Elisa Martella
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Elisa Martella has a total of 108 co-authors. Here are the top co-authors by number of shared publications:
- Greta Varchi
Institute for Organic Synthesis and Photoreactivity (ISOF), National Research Council of Italy (CNR), Bologna, Italy
11 shared publications - Enrico Lucarelli
Osteoncology, Bone and Soft Tissue Sarcomas and Innovative Therapies Unit, IRCCS Istituto Ortopedico Rizzoli, Via di Barbiano 1/10, 40136 Bologna, Italy
10 shared publications - Claudia Ferroni
Institute for the Organic Synthesis and Photoreactivity—Italian National Research Council, 40129 Bologna, Italy
8 shared publications - Davide Donati
Clinica Ortopedica e Traumatologica III a Prevalente Indirizzo Oncologico, Musculoskeletal Oncology Department, IRCCS Istituto Ortopedico Rizzoli, Bologna, Italy
6 shared publications - Marta Columbaro
Electron Microscopy Platform, IRCCS Istituto Ortopedico Rizzoli, via di Barbiano 1/10, 40136 Bologna, Italy
6 shared publications - Matilde Tubertini
Institute for the Organic Synthesis and Photoreactivity—Italian National Research Council, 40129 Bologna, Italy
6 shared publications
Latest Publications
- Open Access
Correction: Momoli et al. The Evolution of Anticancer 3D In Vitro Models: The Potential Role of Machine Learning and AI in the Next Generation of Animal-Free Experiments. Cancers 2025, 17, 700
Beatrice Costa was not included as a first co-author in the original publication
Open AccessCorrection: Momoli et al. The Evolution of Anticancer 3D In Vitro Models: The Potential Role of Machine Learning and AI in the Next Generation of Animal-Free Experiments. Cancers 2025, 17, 700
Beatrice Costa was not included as a first co-author in the original publication
- 25 February 2025
- Published by American Chemical Society (ACS) in ACS Applied Nano Materials
- Vol. 8 (9) , 4911-4925
Paclitaxel and Nlg919 Co-loaded MnO2–Albumin Nanoparticles for Synergistic Chemoimmune Cancer Therapy
- 25 February 2025
- Published by American Chemical Society (ACS) in ACS Applied Nano Materials
- Vol. 8 (9) , 4911-4925
Paclitaxel and Nlg919 Co-loaded MnO2–Albumin Nanoparticles for Synergistic Chemoimmune Cancer Therapy
- Open Access
The Evolution of Anticancer 3D In Vitro Models: The Potential Role of Machine Learning and AI in the Next Generation of Animal-Free Experiments
The development of anticancer therapies has increasingly relied on advanced 3D in vitro models, which more accurately mimic the tumor microenvironment compared to traditional 2D cultures. This review describes the evolution of these 3D models, highlighting significant advancements and their impact on cancer research. We discuss the integration of machine learning (ML) and artificial intelligence (AI) in enhancing the predictive power and efficiency of these models, potentially reducing the dependence on animal testing. ML and AI offer innovative approaches for analyzing complex data, optimizing experimental conditions, and predicting therapeutic outcomes with higher accuracy. By leveraging these technologies, the next generation of 3D in vitro models could revolutionize anticancer drug development, offering effective alternatives to animal experiments.
Open AccessThe Evolution of Anticancer 3D In Vitro Models: The Potential Role of Machine Learning and AI in the Next Generation of Animal-Free Experiments
The development of anticancer therapies has increasingly relied on advanced 3D in vitro models, which more accurately mimic the tumor microenvironment compared to traditional 2D cultures. This review describes the evolution of these 3D models, highlighting significant advancements and their impact on cancer research. We discuss the integration of machine learning (ML) and artificial intelligence (AI) in enhancing the predictive power and efficiency of these models, potentially reducing the dependence on animal testing. ML and AI offer innovative approaches for analyzing complex data, optimizing experimental conditions, and predicting therapeutic outcomes with higher accuracy. By leveraging these technologies, the next generation of 3D in vitro models could revolutionize anticancer drug development, offering effective alternatives to animal experiments.
