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Korlepara DB, Vasavi CS, Jeurkar S, Pal PK, Roy S, Mehta S, Sharma S, Kumar V, Muvva C, Sridharan B, Garg A, Modee R, Bhati AP, Nayar D, Priyakumar UD. PLAS-5k: Dataset of Protein-Ligand Affinities from Molecular Dynamics for Machine Learning Applications. Sci Data 2022; 9:548. [PMID: 36071074 PMCID: PMC9451116 DOI: 10.1038/s41597-022-01631-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 08/15/2022] [Indexed: 11/08/2022] Open
Abstract
Computational methods and recently modern machine learning methods have played a key role in structure-based drug design. Though several benchmarking datasets are available for machine learning applications in virtual screening, accurate prediction of binding affinity for a protein-ligand complex remains a major challenge. New datasets that allow for the development of models for predicting binding affinities better than the state-of-the-art scoring functions are important. For the first time, we have developed a dataset, PLAS-5k comprised of 5000 protein-ligand complexes chosen from PDB database. The dataset consists of binding affinities along with energy components like electrostatic, van der Waals, polar and non-polar solvation energy calculated from molecular dynamics simulations using MMPBSA (Molecular Mechanics Poisson-Boltzmann Surface Area) method. The calculated binding affinities outperformed docking scores and showed a good correlation with the available experimental values. The availability of energy components may enable optimization of desired components during machine learning-based drug design. Further, OnionNet model has been retrained on PLAS-5k dataset and is provided as a baseline for the prediction of binding affinities.
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Affiliation(s)
- Divya B Korlepara
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - C S Vasavi
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Shruti Jeurkar
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Pradeep Kumar Pal
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Subhajit Roy
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
- UM-DAE-Centre For Excellence In Basic Sciences, University of Mumbai, Vidyanagari, Mumbai, India
| | - Sarvesh Mehta
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Shubham Sharma
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Vishal Kumar
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Charuvaka Muvva
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Bhuvanesh Sridharan
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Akshit Garg
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Rohit Modee
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India
| | - Agastya P Bhati
- Centre for Computational Science, Department of Chemistry, University College London, London, WC1H 0AJ, United Kingdom
| | - Divya Nayar
- Department of Materials Science and Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India.
| | - U Deva Priyakumar
- Centre for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad, 500032, India.
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Desravines N, Miele K, Carlson R, Chibwesha C, Rahangdale L. Topical therapies for the treatment of cervical intraepithelial neoplasia (CIN) 2-3: A narrative review. Gynecol Oncol Rep 2020; 33:100608. [PMID: 32685652 PMCID: PMC7356206 DOI: 10.1016/j.gore.2020.100608] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 06/23/2020] [Accepted: 06/27/2020] [Indexed: 12/18/2022] Open
Abstract
CIN management is currently surveillance or surgical therapy. This review describes current research on medical therapies. Imiquimod is the most studied with evidence of safety and efficacy. 5-Fluorouracil has also shown promise with two clinical trials showing efficacy as adjuvant and primary treatment. Antivirals therapies have produced mixed results with cidofovir showing the most potential. The data remains weak regarding hormonal, herbal and alternative therapies rending it difficult to draw conclusions.
Current management of Cervical Intraepithelial Neoplasia (CIN), caused by high-risk human papillomavirus (hr-HPV), is based on surveillance and surgical therapy. Procedures carry potential risks such as preterm birth, and access remains limited throughout the world. However, there are no medical therapies recommended to promote the clearance of hr-HPV infection or CIN. Ultimately, even if less efficacious than excision procedures, medical therapies have the potential to decrease cervical cancer by eliminating barriers to treatment, such as access to treatment, or serving as an adjunct to surgical treatment in both high- and low-resource settings. This review describes current research on topical therapies with the potential for self-application for the treatment of HPV or CIN. Therapies included are immune-modulators, anti-proliferative medications, antivirals, hormones, and herbal/alternative therapies. Randomized trials of immune-modulating (imiquimod), anti-proliferative (5-fluorouracil), and anti-viral (cidofovir) therapies have had the most promising results. However, no option has sufficient clinical trial evidence to be recommended as treatment for CIN 2–3 and surgery remains the standard of care. The research described in this review serves as a guide for the development of future trials in the burgeoning arena of topical therapies for CIN 2–3.
