may lose its effectiveness as a target after as little as one or two treatments with monoclonal antibodies such as rituximab. A study in Japan found that approximately 26% of relapsed B-cell lymphoma patients lost CD20 expression during treatment with rituximab. Lab tests involving 5-Aza showed that CD20 expression and rituximab sensitivity could be restored in some cases using epigenetic drug treatment.
- Rituximab (Rituxan. The mechanism of action of Rituximab against DLBCL is not fully understood, but studies suggest that rituximab modulates cellular and molecular signal transduction pathways that regulate bcl-2-expression. Interaction between bcl-2 expression and IL-10 growth factors may contribute to the resistance mechanisms of DLBCL to chemotherapy.
- Tositumomab (Bexxar). Anti-CD20 conjugated with radionuclide iodine-131
- Ibritumomab tiuxetan (Zevalin). Anti-CD20 conjugated with radioactive isotope (either yttrium-90 or indium-111)
- CD22. Approximately 85% of DLBCLs express CD22. It is expressed on pre-B and mature B cells, and expression is lost upon maturation to plasma cells.
- Epratuzumab (Lymphocide). After binding epratuzumab, CD22 is rapidly internalized. Cell death does not appear to be mediated by complement, but modest antibody-dependent cellular cytotoxicity and direct killing effects have been demonstrated.
- CD70. In normal lymphoid tissues CD27 and its ligand CD70 have a restricted expression pattern, but a 1999 study found CD70 on 71% of large B-cell lymphomas.
- Vorsetuzumab mafodotin (antibody conjugated to monomethyl auristatin F). Monomethyl auristatin F is a mitotic inhibitor. Preliminary data from a phase I clinical trial of vorsetuzumab mafodotin showed that of the 7 patients with non-Hodgkin lymphoma, one achieved complete remission, four were stable, one experienced progressive disease, and one was not evaluable.
The T helper cells (T cells) are a type of T cell that play an important role in the immune system, particularly in the adaptive immune system. They help the activity of other immune cells by releasing T cell cytokines. These cells help suppress or regulate immune responses. They are essential in B cell antibody class switching, in the activation and growth of cytotoxic T cells, and in maximizing bactericidal activity of phagocytes such as macrophages.
Mature T cells express the surface protein CD4 and are referred to as CD4 T cells. Such CD4 T cells are generally treated as having a pre-defined role as helper T cells within the immune system. For example, when an antigen-presenting cell expresses an antigen on MHC class II, a CD4 cell will aid those cells through a combination of cell to cell interactions (e.g. CD40 (protein) and CD40L) and through cytokines.
CD154, also called CD40 ligand or CD40L, is a cell surface protein that mediates T cell helper function in a contact-dependent process and is a member of the TNF superfamily of molecules. It binds to CD40 on antigen-presenting cells (APC), which leads to many effects depending on the target cell type. CD154 acts as a costimulatory molecule and is particularly important on a subset of T cells called T follicular helper cells (T cells). On T cells, CD154 promotes B cell maturation and function by engaging CD40 on the B cell surface and therefore facilitating cell-cell communication. A defect in this gene results in an inability to undergo immunoglobulin class switching and is associated with hyper IgM syndrome. Absence of CD154 also stops the formation of germinal centers and therefore prohibiting antibody affinity maturation, an important process in the adaptive immune system.
The importance of helper T cells can be seen from HIV, a virus that primarily infects CD4 T cells. In the advanced stages of HIV infection, loss of functional CD4 T cells leads to the symptomatic stage of infection known as the acquired immunodeficiency syndrome (AIDS). When the HIV virus is detected early in blood or other bodily fluids, continuous therapy can delay the time at which this fall happens. Therapy can also better manage the course of AIDS if and when it occurs. There are other rare disorders such as lymphocytopenia which result in the absence or dysfunction of CD4 T cells. These disorders produce similar symptoms, many of which are fatal.
Macrophages (pronunciation: /ˈmakrə(ʊ)feɪdʒ/ | , from Greek "μακρός" ("makrós") = large, "φαγείν" ("phageín") = to eat) are a type of white blood cell that engulfs and digests cellular debris, foreign substances, microbes, cancer cells, and anything else that does not have the types of proteins specific to healthy body cells on its surface in a process called phagocytosis. These large phagocytes are found in essentially all tissues, where they patrol for potential pathogens by amoeboid movement. They take various forms (with various names) throughout the body (e.g., histiocytes, Kupffer cells, alveolar macrophages, microglia, and others), but all are part of the mononuclear phagocyte system. Besides phagocytosis, they play a critical role in nonspecific defense (innate immunity) and also help initiate specific defense mechanisms (adaptive immunity) by recruiting other immune cells such as lymphocytes. For example, they are important as antigen presenters to T cells. In humans, dysfunctional macrophages cause severe diseases such as chronic granulomatous disease that result in frequent infections.