- Open Access
- 24 August 2023
- Published by American Chemical Society (ACS) in ChemRxiv
HSA-hijacking nanobinders built on bioresponsive prodrugs for combined cancer chemoimmunotherapy
Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer still lacking effective treatment options. Chemotherapy in combination with immunotherapy can restrict tumor progression and repolarize the tumor microenvironment towards an anti-tumor milieu, improving clinical outcome in TNBC patients. The chemotherapeutic drug paclitaxel had been shown to induce immunogenic cell death (ICD), whereas inhibitors of the indoleamine 2,3-dioxygenase 1 (IDO1), whose expression is shared in immune regulatory and tumor cells, have been revealed to enhance the anti-tumor immune response. However, poor bioavailability and pharmacokinetic, off-target effects and hurdles in achieving therapeutic drug concentrations at the target tissue often limit the effectiveness of combination therapies. This work describes the development of novel biomimetic and carrier-free nanobinders (NB) loaded with both paclitaxel and the IDO1 inhibitor NLG919 in the form of bioresponsive prodrugs, and capable of hijacking human serum albumin (HSA). A fine tuning of the preparation conditions allowed to identify NB@5 as the best-performing prodrugs-based nanoformulation. Our data show that NB@5 effectively binds with HSA, demonstrating its protective role in the controlled release of drugs in vitro and suggesting that NB could exploit the protein as the endogenous vehicle for targeted delivery to the tumor site. Our study successfully demonstrates that the drugs encapsulated within the nanobinders are preferentially released under the altered redox conditions commonly found in the tumor microenvironment, thereby inducing cell death, promoting ICD, and inhibiting IDO1. This study highlights the potential of prodrugs-based nanobinders as a promising avenue for the targeted chemoimmunotherapy of TNBC.
- 24 August 2023
- Published by American Chemical Society (ACS) in ChemRxiv
Open AccessHSA-hijacking nanobinders built on bioresponsive prodrugs for combined cancer chemoimmunotherapy
Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer still lacking effective treatment options. Chemotherapy in combination with immunotherapy can restrict tumor progression and repolarize the tumor microenvironment towards an anti-tumor milieu, improving clinical outcome in TNBC patients. The chemotherapeutic drug paclitaxel had been shown to induce immunogenic cell death (ICD), whereas inhibitors of the indoleamine 2,3-dioxygenase 1 (IDO1), whose expression is shared in immune regulatory and tumor cells, have been revealed to enhance the anti-tumor immune response. However, poor bioavailability and pharmacokinetic, off-target effects and hurdles in achieving therapeutic drug concentrations at the target tissue often limit the effectiveness of combination therapies. This work describes the development of novel biomimetic and carrier-free nanobinders (NB) loaded with both paclitaxel and the IDO1 inhibitor NLG919 in the form of bioresponsive prodrugs, and capable of hijacking human serum albumin (HSA). A fine tuning of the preparation conditions allowed to identify NB@5 as the best-performing prodrugs-based nanoformulation. Our data show that NB@5 effectively binds with HSA, demonstrating its protective role in the controlled release of drugs in vitro and suggesting that NB could exploit the protein as the endogenous vehicle for targeted delivery to the tumor site. Our study successfully demonstrates that the drugs encapsulated within the nanobinders are preferentially released under the altered redox conditions commonly found in the tumor microenvironment, thereby inducing cell death, promoting ICD, and inhibiting IDO1. This study highlights the potential of prodrugs-based nanobinders as a promising avenue for the targeted chemoimmunotherapy of TNBC.
- Open Access
- 11 July 2023
- Published by Wiley in Advanced Therapeutics
- Vol. 6 (10)
Numbers Matter: The Role of Cell Dose in the Treatment of Osteosarcoma Using Mesenchymal Stromal Cells as Cellular Vehicles
A promising approach enhancing osteosarcoma (OS) prognosis involves the combination of various techniques, such as chemo‐ and photodynamic therapy, delivered through nanocarriers for synergistic cell death. Among the potential candidates for improving drug accumulation at the tumor site, mesenchymal stromal cells (MSCs) exhibit a significant advantage due to their tumor‐homing ability and intracellular drug retention. This study evaluates the efficacy of chemo‐releasing and photoactive bimodal nanoparticles, kPCe6 NPs, delivered via MSCs. In vitro analyses show that cells internalize and retain kPCe6 NPs in a dose‐dependent manner and that kPCe6‐loaded cells induce massive tumor cell death in a tridimensional tumor model. Results from an in vivo orthotopic OS murine model show negligible tumor cell death upon peritumoral administration of two doses containing 106 loaded cells. To gain insight into this observation, this work investigates the role of cell dose in treatment efficacy. The results indicate that achieving a tumor reduction higher than 90% requires a substantial number of loaded cells, approximately 35% of the entire tumor mass, highlighting the criticality of the cell dose for the success of this therapeutic approach and its potential impact on clinical translation in OS patients, particularly when the number of tumor cells is limited.