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Affiliation(s)
- Nerlyne Desravines
- University of North Carolina School of Medicine, Department of Obstetrics and Gynecology, Chapel Hill, NC, USA
| | - Kate Miele
- University of North Carolina School of Medicine, Department of Obstetrics and Gynecology, Chapel Hill, NC, USA
| | - Rebecca Carlson
- University of North Carolina Health Sciences Library, Chapel Hill, NC, USA
| | - Carla Chibwesha
- University of North Carolina School of Medicine, Department of Obstetrics and Gynecology, Chapel Hill, NC, USA.,South Africa University of the Witwatersrand, Clinical HIV Research Unit, Department of Internal Medicine, Johannesburg-Braamfontein, Gauteng, ZA, South Africa
| | - Lisa Rahangdale
- University of North Carolina School of Medicine, Department of Obstetrics and Gynecology, Chapel Hill, NC, USA.,University of North Carolina Lineberger Comprehensive Cancer Center, Chapel Hill, NC, USA
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Hampson L, Maranga IO, Masinde MS, Oliver AW, Batman G, He X, Desai M, Okemwa PM, Stringfellow H, Martin-Hirsch P, Mwaniki AM, Gichangi P, Hampson IN. A Single-Arm, Proof-Of-Concept Trial of Lopimune (Lopinavir/Ritonavir) as a Treatment for HPV-Related Pre-Invasive Cervical Disease. PLoS One 2016; 11:e0147917. [PMID: 26824902 PMCID: PMC4732739 DOI: 10.1371/journal.pone.0147917] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2014] [Accepted: 01/02/2016] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Cervical cancer is the most common female malignancy in the developing nations and the third most common cancer in women globally. An effective, inexpensive and self-applied topical treatment would be an ideal solution for treatment of screen-detected, pre-invasive cervical disease in low resource settings. METHODS Between 01/03/2013 and 01/08/2013, women attending Kenyatta National Hospital's Family Planning and Gynaecology Outpatients clinics were tested for HIV, HPV (Cervista®) and liquid based cervical cytology (LBC-ThinPrep®). HIV negative women diagnosed as high-risk HPV positive with high grade squamous intraepithelial lesions (HSIL) were examined by colposcopy and given a 2 week course of 1 capsule of Lopimune (CIPLA) twice daily, to be self-applied as a vaginal pessary. Colposcopy, HPV testing and LBC were repeated at 4 and 12 weeks post-start of treatment with a final punch biopsy at 3 months for histology. Primary outcome measures were acceptability of treatment with efficacy as a secondary consideration. RESULTS A total of 23 women with HSIL were treated with Lopimune during which time no adverse reactions were reported. A maximum concentration of 10 ng/ml of lopinavir was detected in patient plasma 1 week after starting treatment. HPV was no longer detected in 12/23 (52.2%, 95%CI: 30.6-73.2%). Post-treatment cytology at 12 weeks on women with HSIL, showed 14/22 (63.6%, 95%CI: 40.6-82.8%) had no dysplasia and 4/22 (18.2%, 95%CI: 9.9-65.1%) were now low grade demonstrating a combined positive response in 81.8% of women of which 77.8% was confirmed by histology. These data are supported by colposcopic images, which show regression of cervical lesions. CONCLUSIONS These results demonstrate the potential of Lopimune as a self-applied therapy for HPV infection and related cervical lesions. Since there were no serious adverse events or detectable post-treatment morbidity, this study indicates that further trials are clearly justified to define optimal regimes and the overall benefit of this therapy. TRIAL REGISTRATION ISRCTN Registry 48776874.
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Affiliation(s)
- Lynne Hampson
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital, Oxford Road, Manchester M13 9WL, United Kingdom
| | - Innocent O. Maranga
- Kenyatta National Hospital, Department of Reproductive Health, PO Box 20723–00202, Nairobi, Kenya
- University of Nairobi, College of Health Sciences, Departments of Gynaecology and Pathology, PO Box 19676–00202, Nairobi, Kenya
| | - Millicent S. Masinde
- University of Nairobi, College of Health Sciences, Departments of Gynaecology and Pathology, PO Box 19676–00202, Nairobi, Kenya
| | - Anthony W. Oliver
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital, Oxford Road, Manchester M13 9WL, United Kingdom
| | - Gavin Batman
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital, Oxford Road, Manchester M13 9WL, United Kingdom
| | - Xiaotong He
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital, Oxford Road, Manchester M13 9WL, United Kingdom
| | - Minaxi Desai
- Cytology Laboratories, PO Box 208, Clinical Sciences Building 2, Central Manchester University Hospital NHS Trust, Oxford Rd, Manchester M13 9WW, United Kingdom
| | - Parmenas M. Okemwa
- University of Nairobi, College of Health Sciences, Departments of Gynaecology and Pathology, PO Box 19676–00202, Nairobi, Kenya
| | - Helen Stringfellow
- Department of Pathology, Royal Preston Hospital, Sharoe Green Lane, Fulwood, Preston, PR2 9HT, United Kingdom
| | - Pierre Martin-Hirsch
- Department of Obstetrics & Gynaecology, Royal Preston Hospital, Sharoe Green Lane, Fulwood, Preston, PR2 9HT, United Kingdom
| | - Alex M. Mwaniki
- University of Nairobi, College of Health Sciences, Departments of Gynaecology and Pathology, PO Box 19676–00202, Nairobi, Kenya
| | - Peter Gichangi
