15 results on '"Ain, Qurrat U."'
Search Results
2. 11th German Conference on Chemoinformatics (GCC 2015): Fulda, Germany. 8–10 November 2015
- Author
-
Fechner, Uli, de Graaf, Chris, Torda, Andrew E., Güssregen, Stefan, Evers, Andreas, Matter, Hans, Hessler, Gerhard, Richmond, Nicola J., Schmidtke, Peter, Segler, Marwin H. S., Waller, Mark P., Pleik, Stefanie, Shea, Joan-Emma, Levine, Zachary, Mullen, Ryan, van den Broek, Karina, Epple, Matthias, Kuhn, Hubert, Truszkowski, Andreas, Zielesny, Achim, Fraaije, Johannes (Hans), Gracia, Ruben Serral, Kast, Stefan M., Bulusu, Krishna C., Bender, Andreas, Yosipof, Abraham, Nahum, Oren, Senderowitz, Hanoch, Krotzky, Timo, Schulz, Robert, Wolber, Gerhard, Bietz, Stefan, Rarey, Matthias, Zimmermann, Markus O., Lange, Andreas, Ruff, Manuel, Heidrich, Johannes, Onlia, Ionut, Exner, Thomas E., Boeckler, Frank M., Bermudez, Marcel, Firaha, Dzmitry S., Hollóczki, Oldamur, Kirchner, Barbara, Tautermann, Christofer S., Volkamer, Andrea, Eid, Sameh, Turk, Samo, Rippmann, Friedrich, Fulle, Simone, Saleh, Noureldin, Saladino, Giorgio, Gervasio, Francesco L., Haensele, Elke, Banting, Lee, Whitley, David C., Oliveira Santos, Jana Sopkova-de, Bureau, Ronan, Clark, Timothy, Sandmann, Achim, Lanig, Harald, Kibies, Patrick, Heil, Jochen, Hoffgaard, Franziska, Frach, Roland, Engel, Julian, Smith, Steven, Basu, Debjit, Rauh, Daniel, Kohlbacher, Oliver, Boeckler, Frank M., Essex, Jonathan W., Bodnarchuk, Michael S., Ross, Gregory A., Finkelmann, Arndt R., Göller, Andreas H., Schneider, Gisbert, Husch, Tamara, Schütter, Christoph, Balducci, Andrea, Korth, Martin, Ntie-Kang, Fidele, Günther, Stefan, Sippl, Wolfgang, Mbaze, Luc Meva’a, Ntie-Kang, Fidele, Simoben, Conrad V., Lifongo, Lydia L., Ntie-Kang, Fidele, Judson, Philip, Barilla, Jiří, Lokajíček, Miloš V., Pisaková, Hana, Simr, Pavel, Kireeva, Natalia, Petrov, Alexandre, Ostroumov, Denis, Solovev, Vitaly P., Pervov, Vladislav S., Friedrich, Nils-Ole, Sommer, Kai, Rarey, Matthias, Kirchmair, Johannes, Proschak, Eugen, Weber, Julia, Moser, Daniel, Kalinowski, Lena, Achenbach, Janosch, Mackey, Mark, Cheeseright, Tim, Renner, Gerrit, Renner, Gerrit, Schmidt, Torsten C., Schram, Jürgen, Egelkraut-Holtus, Marion, van Oeyen, Albert, Kalliokoski, Tuomo, Fourches, Denis, Ibezim, Akachukwu, Mbah, Chika J., Adikwu, Umale M., Nwodo, Ngozi J., Steudle, Alexander, Masek, Brian B., Nagy, Stephan, Baker, David, Soltanshahi, Fred, Dorfman, Roman, Dubrucq, Karen, Patel, Hitesh, Koch, Oliver, Mrugalla, Florian, Kast, Stefan M., Ain, Qurrat U., Fuchs, Julian E., Owen, Robert M., Omoto, Kiyoyuki, Torella, Rubben, Pryde, David C., Glen, Robert, Bender, Andreas, Hošek, Petr, Spiwok, Vojtěch, Mervin, Lewis H., Barrett, Ian, Firth, Mike, Murray, David C., McWilliams, Lisa, Cao, Qing, Engkvist, Ola, Warszycki, Dawid, Śmieja, Marek, Bojarski, Andrzej J., Aniceto, Natalia, Freitas, Alex, Ghafourian, Taravat, Herrmann, Guido, Eigner-Pitto, Valentina, Naß, Alexandra, Kurczab, Rafał, Bojarski, Andrzej J., Lange, Andreas, Günther, Marcel B., Hennig, Susanne, Büttner, Felix M., Schall, Christoph, Sievers-Engler, Adrian, Ansideri, Francesco, Koch, Pierre, Stehle, Thilo, Laufer, Stefan, Böckler, Frank M., Zdrazil, Barbara, Montanari, Floriane, Ecker, Gerhard F., Grebner, Christoph, Hogner, Anders, Ulander, Johan, Edman, Karl, Guallar, Victor, Tyrchan, Christian, Ulander, Johan, Tyrchan, Christian, Klute, Wolfgang, Bergström, Fredrik, Kramer, Christian, Nguyen, Quoc