- 11 July 2023
- Published by Wiley in Advanced Therapeutics
- Vol. 6 (10)
Open AccessNumbers Matter: The Role of Cell Dose in the Treatment of Osteosarcoma Using Mesenchymal Stromal Cells as Cellular Vehicles
A promising approach enhancing osteosarcoma (OS) prognosis involves the combination of various techniques, such as chemo‐ and photodynamic therapy, delivered through nanocarriers for synergistic cell death. Among the potential candidates for improving drug accumulation at the tumor site, mesenchymal stromal cells (MSCs) exhibit a significant advantage due to their tumor‐homing ability and intracellular drug retention. This study evaluates the efficacy of chemo‐releasing and photoactive bimodal nanoparticles, kPCe6 NPs, delivered via MSCs. In vitro analyses show that cells internalize and retain kPCe6 NPs in a dose‐dependent manner and that kPCe6‐loaded cells induce massive tumor cell death in a tridimensional tumor model. Results from an in vivo orthotopic OS murine model show negligible tumor cell death upon peritumoral administration of two doses containing 106 loaded cells. To gain insight into this observation, this work investigates the role of cell dose in treatment efficacy. The results indicate that achieving a tumor reduction higher than 90% requires a substantial number of loaded cells, approximately 35% of the entire tumor mass, highlighting the criticality of the cell dose for the success of this therapeutic approach and its potential impact on clinical translation in OS patients, particularly when the number of tumor cells is limited.
- Open Access
Free and Poly-Methyl-Methacrylate-Bounded BODIPYs: Photodynamic and Antimigratory Effects in 2D and 3D Cancer Models
Several limitations, including dark toxicity, reduced tumor tissue selectivity, low photostability and poor biocompatibility hamper the clinical use of Photodynamic therapy (PDT) in cancer treatment. To overcome these limitations, new PSs have been synthetized, and often combined with drug delivery systems, to improve selectivity and reduce toxicity. In this context, BODIPYs (4,4-difluoro-4-bora-3a,4a-diaza-s-indacene) have recently emerged as promising and easy-to-handle scaffolds for the preparation of effective PDT antitumor agents. In this study, the anticancer photodynamic effect of newly prepared negatively charged polymethyl methacrylate (nPMMA)-bounded BODIPYs (3@nPMMA and 6@nPMMA) was evaluated on a panel of 2D- and 3D-cultured cancer cell lines and compared with free BODIPYs. In particular, the effect on cell viability was evaluated, along with their ability to accumulate into the cells, induce apoptotic and/or necrotic cell death, and inhibit cellular migration. Our results indicated that 3@nPMMA and 6@nPMMA reduce cancer cell viability in 3D models of HC116 and MCF7 cells more effectively than the corresponding free compounds. Importantly, we demonstrated that MDA-MB231 and SKOV3 cell migration ability was significantly impaired by the PDT treatment mediated by 3@nPMMA and 6@nPMMA nanoparticles, likely indicating the capability of this approach to reduce metastatic tumor potential.