- University of Nairobi, College of Health Sciences, Departments of Gynaecology and Pathology, PO Box 19676–00202, Nairobi, Kenya
| | - Ian N. Hampson
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital, Oxford Road, Manchester M13 9WL, United Kingdom
- * E-mail:
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Hampson L, Martin-Hirsch P, Hampson IN. An overview of early investigational drugs for the treatment of human papilloma virus infection and associated dysplasia. Expert Opin Investig Drugs 2015; 24:1529-37. [PMID: 26457651 DOI: 10.1517/13543784.2015.1099628] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
INTRODUCTION High-risk HPV (HR-HPV) related invasive cervical cancer (ICC) causes >270,000 deaths per annum world-wide with over 85% of these occurring in low-resource countries. Ablative and excisional treatment modalities are restricted for use with high-grade pre-cancerous cervical disease with HPV infection and low-grade dysplasia mostly managed by a watch-and-wait policy. AREAS COVERED Various pharmacological approaches have been investigated as non-destructive alternatives for the treatment of HR-HPV infection and associated dysplasia. These are discussed dealing with efficacy, ease-of-use (physician or self-applied), systemic or locally applied, side-effects, cost and risks. The main focus is the perceived impact on current clinical practice of a self-applied, effective and safe pharmacological anti-HPV treatment. EXPERT OPINION Current prophylactic HPV vaccines are expensive, HPV type restricted and have little effect in already infected women. Therapeutic vaccines are under development but are also HPV type-restricted. At present, the developed nations use national cytology screening and surgical procedures to treat only women identified with HPV-related high-grade dysplastic disease. However, since HPV testing is rapidly replacing cytology as the test-of-choice, a suitable topically-applied and low-cost antiviral treatment could be an ideal solution for treatment of HPV infection per se with test-of-cure carried out by repeat HPV testing. Cytology would only then be necessary for women who remained HPV positive. Although of significant benefit in the developed countries, combining such a treatment with self-sampled HPV testing could revolutionise the management of this disease in the developing world which lack both the infrastructure and resources to establish national cytology screening programs.
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Affiliation(s)
- Lynne Hampson
- a Viral Oncology Laboratories, Research Floor, St Mary's Hospital , University of Manchester , Manchester M13 9WL , UK
| | - Pierre Martin-Hirsch
- b Department of Obstetrics and Gynaecology , Royal Preston Hospital , Preston PR2 9HT , UK
| | - Ian N Hampson
- a Viral Oncology Laboratories, Research Floor, St Mary's Hospital , University of Manchester , Manchester M13 9WL , UK
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Hampson L, Oliver AW, Hampson IN. Using HIV drugs to target human papilloma virus. Expert Rev Anti Infect Ther 2014; 12:1021-3. [DOI: 10.1586/14787210.2014.950229] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Lynne Hampson
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital,
Oxford Rd, Manchester M13 9WL, UK
| | - Anthony W Oliver
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital,
Oxford Rd, Manchester M13 9WL, UK
| | - Ian N Hampson
- University of Manchester Viral Oncology Laboratories, Institute of Cancer Sciences, Research Floor 5, St Mary’s Hospital,
Oxford Rd, Manchester M13 9WL, UK
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Kim DH, Allwood JW, Moore RE, Marsden-Edwards E, Dunn WB, Xu Y, Hampson L, Hampson IN, Goodacre R. A metabolomics investigation into the effects of HIV protease inhibitors on HPV16 E6 expressing cervical carcinoma cells. MOLECULAR BIOSYSTEMS 2014; 10:398-411. [PMID: 24413339 DOI: 10.1039/c3mb70423h] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Recently, it has been reported that anti-viral drugs, such as indinavir and lopinavir (originally targeted for HIV), also inhibit E6-mediated proteasomal degradation of mutant p53 in E6-transfected C33A cells. In order to understand more about the mode-of-action(s) of these drugs the metabolome of HPV16 E6 expressing cervical carcinoma cell lines was investigated using mass spectrometry (MS)-based metabolic profiling. The metabolite profiling of C33A parent and E6-transfected cells exposed to these two anti-viral drugs was performed by ultra performance liquid chromatography (UPLC)-MS and gas chromatography (GC)-time of flight (TOF)-MS. Using a combination of univariate and multivariate analyses, these metabolic profiles were investigated for analytical and biological reproducibility and to discover key metabolite differences elicited during anti-viral drug challenge. This approach revealed both distinct and common effects of these two drugs on the metabolome of two different cell lines. Finally, intracellular drug levels were quantified, which suggested in the case of lopinavir that increased activity of membrane transporters may contribute to the drug sensitivity of HPV infected cells.
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Affiliation(s)
- Dong-Hyun Kim
- School of Chemistry, Manchester Institute of Biotechnology, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, UK.
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