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Kang S, Kim M, Sun J, Lee M, Min K. Prediction of Protein Aggregation Propensity via Data-Driven Approaches. ACS Biomater Sci Eng 2023; 9:6451-6463. [PMID: 37844262 DOI: 10.1021/acsbiomaterials.3c01001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2023]
Abstract
Protein aggregation occurs when misfolded or unfolded proteins physically bind together and can promote the development of various amyloid diseases. This study aimed to construct surrogate models for predicting protein aggregation via data-driven methods using two types of databases. First, an aggregation propensity score database was constructed by calculating the scores for protein structures in the Protein Data Bank using Aggrescan3D 2.0. Moreover, feature- and graph-based models for predicting protein aggregation have been developed by using this database. The graph-based model outperformed the feature-based model, resulting in an R2 of 0.95, although it intrinsically required protein structures. Second, for the experimental data, a feature-based model was built using the Curated Protein Aggregation Database 2.0 to predict the aggregated intensity curves. In summary, this study suggests approaches that are more effective in predicting protein aggregation, depending on the type of descriptor and the database.
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Affiliation(s)
- Seungpyo Kang
- School of Mechanical Engineering, Soongsil University, 369 Sangdo-ro, Dongjak-gu 06978, Seoul, Republic of Korea
| | - Minseon Kim
- School of Mechanical Engineering, Soongsil University, 369 Sangdo-ro, Dongjak-gu 06978, Seoul, Republic of Korea
| | - Jiwon Sun
- School of Mechanical Engineering, Soongsil University, 369 Sangdo-ro, Dongjak-gu 06978, Seoul, Republic of Korea
| | - Myeonghun Lee
- School of Systems Biomedical Science, Soongsil University, 369 Sangdo-ro, Dongjak-gu 06978, Seoul, Republic of Korea
| | - Kyoungmin Min
- School of Mechanical Engineering, Soongsil University, 369 Sangdo-ro, Dongjak-gu 06978, Seoul, Republic of Korea
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Iram D, Kindarle UA, Sansi MS, Meena S, Puniya AK, Vij S. Peptidomics-based identification of an antimicrobial peptide derived from goat milk fermented by Lactobacillus rhamnosus (C25). J Food Biochem 2022; 46:e14450. [PMID: 36226982 DOI: 10.1111/jfbc.14450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 09/03/2022] [Accepted: 09/20/2022] [Indexed: 01/14/2023]
Abstract
Antimicrobial peptides (AMPs) are emerging as promising novel drug applicants. In the present study, goat milk was fermented using Lactobacillus rhamnosus C25 to generate bioactive peptides (BAPs). The peptide fractions generated were separated using ultrafiltration membranes with molecular weight cut-offs of 3, 5, and 10 kDa, and their antimicrobial activity toward Gram-positive and Gram-negative bacteria was investigated. Isolated AMPs were characterized using RP-HPLC and identified by LC-MS/MS. A total of 569 sequences of peptides were identified by mass spectrometry. Out of the 569, 36 were predicted as AMPs, 21 were predicted as cationic, and out of 21, 6 AMPs were helical peptides. In silico analysis indicated that the majority of peptides were antimicrobial and cationic in nature, an important factor for peptide interaction with the negative charge membrane of bacteria. The results showed that the peptides of <5 kDa exhibited maximum antibacterial activity against E. faecalis, E. coli, and S. typhi. Further, molecular docking was used to evaluate the potent MurD ligase inhibitors. On the basis of ligand binding energy, six predicted AMPs were selected and then analyzed by AutoDock tools. Among the six AMPs, peptides IGHFKLIFSLLRV (-7.5 kcal/mol) and KSFCPAPVAPPPPT (-7.6 kcal/mol), were predicted as a high-potent antimicrobial. Based on these findings, in silico investigations reveal that proteins of goat milk are a potential source of AMPs. This is for the first time that the antimicrobial peptides produced by Lactobacillus rhamnosus (C25) fermentation of goat milk have been identified via LC-MS/MS and predicted as AMPs, cationic charges, helical structure in nature, and potent MurD ligase inhibitors. These peptides can be synthesized and improved for use as antimicrobial agents. PRACTICAL APPLICATIONS: Goat milk is considered a high-quality source of milk protein. According to this study, goat milk protein is a potential source of AMPs, Fermentation can yield goat milk-derived peptides with a broad antibacterial activity spectrum at a low cost. The approach described here could be beneficial in that the significant AMPs can be synthesized and used in the pharmaceutical and food industries.