Dat, Frach, Roland, Kibies, Patrick, Strohfeldt, Steven, Böttcher, Saraphina, Pongratz, Tim, Horinek, Dominik, Kast, Stefan M., Rupp, Bernd, Al-Yamori, Raed, Lisurek, Michael, Kühne, Ronald, Furtado, Filipe, van den Broek, Karina, Wessjohann, Ludger, Mathea, Miriam, Baumann, Knut, Mohamad-Zobir, Siti Zuraidah, Fu, Xianjun, Fan, Tai-Ping, Bender, Andreas, Kuhn, Maximilian A., Sotriffer, Christoph A., Zoufir, Azedine, Li, Xitong, Mervin, Lewis, Berg, Ellen, Polokoff, Mark, Ihlenfeldt, Wolf D., Ihlenfeldt, Wolf D., Pretzel, Jette, Alhalabi, Zayan, Fraczkiewicz, Robert, Waldman, Marvin, Clark, Robert D., Shaikh, Neem, Garg, Prabha, Kos, Alexander, Himmler, Hans-Jürgen, Sandmann, Achim, Jardin, Christophe, Sticht, Heinrich, Steinbrecher, Thomas B., Dahlgren, Markus, Cappel, Daniel, Lin, Teng, Wang, Lingle, Krilov, Goran, Abel, Robert, Friesner, Richard, Sherman, Woody, Pöhner, Ina A., Panecka, Joanna, Wade, Rebecca C., Bietz, Stefan, Schomburg, Karen T., Hilbig, Matthias, Rarey, Matthias, Jäger, Christian, Wieczorek, Vivien, Westerhoff, Lance M., Borbulevych, Oleg Y., Demuth, Hans-Ulrich, Buchholz, Mirko, Schmidt, Denis, Rickmeyer, Thomas, Krotzky, Timo, Kolb, Peter, Mittal, Sumit, Sánchez-García, Elsa, Nogueira, Mauro S., Oliveira, Tiago B., da Costa, Fernando B., and Schmidt, Thomas J.
- Published
- 2016
- Full Text
- View/download PDF
3. Analysis of Differential Efficacy and Affinity of GABAA (α1/α2) Selective Modulators
- Author
-
Ain, Qurrat U, Owen, Robert M, Omoto, Kiyoyuki, Torella, Rubben, Bulusu, Krishna C, Pryde, David C, Glen, Robert C, Fuchs, Julian E, Bender, Andreas, Glen, Robert [0000-0003-1759-2914], Bender, Andreas [0000-0002-6683-7546], and Apollo - University of Cambridge Repository
- Subjects
Principal Component Analysis ,proteochemometric modeling ,Molecular Sequence Data ,GABAA α2 ,Hydrogen Bonding ,GABAA α1 ,Molecular Dynamics Simulation ,Protein Structure, Secondary ,affinity modeling ,Benzodiazepines ,Receptors, GABA ,Animals ,Butyric Acid ,Humans ,Amino Acid Sequence ,GABA-A Receptor Agonists ,relative efficacy ,selective modulators - Abstract
Selective modulators of the γ-amino butyric acid (GABAA) family of receptors have the potential to treat a range of disease states related to cognition, pain, and anxiety. While the development of various α subunit-selective modulators is currently underway for the treatment of anxiety disorders, a mechanistic understanding of the correlation between their bioactivity and efficacy, based on ligand-target interactions, is currently still lacking. In order to alleviate this situation, in the current study we have analyzed, using ligand- and structure-based methods, a data set of 5440 GABAA modulators. The Spearman correlation (ρ) between binding activity and efficacy of compounds was calculated to be 0.008 and 0.31 against the α1 and α2 subunits of GABA receptor, respectively; in other words, the compounds had little diversity in structure and bioactivity, but they differed significantly in efficacy. Two compounds were selected as a case study for detailed interaction analysis due to the small difference in their structures and affinities (ΔpKi(comp1_α1 - comp2_α1) = 0.45 log units, ΔpKi(comp1_α2 - comp2_α2) = 0 log units) as compared to larger relative efficacies (ΔRE(comp1_α1 - comp2_α1) = 1.03, ΔRE(comp1_α2 - comp2_α2) = 0.21). Docking analysis suggested that His-101 is involved in a