Open AccessFree and Poly-Methyl-Methacrylate-Bounded BODIPYs: Photodynamic and Antimigratory Effects in 2D and 3D Cancer Models
Several limitations, including dark toxicity, reduced tumor tissue selectivity, low photostability and poor biocompatibility hamper the clinical use of Photodynamic therapy (PDT) in cancer treatment. To overcome these limitations, new PSs have been synthetized, and often combined with drug delivery systems, to improve selectivity and reduce toxicity. In this context, BODIPYs (4,4-difluoro-4-bora-3a,4a-diaza-s-indacene) have recently emerged as promising and easy-to-handle scaffolds for the preparation of effective PDT antitumor agents. In this study, the anticancer photodynamic effect of newly prepared negatively charged polymethyl methacrylate (nPMMA)-bounded BODIPYs (3@nPMMA and 6@nPMMA) was evaluated on a panel of 2D- and 3D-cultured cancer cell lines and compared with free BODIPYs. In particular, the effect on cell viability was evaluated, along with their ability to accumulate into the cells, induce apoptotic and/or necrotic cell death, and inhibit cellular migration. Our results indicated that 3@nPMMA and 6@nPMMA reduce cancer cell viability in 3D models of HC116 and MCF7 cells more effectively than the corresponding free compounds. Importantly, we demonstrated that MDA-MB231 and SKOV3 cell migration ability was significantly impaired by the PDT treatment mediated by 3@nPMMA and 6@nPMMA nanoparticles, likely indicating the capability of this approach to reduce metastatic tumor potential.
- Open Access
- 19 March 2022
- Published by MDPI AG in Pharmaceutics
- Vol. 14 (3) , 677
Two Beats One: Osteosarcoma Therapy with Light-Activated and Chemo-Releasing Keratin Nanoformulation in a Preclinical Mouse Model
Osteosarcoma treatment is moving towards more effective combination therapies. Nevertheless, these approaches present distinctive challenges that can complicate the clinical translation, such as increased toxicity and multi-drug resistance. Drug co-encapsulation within a nanoparticle formulation can overcome these challenges and improve the therapeutic index. We previously synthetized keratin nanoparticles functionalized with Chlorin-e6 (Ce6) and paclitaxel (PTX) to combine photo (PDT) and chemotherapy (PTX) regimens, and the inhibition of osteosarcoma cells growth in vitro was demonstrated. In the current study, we generated an orthotopic osteosarcoma murine model for the preclinical evaluation of our combination therapy. To achieve maximum reproducibility, we systematically established key parameters, such as the number of cells to generate the tumor, the nanoparticles dose, the design of the light-delivery device, the treatment schedule, and the irradiation settings. A 60% engrafting rate was obtained using 10 million OS cells inoculated intratibial, with the tumor model recapitulating the histological hallmarks of the human counterpart. By scheduling the treatment as two cycles of injections, a 32% tumor reduction was obtained with PTX mono-therapy and a 78% reduction with the combined PTX-PDT therapy. Our findings provide the in vivo proof of concept for the subsequent clinical development of a combination therapy to fight osteosarcoma.
- 19 March 2022
- Published by MDPI AG in Pharmaceutics
- Vol. 14 (3) , 677
Open AccessTwo Beats One: Osteosarcoma Therapy with Light-Activated and Chemo-Releasing Keratin Nanoformulation in a Preclinical Mouse Model
Osteosarcoma treatment is moving towards more effective combination therapies. Nevertheless, these approaches present distinctive challenges that can complicate the clinical translation, such as increased toxicity and multi-drug resistance. Drug co-encapsulation within a nanoparticle formulation can overcome these challenges and improve the therapeutic index. We previously synthetized keratin nanoparticles functionalized with Chlorin-e6 (Ce6) and paclitaxel (PTX) to combine photo (PDT) and chemotherapy (PTX) regimens, and the inhibition of osteosarcoma cells growth in vitro was demonstrated. In the current study, we generated an orthotopic osteosarcoma murine model for the preclinical evaluation of our combination therapy. To achieve maximum reproducibility, we systematically established key parameters, such as the number of cells to generate the tumor, the nanoparticles dose, the design of the light-delivery device, the treatment schedule, and the irradiation settings. A 60% engrafting rate was obtained using 10 million OS cells inoculated intratibial, with the tumor model recapitulating the histological hallmarks of the human counterpart. By scheduling the treatment as two cycles of injections, a 32% tumor reduction was obtained with PTX mono-therapy and a 78% reduction with the combined PTX-PDT therapy. Our findings provide the in vivo proof of concept for the subsequent clinical development of a combination therapy to fight osteosarcoma.