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Affiliation(s)
- Daraksha Iram
- Antimicrobial Peptides, Biofunctional Probiotics & Peptidomics Laboratory, Dairy Microbiology Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Uday Arun Kindarle
- Antimicrobial Peptides, Biofunctional Probiotics & Peptidomics Laboratory, Dairy Microbiology Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Manish Singh Sansi
- Biofunctional Peptidomics & Metabolic Syndrome Laboratory, Animal Biochemistry Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Sunita Meena
- Biofunctional Peptidomics & Metabolic Syndrome Laboratory, Animal Biochemistry Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Anil Kumar Puniya
- Anaerobic Microbial Fermentation Laboratory, Dairy Microbiology Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Shilpa Vij
- Antimicrobial Peptides, Biofunctional Probiotics & Peptidomics Laboratory, Dairy Microbiology Division, ICAR-National Dairy Research Institute, Karnal, India
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Katagiri F, Ueo D, Okubo-Gunge Y, Usui A, Kuwatsuka S, Mine Y, Hamada K, Fujiwara S, Sasaki T, Nomizu M, Utani A. Fibulin-4 accelerates amyloid formation through binding with a keratin 5 peptide fragment. JID INNOVATIONS 2022; 2:100114. [PMID: 35480396 PMCID: PMC9035805 DOI: 10.1016/j.xjidi.2022.100114] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 02/05/2022] [Accepted: 02/08/2022] [Indexed: 11/06/2022] Open
Abstract
Keratins are the major amyloid fibril component in localized cutaneous amyloidosis. We analyzed the amyloid components in the skin of patients with localized cutaneous amyloidosis by immunohistochemical staining using antisera against extracellular matrix proteins and keratin 5 (K5). Fibulin-4 and K5 colocalized in the amyloid deposits. Using 14 synthetic peptides, we screened for amyloidogenic sequences in the C-terminal region of K5, including the α-helical rod domain and the tail domain. Two peptides stained with thioflavin T possessed a β-sheet structure and formed amyloid-like fibrils. Among the amyloidogenic peptides, a peptide KT5-6 (YQELMNTKLALDVEIATYRKLLEGE) derived from the α-helical rod domain of K5 specifically bound to fibulin-4. In addition, amyloid formation of KT5-6 was accelerated by fibulin-4. These results suggest that degraded fragments of K5 containing the KT5-6 sequence form amyloid fibrils with fibulin-4. The data further suggest that degraded fragments of K5 and fibulin-4 have the potential to initiate cutaneous amyloidosis.
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Chapman JR, Liu A, Yi SS, Hernandez E, Ritorto MS, Jungbluth AA, Pulitzer M, Dogan A. Proteomic analysis shows that the main constituent of subepidermal localised cutaneous amyloidosis is not galectin-7. Amyloid 2021; 28:35-41. [PMID: 32867548 PMCID: PMC7962860 DOI: 10.1080/13506129.2020.1811962] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Lichen or macular localised cutaneous amyloidoses have long been described as keratinic amyloidoses and believed to be due to the deposition of cytokeratin peptides originating from epidermis in the dermal papillae. However, recently it was suggested that galectin-7 is the causative protein for this type of amyloidosis. This was based on the detection of galectin-7 in a biopsy from a patient diagnosed with Bowen's disease and localised cutaneous amyloidosis. In this study we report mass spectrometry-based proteomic analysis of the protein composition of localised cutaneous amyloid deposits from seven patients using laser microdissection and show that basal keratins are the main constituents of the amyloid deposits. Galectin-7 was not present in the dermal amyloid deposits and was only present in the overlying Congo red negative epidermis.
