Page 98 - GPD-4-3
P. 98

Gene & Protein in Disease                                              ABCA12 gene in Harlequin ichthyosis



            Table 1. Summary of the contributions of bioinformatics and   refine genotype–phenotype maps, guiding prognostic
            sequencing technologies to the study and management of HI  stratification. 4,9
            Approach/   Function   Benefits    Challenges/     3.3. Next-generation sequencing (NGS) technologies
            Technology                         Limitations
            WES        Focuses on   Efficiently   Limited to   The advent of NGS technologies has significantly improved
                      protein-coding   identifies   exons, may miss   the speed, accuracy, and accessibility of genetic diagnoses.
                         regions  disease-causing   non-coding   This technology allows for comprehensive analysis of the
                                   mutations    mutations      ABCA12 gene and other relevant genomic regions, even
            Genotype-   Correlates   Predicts disease   Requires   in neonates.  Early detection of pathogenic mutations
                                                                         10
            phenotype   mutations   severity, guides   comprehensive   through NGS facilitates timely interventions and the
            analysis   with clinical   treatments  datasets
                        outcomes                               development of personalized treatment plans, improving
            Functional   Assesses impact   Enhances   May have limited   patient outcomes. Moreover, the scalability of NGS enables
            prediction   of mutations on  understanding   accuracy for novel   large-scale studies, contributing to a broader understanding
            tools       proteins  of molecular   mutations     of HI and similar genetic disorders. 11
                                  mechanisms
                                                                 By integrating bioinformatics, WES, and NGS,
             NGS      Comprehensive  Rapid, accurate,   High cost, data   researchers and clinicians are better equipped to tackle the
                        genomic   and applicable   interpretation
                         analysis  to neonates  complexity     challenges of diagnosing and managing genetic diseases
            Abbreviations: HI: Harlequin ichthyosis; NGS: Next-generation   like HI. These tools not only enhance diagnostic accuracy
            sequencing; WES: Whole-exome sequencing.           but also pave the way for personalized medicine and
                                                               targeted therapies.
            into the potential severity of the disease. For instance,   4. Current therapeutic approaches in HI
            certain mutations in the ABCA12 gene are associated with
            more severe clinical manifestations, enabling clinicians to   The management of HI has evolved significantly over the
            predict disease outcomes and tailor treatment strategies   past few decades, largely due to advancements in neonatal
            accordingly.  Beyond variant calling, however, WES   care and a deeper understanding of the disease’s genetic
                     4
                                                                   12
            pipelines must handle large-scale genomic datasets,   basis.  While there is no definitive cure for HI, several
            requiring tools like GATK for variant filtering and   treatment strategies  have  been developed to  manage
            ANNOVAR for annotation, ensuring robust data quality   symptoms and improve the quality of life for affected
                                                                        13
            control. 8-10                                      individuals.  In the following sections, we expand on the
                                                               primary therapeutic approaches and explore additional
            3.2. Genotype-phenotype correlations and           emerging strategies. These comparisons are summarized
            functional predictions                             in Table 2.

            One of the key strengths of bioinformatics lies in its   4.1. Neonatal care in HI
            ability  to  establish  genotype–phenotype  correlations.  By
            analyzing genetic data, researchers can determine how   Effective neonatal management is critical for HI survival.
            specific mutations influence disease severity and clinical   Immediate placement in humidified incubators (60 – 80%
                      9
            presentation.  In the case of HI, bioinformatics tools can   humidity) reduces life-threatening fluid loss and electrolyte
                                                                        3,12
            predict the functional consequences of ABCA12 mutations,   imbalances.  Prophylactic antibiotics (e.g., ampicillin/
            providing insights into how these alterations disrupt   gentamicin) and ceramide-based emollients mitigate
            lipid transport and epidermal differentiation. These tools   infection risk and partial barrier restoration. 12-15  Nutritional
            include PolyPhen-2 and SIFT, which typically analyze   support via nasogastric tubes addresses hypermetabolic
            missense variants and predict pathogenicity based on   demands, while non-adhesive dressings minimize  skin
            evolutionary conservation and structural disruption.  For   trauma. 16-18  Despite improved survival (>50%), challenges
                                                      8,9
            novel variants, AlphaFold-generated ABCA12 structures   persist due to the lack of standardized protocols and long-
            model atomic-level impacts, such as ATP-binding    term sequelae. 12,18  Rapid WES in neonatal intensive care
            domain destabilization, while MD simulations (molecular   units may enable mutation-specific care, such as tailored
            dynamics) assess lipid-binding affinity changes.  In   lipid formulations. 4,10
                                                      10
            addition, tools such as KEGG and Reactome map
            ABCA12 variants to disrupted lipid metabolism pathways,   4.2. Topical treatments
            clarifying how mutations alter ceramide biosynthesis and   Topical treatments remain the cornerstone therapies
            epidermal barrier formation.  These tools collectively   for  managing  the  characteristic  skin  abnormalities
                                    6,9

            Volume 4 Issue 3 (2025)                         3                           doi: 10.36922/GPD025050009
   93   94   95   96   97   98   99   100   101   102   103