characteristic interaction of the α1 receptor with both compounds 1 and 2. Residues such as Phe-77, Thr-142, Asn-60, and Arg-144 of the γ chain of the α1γ2 complex also showed interactions with heterocyclic rings of both compounds 1 and 2, but these interactions were disturbed in the case of α2γ2 complex docking results. Binding pocket stability analysis based on molecular dynamics identified three substitutions in the loop C region of the α2 subunit, namely, G200E, I201T, and V202I, causing a reduction in the flexibility of α2 compared to α1. These amino acids in α2, as compared to α1, were also observed to decrease the vibrational and dihedral entropy and to increase the hydrogen bond content in α2 in the apo state. However, freezing of both α1 and α2 was observed in the ligand-bound state, with an increased number of internal hydrogen bonds and increased entropy. Therefore, we hypothesize that the amino acid differences in the loop C region of α2 are responsible for conformational changes in the protein structure compared to α1, as well as for the binding modes of compounds and hence their functional signaling.
- Published
- 2018
- Full Text
- View/download PDF
4. PCA and LDA based classifiers for osteoporosis identification
- Author
-
Rehman, Saad, primary, Riaz, Farhan, primary, Ajmal, Hina, primary, Hassan, Ali, primary, Ain, Qurrat U., primary, and Perwaiz, Aqib, primary
- Published
- 2018
- Full Text
- View/download PDF
5. Convolutional neural network based image segmentation: a review
- Author
-
Rehman, Saad, primary, Ajmal, Hina, primary, Farooq, Umar, primary, Ain, Qurrat U., primary, Riaz, Farhan, primary, and Hassan, Ali, primary
- Published
- 2018
- Full Text
- View/download PDF
6. Convolutional Neural Network Based Image Segmentation: A Review.
- Author
-
Ajmal, Hina, Rehman, Saad, Farooq, Umar, Ain, Qurrat U., Riaz, Farhan, and Hassan, Ali
- Published
- 2018
- Full Text
- View/download PDF
7. PCA and LDA based Classifiers for Osteoporosis Identification.
- Author
-
Ajmal, Hina, Rehman, Saad, Riaz, Farhan, Hassan, Ali, Perwaiz, Aqib, and Ain, Qurrat U.
- Published
- 2018
- Full Text
- View/download PDF
8. Analysis of Differential Efficacy and Affinity of GABAA (α1/α2) Selective Modulators
- Author
-
Ain, Qurrat U., primary, Owen, Robert M., additional, Omoto, Kiyoyuki, additional, Torella, Rubben, additional, Bulusu, Krishna C., additional, Pryde, David C., additional, Glen, Robert C., additional, Fuchs, Julian E., additional, and Bender, Andreas, additional
- Published
- 2016
- Full Text
- View/download PDF
9. Modelling ligand selectivity of serine proteases using integrative proteochemometric approaches improves model performance and allows the multi-target dependent interpretation of features
- Author
-
Ain, Qurrat U., primary, Méndez-Lucio, Oscar, additional, Ciriano, Isidro Cortés, additional, Malliavin, Thérèse, additional, van Westen, Gerard J. P., additional, and Bender, Andreas, additional
- Published
- 2014
- Full Text
- View/download PDF
10. Convolutional neural network based image segmentation: a review
- Author
-
Alam, Mohammad S., Ajmal, Hina, Rehman, Saad, Farooq, Umar, Ain, Qurrat U., Riaz, Farhan, and Hassan, Ali
- Published
- 2018
- Full Text
- View/download PDF
11. PCA and LDA based classifiers for osteoporosis identification
- Author
-
Alam, Mohammad S., Ajmal, Hina, Rehman, Saad, Riaz, Farhan, Hassan, Ali, Perwaiz, Aqib, and Ain, Qurrat U.