Beyond increasing inflammation and stimulating the immune system, macrophages also play an important anti-inflammatory role and can decrease immune reactions through the release of cytokines. Macrophages that encourage inflammation are called M1 macrophages, whereas those that decrease inflammation and encourage tissue repair are called M2 macrophages. This difference is reflected in their metabolism; M1 macrophages have the unique ability to metabolize arginine to the "killer" molecule nitric oxide, whereas rodent M2 macrophages have the unique ability to metabolize arginine to the "repair" molecule ornithine. However, this dichotomy has been recently questioned as further complexity has been discovered.
Human macrophages are about in diameter and are produced by the differentiation of monocytes in tissues. They can be identified using flow cytometry or immunohistochemical staining by their specific expression of proteins such as CD14, CD40, CD11b, CD64, F4/80 (mice)/EMR1 (human), lysozyme M, MAC-1/MAC-3 and CD68.
Macrophages were first discovered by Élie Metchnikoff, a Russian zoologist, in 1884.
Apoptosis is one of the major mechanisms of cell death targeted by cancer therapies. Reduced susceptibility to apoptosis increases the resistance of cancer cells to radiation and cytotoxic agents. B-cell lymphoma-2 (Bcl-2) family members create a balance between pro and anti-apoptotic proteins. Pro-apoptotic proteins include Bax and Bak. Anti-apoptotic proteins include Bcl-2, Bcl-X, Bcl-w, Mcl-1. When anti-apoptotic family members are overexpressed, apoptotic cell death becomes less likely.
- Oblimersen sodium (G3139, Genasense) targets BCL-2 mRNA
- ABT-737 (oral form navitoclax, ABT-263). A small molecule that targets anti-apoptotic Bcl-2 family proteins (Bcl-2, Bcl-X and Bcl-w). ABT-737 binds anti-apoptotic Bcl-2 proteins with an affinity two or three orders of magnitude more potent than previously reported compounds. High basal levels of Mcl-1 expression are associated with resistance to ABT-737. Combining ABT-737 with second agents that inactivate Mcl-1 may reduce this effect. ABT-737 has demonstrated single-agent efficacy against cell lines from lymphoid malignancies known to express high levels of Bcl-2, including DLBCL. It has also been found to be synergistic with proteasome inhibitors.
- Fenretinide. A synthetic retinoid that induces apoptosis of cancer cells and acts synergistically with chemotherapeutic drugs by triggering the activation of 12-Lox (12-lipoxygenase) leading to oxidative stress and apoptosis via the induction of the transcription factor Gadd153 and the Bcl-2-family member protein Bak.
Plasmacytoma, multiple myeloma, Waldenström macroglobulinemia and plasma cell leukemia are malignant neoplasms ("cancer") of the plasma cells. Multiple myeloma is frequently identified because malignant plasma cells continue producing an antibody, which can be detected as a paraprotein.
Common variable immunodeficiency is thought to be due to a problem in the differentiation from lymphocytes to plasma cells. The result is a low serum antibody level and risk of infections.
Primary amyloidosis (AL) is caused by the deposition of excess immunoglobulin light chains which are secreted from plasma cells.
The majority of patient peripheral blood mononucleated cells are polyclonal naïve mature B cells, with a significant increase in immature, transitional B cell numbers (identified as CD10+). Percentages of circulating class-switched and memory B cells are very low, and "in vitro" studies show poor B cell differentiation and immunoglobulin secretion. Serum IgM is low in most patients, while total IgG and IgA may be on the low end of normal. Patients demonstrate defective antibody production against T cell-independent, polysaccharide-based vaccines. Some patients may not mount protective antibody titers to other vaccines, such as measles and varicella zoster virus.
T cell counts are generally within or just above the normal range. "In vitro" stimulation of T cells demonstrates that both CD4+ and CD8+ T cells are less responsive than normal, suggesting mild T cell anergy in patients.
A diagnosis of leukemia can generally be ruled out in these patients based on the unremarkable appearance of small resting lymphocytes in the blood; however, patients must be closely monitored for any signs of monoclonal or oligoclonal B cell expansion because there may be an increased risk for B cell malignancy. Specifically, one patient with BENTA disease was reported as having developed B cell chronic lymphocytic leukemia (B-CLL) as an adult.
With each such subsequent exposure to the same antigen, the number of different responding B cell clones increases to generate a polyclonal response and effectively a greater number of memory B cells persist. Thus, a stronger antibody response (i.e. higher titres of more diverse antibody molecules) having improved affinity towards antigen is typically observed in the secondary immune response. It is unclear at what stage such a model reaches saturation to provide an optimal level of antibody-mediated immune protection against the same antigen. However, the fact that all the accumulation of cells of a single clone population express many of the one same type of antibody and that these memory B cells survive for long periods of time in a body underscores their functional significance during vaccination and the administration of booster shots.
