International Journal For Multidisciplinary Research

E-ISSN: 2582-2160   •   Impact Factor: 9.24

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Autoimmune Disease Subtype Prediction with Symptom-Based ML

Author(s) Ms. D Chinmayee, Ms. Shree Vibha S, Ms. Bindu R, Ms. Vandana T S, Ms. Maheshwari Patil
Country India
Abstract Autoimmune Diseases – this is a medical condition that defines the assault on healthy tissues and cells by the immune system of a particular individual. Being Autoimmune Diseases, there shall be an assumption of the event happening as a result of numerous factors such as genetics, environment, and immune system dysfunction within the individual. The aspect concerning the T-cells and T Cell Receptor, abbreviated as TCR, is vital within the three sites where the occurrence of the cited diseases takes place. Within the research for Autoimmune diseases, scientists can analyze in-depth information concerning Genotype information underlying a sequencing that foretells the happening of an event within the Autoimmune Disease. Within our research study, AutoY – to tap on the numerous forms of Deep Learning capability acting as a support system for the first identifier for the Autoimmune Disease via the information on the T Cell Receptor gene within the individual Genotype information underlying on individuals’ Genotype on an individual’s Genotype on an individual’s Genotype on an individuals’ Genotype on an individuals’ Genotype on an individual’s Genotype on individuals’ Genotypes on individuals’ Genotypes on individuals’ Genotypes on individuals’ Genotypes on individuals’ Genotypes on individuals’ Genotypes on individuals’ Genotypes on Function of individuals’ Genotypes on individuals.
Autoimmune Diseases are a medical condition that describes an attack on healthy tissues and cells from the immune system of an individual. Being an Autoimmune Disease, there shall be an assumption of the event occurring as an effect of different factors such as genetic factors, environment factors, and immune system malfunctioning factors of the individual. The role and presence of the T-cells and the T Cell Receptor structure, or TCR, the locations are crucial in the three different locations of the effect of the mentioned diseases. In research on the Autoimmune diseases, researchers have the capacity to view the comprehensive information on the Genotype information housed in a sequencing that predicts the occurrence of an event in the scenario of an Autoimmune Disease. In research on the research study named AutoY, to tap on the different potential resources and capacity that belongs to the Deep Learning technique that acts as an aid in an early identifier.
Keywords Autoimmune Disorders, T Cell Receptors (TCRs), Deep Learning, Convolutional Neural Network (CNN/AutoY), Bidirectional LSTM with Attention (LSTMY), Disease Prediction & Early Detection
Field Medical / Pharmacy
Published In Volume 8, Issue 1, January-February 2026
Published On 2026-01-07
DOI https://doi.org/10.36948/ijfmr.2026.v08i01.64565
Short DOI https://doi.org/hbh549
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