- Published
- 2018
- Full Text
- View/download PDF
12. Prediction of Structure of Human WNT-CRD (FZD) Complex for Computational Drug Repurposing
- Author
-
Ain, Qurrat U., primary, Seemab, Umair, additional, Rashid, Sajid, additional, Nawaz, Muhammad Sulaman, additional, and Kamal, Mohammad A., additional
- Published
- 2013
- Full Text
- View/download PDF
13. Analysis of Differential Efficacy and Affinity of GABAA(α1/α2) Selective Modulators
- Author
-
Ain, Qurrat U., Owen, Robert M., Omoto, Kiyoyuki, Torella, Rubben, Bulusu, Krishna C., Pryde, David C., Glen, Robert C., Fuchs, Julian E., and Bender, Andreas
- Abstract
Selective modulators of the γ-amino butyric acid (GABAA) family of receptors have the potential to treat a range of disease states related to cognition, pain, and anxiety. While the development of various α subunit-selective modulators is currently underway for the treatment of anxiety disorders, a mechanistic understanding of the correlation between their bioactivity and efficacy, based on ligand–target interactions, is currently still lacking. In order to alleviate this situation, in the current study we have analyzed, using ligand- and structure-based methods, a data set of 5440 GABAAmodulators. The Spearman correlation (ρ) between binding activity and efficacy of compounds was calculated to be 0.008 and 0.31 against the α1 and α2 subunits of GABA receptor, respectively; in other words, the compounds had little diversity in structure and bioactivity, but they differed significantly in efficacy. Two compounds were selected as a case study for detailed interaction analysis due to the small difference in their structures and affinities (ΔpKi(comp1_α1 – comp2_α1)= 0.45 log units, ΔpKi(comp1_α2 – comp2_α2)= 0 log units) as compared to larger relative efficacies (ΔRE(comp1_α1 – comp2_α1)= 1.03, ΔRE(comp1_α2 – comp2_α2)= 0.21). Docking analysis suggested that His-101 is involved in a characteristic interaction of the α1 receptor with both compounds 1and 2. Residues such as Phe-77, Thr-142, Asn-60, and Arg-144 of the γ chain of the α1γ2 complex also showed interactions with heterocyclic rings of both compounds 1and 2, but these interactions were disturbed in the case of α2γ2 complex docking results. Binding pocket stability analysis based on molecular dynamics identified three substitutions in the loop C region of the α2 subunit, namely, G200E, I201T, and V202I, causing a reduction in the flexibility of α2 compared to α1. These amino acids in α2, as compared to α1, were also observed to decrease the vibrational and dihedral entropy and to increase the hydrogen bond content in α2 in the apo state. However, freezing of both α1 and α2 was observed in the ligand-bound state, with an increased number of internal hydrogen bonds and increased entropy. Therefore, we hypothesize that the amino acid differences in the loop C region of α2 are responsible for conformational changes in the protein structure compared to α1, as well as for the binding modes of compounds and hence their functional signaling.