- Open Access
Co-Density Distribution Maps for Advanced Molecule Colocalization and Co-Distribution Analysis
Cellular and subcellular spatial colocalization of structures and molecules in biological specimens is an important indicator of their co-compartmentalization and interaction. Presently, colocalization in biomedical images is addressed with visual inspection and quantified by co-occurrence and correlation coefficients. However, such measures alone cannot capture the complexity of the interactions, which does not limit itself to signal intensity. On top of the previously developed density distribution maps (DDMs), here, we present a method for advancing current colocalization analysis by introducing co-density distribution maps (cDDMs), which, uniquely, provide information about molecules absolute and relative position and local abundance. We exemplify the benefits of our method by developing cDDMs-integrated pipelines for the analysis of molecules pairs co-distribution in three different real-case image datasets. First, cDDMs are shown to be indicators of colocalization and degree, able to increase the reliability of correlation coefficients currently used to detect the presence of colocalization. In addition, they provide a simultaneously visual and quantitative support, which opens for new investigation paths and biomedical considerations. Finally, thanks to the coDDMaker software we developed, cDDMs become an enabling tool for the quasi real time monitoring of experiments and a potential improvement for a large number of biomedical studies.
Open AccessCo-Density Distribution Maps for Advanced Molecule Colocalization and Co-Distribution Analysis
Cellular and subcellular spatial colocalization of structures and molecules in biological specimens is an important indicator of their co-compartmentalization and interaction. Presently, colocalization in biomedical images is addressed with visual inspection and quantified by co-occurrence and correlation coefficients. However, such measures alone cannot capture the complexity of the interactions, which does not limit itself to signal intensity. On top of the previously developed density distribution maps (DDMs), here, we present a method for advancing current colocalization analysis by introducing co-density distribution maps (cDDMs), which, uniquely, provide information about molecules absolute and relative position and local abundance. We exemplify the benefits of our method by developing cDDMs-integrated pipelines for the analysis of molecules pairs co-distribution in three different real-case image datasets. First, cDDMs are shown to be indicators of colocalization and degree, able to increase the reliability of correlation coefficients currently used to detect the presence of colocalization. In addition, they provide a simultaneously visual and quantitative support, which opens for new investigation paths and biomedical considerations. Finally, thanks to the coDDMaker software we developed, cDDMs become an enabling tool for the quasi real time monitoring of experiments and a potential improvement for a large number of biomedical studies.
- Open Access
- 22 February 2020
- Published by Springer Nature in Journal of Experimental & Clinical Cancer Research
- Vol. 39 (1) , 1-15
Mesenchymal stromal cells mediated delivery of photoactive nanoparticles inhibits osteosarcoma growth in vitro and in a murine in vivo ectopic model
Background: Osteosarcoma (OS) is an aggressive malignant neoplasm that still suffers from poor prognosis in the case of distal metastases or occurrence of multi-drug resistance. It is therefore crucial to find novel therapeutic options able to go beyond these limitations and improve patients’ survival. The objective of this study is to exploit the intrinsic properties of mesenchymal stromal cells (MSCs) to migrate and infiltrate the tumor stroma to specifically deliver therapeutic agents directly to cancer cells. In particular, we aimed to test the efficacy of the photoactivation of MSCs loaded with nanoparticles in vitro and in a murine in vivo ectopic osteosarcoma model. Methods: AlPcS4@FNPs were produced by adding tetra-sulfonated aluminum phthalocyanine (AlPcS4) to an aqueous solution of positively charged poly-methyl methacrylate core-shell fluorescent nanoparticles (FNPs). The photodynamic therapy (PDT) effect is achieved by activation of the photosensitizer AlPcS4 in the near-infrared light with an LED source. Human MSCs were isolated from the bone marrow of five donors to account for inter-patients variability and used in this study after being evaluated for their clonogenicity, multipotency and immunophenotypic profile. MSC lines were then tested for the ability to internalize and retain the nanoparticles, along with their migratory properties in vitro. Photoactivation effect was evaluated both in a monolayer (2D) co-culture of AlPcS4@FNPs loaded MSCs with human OS cells (SaOS-2) and in tridimensional (3D) multicellular spheroids (AlPcS4@FNPs loaded MSCs with human OS cells, MG-63). Cell death was assessed by AnnexinV/PI and Live&Dead CalceinAM/EthD staining in 2D, while in the 3D co-culture, the cell killing effect was measured through ATP content, CalceinAM/EthD staining and TEM imaging. We also evaluated the effectiveness of AlPcS4@FNPs loaded MSCs as delivery systems and the ability of the photodynamic treatment to kill cancer cells in a subcutaneous mouse model of OS by bioluminescence imaging (BLI) and histology. Results: MSCs internalized AlPcS4@FNPs without losing or altering their motility and viability in vitro. Photoactivation of AlPcS4@FNPs loaded MSCs induced high level of OS cells death in the 2D co-culture. Similarly, in the 3D co-culture (MSCs:OS ratios 1:1 or 1:3), a substantial decrease of both MSCs and OS cells viability was observed. Notably, when increasing the MSCs:OS ratio to 1:7, photoactivation still caused more than 40% cells death. When tested in an in vivo ectopic OS model, AlPcS4@FNPs loaded MSCs were able to decrease OS growth by 68% after two cycles of photoactivation. Conclusions: Our findings demonstrate that MSCs can deliver functional photosensitizer-decorated nanoparticles in vitro and in vivo and inhibit OS tumor growth. MSCs may be an effective platform for the targeted delivery of therapeutic nanodrugs in a clinical scenario, alone or in combination with other osteosarcoma treatment modalities.