Genetic mutations in the gene encoding Foxp3 have been identified in both humans and mice based on the heritable disease caused by these mutations. This disease provides the most striking evidence that regulatory T cells play a critical role in maintaining normal immune system function. Humans with mutations in Foxp3 suffer from a severe and rapidly fatal autoimmune disorder known as Immune dysregulation, Polyendocrinopathy, Enteropathy X-linked (IPEX) syndrome.
The IPEX syndrome is characterized by the development of overwhelming systemic autoimmunity in the first year of life, resulting in the commonly observed triad of watery diarrhea, eczematous dermatitis, and endocrinopathy seen most commonly as insulin-dependent diabetes mellitus. Most individuals have other autoimmune phenomena including Coombs-positive hemolytic anemia, autoimmune thrombocytopenia, autoimmune neutropenia, and tubular nephropathy. The majority of affected males die within the first year of life of either metabolic derangements or sepsis. An analogous disease is also observed in a spontaneous Foxp3-mutant mouse known as "scurfy".
According to a European registry study, the mean age at onset of symptoms was 26.3 years old. As per the criteria laid out by ESID (European Society for Immunodeficiencies) and PAGID (Pan-American Group for Immunodeficiency), CVID is diagnosed if:
- the person presents with a marked decrease of serum IgG levels (<4.5 g/L) and a marked decrease below the lower limit of normal for age in at least one of the isotypes IgM or IgA;
- the person is four years of age or older;
- the person lacks antibody immune response to protein antigens or immunization.
Diagnosis is chiefly by exclusion, i.e. alternative causes of hypogammaglobulinemia, such as X-linked agammaglobulinemia, must be excluded before a diagnosis of CVID can be made.
Diagnosis is difficult because of the diversity of phenotypes seen in people with CVID. For example, serum immunoglobulin levels in people with CVID vary greatly. Generally, people can be grouped as follows: no immunoglobulin production, immunoglobulin (Ig) M production only, or both normal IgM and IgG production. Additionally, B cell numbers are also highly variable. 12% of people have no detectable B cells, 12% have reduced B cells, and 54% are within the normal range. In general, people with CVID display higher frequencies of naive B cells and lower frequencies of class-switched memory B cells. Frequencies of other B cell populations, such as IgD memory B cells, transitional B cells, and CD21 B cells, are also affected, and are associated with specific disease features. Although CVID is often thought of as a serum immunoglobulin and B cell-mediated disease, T cells can display abnormal behavior. Affected individuals typically present with low frequencies of CD4, a T-cell marker, and decreased circulation of regulatory T cells and iNKT cell. Notably, approximately 10% of people display CD4 T cell counts lower than 200 cells/mm; this particular phenotype of CVID has been named LOCID (Late Onset Combined Immunodeficiency), and has a poorer prognosis than classical CVID.
XLA diagnosis usually begins due to a history of recurrent infections, mostly in the respiratory tract, through childhood. This is due to humoral immunodeficiency. The diagnosis is probable when blood tests show the complete lack of circulating B cells (determined by the B cell marker CD19 and/or CD20), as well as low levels of all antibody classes, including IgG, IgA, IgM, IgE and IgD.
When XLA is suspected, it is possible to do a Western Blot test to determine whether the Btk protein is being expressed. Results of a genetic blood test confirm the diagnosis and will identify the specific Btk mutation, however its cost prohibits its use in routine screening for all pregnancies. Women with an XLA patient in their family should seek genetic counseling before pregnancy.Although the symptoms of a XLA and other primary immune diseases (PID) include repeated and often severe infections, the average time for a diagnosis of a PID can be up to 10 years.
The following types of CVID have been identified, and correspond to mutations in different gene segments.
There is currently minimal therapeutic intervention available for BENTA disease. Patients are closely monitored for infections and for signs of monoclonal or oligoclonal B cell expansion that could indicate B cell malignancy. Splenectomy is unlikely to reduce B cell burden; peripheral blood B cell counts rose significantly in three patients who underwent the procedure. It remains to be determined whether immunosuppressive drugs, including B cell-depleting drugs such as rituximab, could be effective for treating BENTA disease.
Flow cytometry is a diagnostic tool in order to count/visualize the amount of lymphatic cells in the body. T cells, B cells and NK cells are nearly impossible to distinguish under a microscope, therefore one must use a flow cytometer to distinguish them.
Infection of macrophages in joints is associated with local inflammation during and after the acute phase of "Chikungunya" (caused by CHIKV or Chikungunya virus).