- Published
- 2016
- Full Text
- View/download PDF
14. 11th German Conference on Chemoinformatics (GCC 2015)
- Author
-
Fechner, Uli, de Graaf, Chris, Torda, Andrew E., Güssregen, Stefan, Evers, Andreas, Matter, Hans, Hessler, Gerhard, Richmond, Nicola J., Schmidtke, Peter, Segler, Marwin H. S., Waller, Mark P., Pleik, Stefanie, Shea, Joan-Emma, Levine, Zachary, Mullen, Ryan, van den Broek, Karina, Epple, Matthias, Kuhn, Hubert, Truszkowski, Andreas, Zielesny, Achim, Fraaije, Johannes, Gracia, Ruben Serral, Kast, Stefan M., Bulusu, Krishna C., Bender, Andreas, Yosipof, Abraham, Nahum, Oren, Senderowitz, Hanoch, Krotzky, Timo, Schulz, Robert, Wolber, Gerhard, Bietz, Stefan, Rarey, Matthias, Zimmermann, Markus O., Lange, Andreas, Ruff, Manuel, Heidrich, Johannes, Onlia, Ionut, Exner, Thomas E., Boeckler, Frank M., Bermudez, Marcel, Firaha, Dzmitry S., Hollóczki, Oldamur, Kirchner, Barbara, Tautermann, Christofer S., Volkamer, Andrea, Eid, Sameh, Turk, Samo, Rippmann, Friedrich, Fulle, Simone, Saleh, Noureldin, Saladino, Giorgio, Gervasio, Francesco L., Haensele, Elke, Banting, Lee, Whitley, David C., Oliveira Santos, Jana Sopkova-de, Bureau, Ronan, Clark, Timothy, Sandmann, Achim, Lanig, Harald, Kibies, Patrick, Heil, Jochen, Hoffgaard, Franziska, Frach, Roland, Engel, Julian, Smith, Steven, Basu, Debjit, Rauh, Daniel, Kohlbacher, Oliver, Essex, Jonathan W., Bodnarchuk, Michael S., Ross, Gregory A., Finkelmann, Arndt R., Göller, Andreas H., Schneider, Gisbert, Husch, Tamara, Schütter, Christoph, Balducci, Andrea, Korth, Martin, Ntie-Kang, Fidele, Günther, Stefan, Sippl, Wolfgang, Mbaze, Luc Meva’a, Simoben, Conrad V., Lifongo, Lydia L., Judson, Philip, Barilla, Jiří, Lokajíček, Miloš V., Pisaková, Hana, Simr, Pavel, Kireeva, Natalia, Petrov, Alexandre, Ostroumov, Denis, Solovev, Vitaly P., Pervov, Vladislav S., Friedrich, Nils-Ole, Sommer, Kai, Kirchmair, Johannes, Proschak, Eugen, Weber, Julia, Moser, Daniel, Kalinowski, Lena, Achenbach, Janosch, Mackey, Mark, Cheeseright, Tim, Renner, Gerrit, Schmidt, Torsten C., Schram, Jürgen, Egelkraut-Holtus, Marion, van Oeyen, Albert, Kalliokoski, Tuomo, Fourches, Denis, Ibezim, Akachukwu, Mbah, Chika J., Adikwu, Umale M., Nwodo, Ngozi J., Steudle, Alexander, Masek, Brian B., Nagy, Stephan, Baker, David, Soltanshahi, Fred, Dorfman, Roman, Dubrucq, Karen, Patel, Hitesh, Koch, Oliver, Mrugalla, Florian, Ain, Qurrat U., Fuchs, Julian E., Owen, Robert M., Omoto, Kiyoyuki, Torella, Rubben, Pryde, David C., Glen, Robert, Hošek, Petr, Spiwok, Vojtěch, Mervin, Lewis H., Barrett, Ian, Firth, Mike, Murray, David C., McWilliams, Lisa, Cao, Qing, Engkvist, Ola, Warszycki, Dawid, Śmieja, Marek, Bojarski, Andrzej J., Aniceto, Natalia, Freitas, Alex, Ghafourian, Taravat, Herrmann, Guido, Eigner-Pitto, Valentina, Naß, Alexandra, Kurczab, Rafał, Günther, Marcel B., Hennig, Susanne, Büttner, Felix M., Schall, Christoph, Sievers-Engler, Adrian, Ansideri, Francesco, Koch, Pierre, Stehle, Thilo, Laufer, Stefan, Böckler, Frank M., Zdrazil, Barbara, Montanari, Floriane, Ecker, Gerhard F., Grebner, Christoph, Hogner, Anders, Ulander, Johan, Edman, Karl, Guallar, Victor, Tyrchan, Christian, Klute, Wolfgang, Bergström, Fredrik, Kramer, Christian, Nguyen, Quoc Dat, Strohfeldt, Steven, Böttcher, Saraphina, Pongratz, Tim, Horinek, Dominik, Rupp, Bernd, Al-Yamori, Raed, Lisurek, Michael, Kühne, Ronald, Furtado, Filipe, Wessjohann, Ludger, Mathea, Miriam, Baumann, Knut, Mohamad-Zobir, Siti Zuraidah, Fu, Xianjun, Fan, Tai-Ping, Kuhn, Maximilian A., Sotriffer, Christoph A., Zoufir, Azedine, Li, Xitong, Mervin, Lewis, Berg, Ellen, Polokoff, Mark, Ihlenfeldt, Wolf D., Pretzel, Jette, Alhalabi, Zayan, Fraczkiewicz, Robert, Waldman, Marvin, Clark, Robert D., Shaikh, Neem, Garg, Prabha, Kos, Alexander, Himmler, Hans-Jürgen, Jardin, Christophe, Sticht, Heinrich, Steinbrecher, Thomas B., Dahlgren, Markus, Cappel, Daniel, Lin, Teng, Wang, Lingle, Krilov, Goran, Abel, Robert, Friesner, Richard, Sherman, Woody, Pöhner, Ina A., Panecka, Joanna, Wade, Rebecca C., Schomburg, Karen T., Hilbig, Matthias, Jäger, Christian, Wieczorek, Vivien, Westerhoff, Lance M., Borbulevych, Oleg Y., Demuth, Hans-Ulrich, Buchholz, Mirko, Schmidt, Denis, Rickmeyer, Thomas, Kolb, Peter, Mittal, Sumit, Sánchez-García, Elsa, Nogueira, Mauro S., Oliveira, Tiago B., da Costa, Fernando B., and Schmidt, Thomas J.