- 22 February 2020
- Published by Springer Nature in Journal of Experimental & Clinical Cancer Research
- Vol. 39 (1) , 1-15
Open AccessMesenchymal stromal cells mediated delivery of photoactive nanoparticles inhibits osteosarcoma growth in vitro and in a murine in vivo ectopic model
Background: Osteosarcoma (OS) is an aggressive malignant neoplasm that still suffers from poor prognosis in the case of distal metastases or occurrence of multi-drug resistance. It is therefore crucial to find novel therapeutic options able to go beyond these limitations and improve patients’ survival. The objective of this study is to exploit the intrinsic properties of mesenchymal stromal cells (MSCs) to migrate and infiltrate the tumor stroma to specifically deliver therapeutic agents directly to cancer cells. In particular, we aimed to test the efficacy of the photoactivation of MSCs loaded with nanoparticles in vitro and in a murine in vivo ectopic osteosarcoma model. Methods: AlPcS4@FNPs were produced by adding tetra-sulfonated aluminum phthalocyanine (AlPcS4) to an aqueous solution of positively charged poly-methyl methacrylate core-shell fluorescent nanoparticles (FNPs). The photodynamic therapy (PDT) effect is achieved by activation of the photosensitizer AlPcS4 in the near-infrared light with an LED source. Human MSCs were isolated from the bone marrow of five donors to account for inter-patients variability and used in this study after being evaluated for their clonogenicity, multipotency and immunophenotypic profile. MSC lines were then tested for the ability to internalize and retain the nanoparticles, along with their migratory properties in vitro. Photoactivation effect was evaluated both in a monolayer (2D) co-culture of AlPcS4@FNPs loaded MSCs with human OS cells (SaOS-2) and in tridimensional (3D) multicellular spheroids (AlPcS4@FNPs loaded MSCs with human OS cells, MG-63). Cell death was assessed by AnnexinV/PI and Live&Dead CalceinAM/EthD staining in 2D, while in the 3D co-culture, the cell killing effect was measured through ATP content, CalceinAM/EthD staining and TEM imaging. We also evaluated the effectiveness of AlPcS4@FNPs loaded MSCs as delivery systems and the ability of the photodynamic treatment to kill cancer cells in a subcutaneous mouse model of OS by bioluminescence imaging (BLI) and histology. Results: MSCs internalized AlPcS4@FNPs without losing or altering their motility and viability in vitro. Photoactivation of AlPcS4@FNPs loaded MSCs induced high level of OS cells death in the 2D co-culture. Similarly, in the 3D co-culture (MSCs:OS ratios 1:1 or 1:3), a substantial decrease of both MSCs and OS cells viability was observed. Notably, when increasing the MSCs:OS ratio to 1:7, photoactivation still caused more than 40% cells death. When tested in an in vivo ectopic OS model, AlPcS4@FNPs loaded MSCs were able to decrease OS growth by 68% after two cycles of photoactivation. Conclusions: Our findings demonstrate that MSCs can deliver functional photosensitizer-decorated nanoparticles in vitro and in vivo and inhibit OS tumor growth. MSCs may be an effective platform for the targeted delivery of therapeutic nanodrugs in a clinical scenario, alone or in combination with other osteosarcoma treatment modalities.