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Affiliation(s)
- Jessica R Chapman
- Hematopathology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anna Liu
- Hematopathology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - San S Yi
- Hematopathology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Enmily Hernandez
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Maria Stella Ritorto
- Hematopathology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Achim A Jungbluth
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Melissa Pulitzer
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ahmet Dogan
- Hematopathology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Yang CF, Lin SP, Chiang CP, Wu YH, H'ng WS, Chang CP, Chen YT, Wu JY. Loss of GPNMB Causes Autosomal-Recessive Amyloidosis Cutis Dyschromica in Humans. Am J Hum Genet 2018; 102:219-232. [PMID: 29336782 DOI: 10.1016/j.ajhg.2017.12.012] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Accepted: 12/15/2017] [Indexed: 11/29/2022] Open
Abstract
Amyloidosis cutis dyschromica (ACD) is a distinct form of primary cutaneous amyloidosis characterized by generalized hyperpigmentation mottled with small hypopigmented macules on the trunks and limbs. Affected families and sporadic case subjects have been reported predominantly in East and Southeast Asian ethnicities; however, the genetic cause has not been elucidated. We report here that the compound heterozygosity or homozygosity of GPNMB truncating alleles is the cause of autosomal-recessive ACD. Six nonsense or frameshift mutations were identified in nine individuals diagnosed with ACD. Immunofluorescence analysis of skin biopsies showed that GPNMB is expressed in all epidermal cells, with the highest staining observed in melanocytes. GPNMB staining is significantly reduced in the lesional skin of affected individuals. Hyperpigmented lesions exhibited significantly increased amounts of DNA/keratin-positive amyloid deposits in the papillary dermis and infiltrating macrophages compared with hypo- or depigmented macules. Depigmentation of the lesions was attributable to loss of melanocytes. Intracytoplasmic fibrillary aggregates were observed in keratinocytes scattered in the lesional epidermis. Thus, our analysis indicates that loss of GPNMB, which has been implicated in melanosome formation, autophagy, phagocytosis, tissue repair, and negative regulation of inflammation, underlies autosomal-recessive ACD and provides insights into the etiology of amyloidosis and pigment dyschromia.
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Affiliation(s)
- Chi-Fan Yang
- Institute of Biomedical Sciences, Academia Sinica, Taipei 115, Taiwan
| | - Shuan-Pei Lin
- Department of Medical Research, MacKay Memorial Hospital, Taipei 104, Taiwan; Department of Pediatrics, MacKay Memorial Hospital, Taipei 104, Taiwan; Department of Medicine, MacKay Medical College, New Taipei City 252, Taiwan
| | - Chien-Ping Chiang
- Departments of Dermatology, Tri-Service General Hospital, Taipei 114, Taiwan; Department of Biochemistry, National Defense Medical Center, Taipei 114, Taiwan
| | - Yu-Hung Wu
- Department of Medicine, MacKay Medical College, New Taipei City 252, Taiwan; Department of Dermatology, MacKay Memorial Hospital, Taipei 104, Taiwan
| | - Weng Siong H'ng
- Institute of Biomedical Sciences, Academia Sinica, Taipei 115, Taiwan
| | - Chun-Ping Chang
- Institute of Biomedical Sciences, Academia Sinica, Taipei 115, Taiwan
| | - Yuan-Tsong Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei 115, Taiwan
| | - Jer-Yuarn Wu
- Institute of Biomedical Sciences, Academia Sinica, Taipei 115, Taiwan.