- Subjects
Physical and Theoretical Chemistry ,Library and Information Sciences ,Computer Graphics and Computer-Aided Design ,Computer Science Applications - Full Text
- View/download PDF
15. Analysis of Differential Efficacy and Affinity of GABA A (α1/α2) Selective Modulators.
- Author
-
Ain QU, Owen RM, Omoto K, Torella R, Bulusu KC, Pryde DC, Glen RC, Fuchs JE, and Bender A
- Subjects
- Amino Acid Sequence, Animals, Benzodiazepines pharmacology, Butyric Acid pharmacology, GABA-A Receptor Agonists pharmacology, Humans, Hydrogen Bonding, Molecular Dynamics Simulation, Molecular Sequence Data, Principal Component Analysis, Protein Structure, Secondary, Receptors, GABA chemistry, Receptors, GABA metabolism
- Abstract
Selective modulators of the γ-amino butyric acid (GABA
A ) family of receptors have the potential to treat a range of disease states related to cognition, pain, and anxiety. While the development of various α subunit-selective modulators is currently underway for the treatment of anxiety disorders, a mechanistic understanding of the correlation between their bioactivity and efficacy, based on ligand-target interactions, is currently still lacking. In order to alleviate this situation, in the current study we have analyzed, using ligand- and structure-based methods, a data set of 5440 GABAA modulators. The Spearman correlation (ρ) between binding activity and efficacy of compounds was calculated to be 0.008 and 0.31 against the α1 and α2 subunits of GABA receptor, respectively; in other words, the compounds had little diversity in structure and bioactivity, but they differed significantly in efficacy. Two compounds were selected as a case study for detailed interaction analysis due to the small difference in their structures and affinities (ΔpKi (comp1_α1 - comp2_α1) = 0.45 log units, ΔpKi (comp1_α2 - comp2_α2) = 0 log units) as compared to larger relative efficacies (ΔRE(comp1_α1 - comp2_α1) = 1.03, ΔRE(comp1_α2 - comp2_α2) = 0.21). Docking analysis suggested that His-101 is involved in a characteristic interaction of the α1 receptor with both compounds 1 and 2. Residues such as Phe-77, Thr-142, Asn-60, and Arg-144 of the γ chain of the α1γ2 complex also showed interactions with heterocyclic rings of both compounds 1 and 2, but these interactions were disturbed in the case of α2γ2 complex docking results. Binding pocket stability analysis based on molecular dynamics identified three substitutions in the loop C region of the α2 subunit, namely, G200E, I201T, and V202I, causing a reduction in the flexibility of α2 compared to α1. These amino acids in α2, as compared to α1, were also observed to decrease the vibrational and dihedral entropy and to increase the hydrogen bond content in α2 in the apo state. However, freezing of both α1 and α2 was observed in the ligand-bound state, with an increased number of internal hydrogen bonds and increased entropy. Therefore, we hypothesize that the amino acid differences in the loop C region of α2 are responsible for conformational changes in the protein structure compared to α1, as well as for the binding modes of compounds and hence their functional signaling.- Published
- 2016
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.