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Yan X, Jin J. Primary cutaneous amyloidosis associated with autoimmune hepatitis-primary biliary cirrhosis overlap syndrome and Sjögren syndrome: A case report. Medicine (Baltimore) 2018; 97:e0004. [PMID: 29465536 PMCID: PMC5842025 DOI: 10.1097/md.0000000000010004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
RATIONALE Primary cutaneous amyloidosis (PCA) is a localized skin disorder characterized by the abnormal deposition of amyloid in the extracellular matrix of the dermis. The association between PCA and other diseases, although rare, has been documented for various autoimmune diseases. PCA associated with autoimmune hepatitis-primary biliary cirrhosis (AIH-PBC) overlap syndrome and Sjögren syndrome (SS) has not been previously reported in the literature. PATIENT CONCERNS A 50-year-old woman presented with progressive abnormal liver enzyme levels and was referred to our department. DIAGNOSES Due to the patient's symptoms, laboratory test results, radiographic findings, and pathologic results, she was diagnosed with PCA associated with AIH-PBC overlap syndrome and SS. INTERVENTIONS She was subsequently treated with a combination of ursodeoxycholic acid (UDCA), prednisone, and azathioprine. OUTCOMES While this treatment can achieve therapeutic success, it cannot prevent complications from cirrhosis. This patient remains alive but experienced an emergent gastrointestinal hemorrhage. LESSONS While we acknowledge that this is a single case, these findings extend our knowledge of immunological diseases associated with PCA and suggest a common, immune-mediated pathogenic pathway between PCA, AIH-PBC overlap syndrome, and SS. After 12 years of follow up, clinical manifestations have developed, and these autoimmune diseases have progressed. The combination of UDCA, prednisone, and azathioprine can achieve therapeutic success but cannot prevent disease progression. Routine follow up for this patient is necessary to document disease progression.
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MESH Headings
- Amyloidosis, Familial/drug therapy
- Amyloidosis, Familial/immunology
- Anti-Inflammatory Agents/administration & dosage
- Azathioprine/administration & dosage
- Cholagogues and Choleretics/administration & dosage
- Drug Therapy, Combination
- Female
- Hepatitis, Autoimmune/complications
- Hepatitis, Autoimmune/drug therapy
- Hepatitis, Autoimmune/immunology
- Humans
- Immunosuppressive Agents/administration & dosage
- Liver Cirrhosis, Biliary/complications
- Liver Cirrhosis, Biliary/drug therapy
- Liver Cirrhosis, Biliary/immunology
- Middle Aged
- Prednisone/administration & dosage
- Sjogren's Syndrome/complications
- Sjogren's Syndrome/drug therapy
- Sjogren's Syndrome/immunology
- Skin Diseases, Genetic/drug therapy
- Skin Diseases, Genetic/immunology
- Treatment Outcome
- Undifferentiated Connective Tissue Diseases/complications
- Undifferentiated Connective Tissue Diseases/drug therapy
- Undifferentiated Connective Tissue Diseases/immunology
- Ursodeoxycholic Acid/administration & dosage
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L'Imperio V, Bruno I, Rabach I, Smith A, Chinello C, Stella M, Magni F, Pagni F. Histoproteomic Characterization of Localized Cutaneous Amyloidosis in X-Linked Reticulate Pigmentary Disorder. Skin Pharmacol Physiol 2017; 30:90-93. [PMID: 28376499 DOI: 10.1159/000464336] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Accepted: 02/17/2017] [Indexed: 11/19/2022]
Affiliation(s)
- Vincenzo L'Imperio
- Department of Surgery and Translational Medicine, Pathology, San Gerardo Hospital, Monza, Italy
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Tey H, Cao T, Nattkemper L, Tan V, Pramono Z, Yosipovitch G. Pathophysiology of pruritus in primary localized cutaneous amyloidosis. Br J Dermatol 2016; 174:1345-50. [DOI: 10.1111/bjd.14391] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/04/2016] [Indexed: 11/29/2022]
Affiliation(s)
- H.L. Tey
- National Skin Centre 1 Mandalay Road 308205 Singapore
- Lee Kong Chian School of Medicine Singapore
| | - T. Cao
- National Skin Centre 1 Mandalay Road 308205 Singapore
| | - L.A. Nattkemper
- Department of Dermatology and Temple Itch Center Temple University School of Medicine Philadelphia PA U.S.A
| | - V.W.D. Tan
- National Skin Centre 1 Mandalay Road 308205 Singapore
| | | | - G. Yosipovitch
- Department of Dermatology and Temple Itch Center Temple University School of Medicine Philadelphia PA U.S.A
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