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J Clin Oncol. 2009 June 1; 27(16): 2697–2704.
Published online 2009 April 20. doi:  10.1200/JCO.2008.18.8383
PMCID: PMC2689846

[18F]Fluorodeoxyglucose Positron Emission Tomography Correlates With Akt Pathway Activity but Is Not Predictive of Clinical Outcome During mTOR Inhibitor Therapy



Positron emission tomography (PET) with [18F]fluorodeoxyglucose (FDG-PET) has increasingly been used to evaluate the efficacy of anticancer agents. We investigated the role of FDG-PET as a predictive marker for response to mammalian target of rapamycin (mTOR) inhibition in advanced solid tumor patients and in murine xenograft models.

Patients and Methods

Thirty-four rapamycin-treated patients with assessable baseline and treatment FDG-PET and computed tomography scans were analyzed from two clinical trials. Clinical response was evaluated according to Response Evaluation Criteria in Solid Tumors, and FDG-PET response was evaluated by quantitative changes and European Organisation for Research and Treatment of Cancer (EORTC) criteria. Six murine xenograft tumor models were treated with temsirolimus. Small animal FDG-PET scans were performed at baseline and during treatment. The tumors were analyzed for the expression of pAkt and GLUT1.


Fifty percent of patients with increased FDG-PET uptake and 46% with decreased uptake had progressive disease (PD). No objective response was observed. By EORTC criteria, the sensitivity of progressive metabolic disease on FDG-PET in predicting PD was 19%. Preclinical studies demonstrated similar findings, and FDG-PET response correlated with pAkt activation and plasma membrane GLUT1 expression.


FDG-PET is not predictive of proliferative response to mTOR inhibitor therapy in both clinical and preclinical studies. Our findings suggest that mTOR inhibitors suppress the formation of mTORC2 complex, resulting in the inhibition of Akt and glycolysis independent of proliferation in a subset of tumors. Changes in FDG-PET may be a pharmacodynamic marker for Akt activation during mTOR inhibitor therapy. FDG-PET may be used to identify patients with persistent Akt activation following mTOR inhibitor therapy.


The ability to predict response to chemotherapy is a cornerstone in individualized cancer therapy. Positron emission tomography (PET) with [18F]fluorodeoxyglucose (FDG-PET) evaluates cancer cell glycolysis (Warburg effect) as a surrogate for tumor response, and early changes in FDG-PET signal were found to predict imatinib response in gastrointestinal stromal tumor (GIST).14 This discovery led to much interest in using FDG-PET as predictive marker of response in the development of novel targeted anticancer agents, including inhibitors of the mammalian target of rapamycin (mTOR) protein.5

The Akt-mTOR pathway is perturbed in a number of human cancers as a result of aberrant events such as PTEN loss, Akt amplification, activating mutations of tuberous sclerosis complex, or constitutive activation of upstream kinases including epidermal growth factor receptor.6 Interruption of the pathway achieves antiproliferative, antisurvival, antiangiogenic, and proapoptotic effects in preclinical studies.714 Inhibitors of mTOR protein, such as temsirolimus (Torisel; Wyeth, Madison, NJ), improved the survival of patients with clear cell renal cell carcinoma and validated the pathway as a rational cancer target.15 However, the benefit of mTOR inhibitors varies between different tumor types and patient populations. Hence, there is a need for predictive biomarkers to better select the patient population most likely to benefit from mTOR inhibitor therapy. FDG-PET had been suggested as a noninvasive pharmacodynamic marker for target inhibition during mTOR inhibitor therapy in renal cell carcinoma.16

In this study, we initially hypothesized that FDG-PET response is predictive of clinical tumor response to mTOR inhibitor therapy. However, this hypothesis was refuted by the data from clinical trials at our institution showing that FDG-PET response was not predictive of tumor response to rapamycin, an mTOR inhibitor, in patients with advanced solid tumors. We attempted to study this matter further, confirming the phenomenon in murine tumor xenograft models, and investigated further the underlying relationship between the glycolytic and Akt/mTOR pathways.


Patients, Clinical Study Design, and Treatment Plan

Clinical data and FDG-PET and computed tomography (CT) studies of patients with advanced or metastatic solid tumors treated with rapamycin in two clinical trials were collated. The utility of FDG-PET imaging as a predictive biomarker for clinical response to rapamycin was an objective for both trials. Patients were enrolled from a phase I study of rapamycin in refractory advanced solid tumor patients and a phase II trial of rapamycin in patients with gemcitabine-refractory advanced pancreatic adenocarcinoma. The results for the phase I trial were published separately, and enrollment for the phase II trial continues.17 Rapamycin was administered orally once a day at a flat dose of 5 mg in the phase II trial and at a dose range from 2 to 9 mg in the phase I trial. The maximum-tolerated dose of rapamycin in the phase I study was determined to be 6 mg orally daily on a continuous basis. Each cycle is 28 days. Both clinical studies were approved by the institutional review board, and patients provided written informed consent before enrollment. Other eligibility criteria include age ≥ 18 years, measurable disease, Eastern Cooperative Oncology Group performance status ≤ 1, life expectancy of 12 weeks or longer, and adequate bone marrow, hepatic, and renal function. Patients who received chemotherapy or investigational drug within 1 month before the start of rapamycin therapy were not eligible. The patients were evaluated every 8 weeks for tumor response or earlier if disease progression was suspected clinically. Clinical FDG-PET/CT images were obtained before the start of the study regimen and after one cycle of therapy or at disease progression. Tumor response was reported per Response Evaluation Criteria in Solid Tumors (RECIST) criteria.18 Time to progression (TTP) was defined as the time interval from study registration to disease progression.

Clinical FDG-PET Imaging

FDG tracer was obtained commercially (PETNet Solutions, Malvern, PA) for clinical and preclinical PET imaging. FDG-PET and CT imaging were performed with a PET/CT scanner (Discovery LS; GE Medical Systems, Waukesha, WI) before any treatment and during treatment. Patients were fasted for 6 hours or longer before imaging; 10 to 20 mCi of FDG were injected intravenously, and images were obtained 50 to 70 minutes after injection. Analysis was performed by standardized uptake value (SUV) of a 1-cm tumor area with maximal signal after visual analysis of the gross tumor and corrected for lean body mass (SUVmax). Up to five target lesions per patient were identified. Changes in the SUVmax during treatment (δSUVmax) were determined by the following equation: (post-treatment SUVmax – baseline SUVmax)/baseline SUVmax, expressed in percentage. The δSUVmax for all target lesions were averaged (mδSUVmax) and reported per the 1999 European Organisation for Research and Treatment of Cancer recommendations.19

Preclinical Tumor Models and Treatment Plan

Six subcutaneous tumor xenograft models were developed. Four tumor models were from resected human pancreatic adenocarcinoma specimens (Panc420, Panc194, Panc294, and Panc140), and two were from pancreatic cancer cell lines (Panc1 and BxPC3); these were obtained from American Tissue Culture Collection (Manassas, VA). Six-week-old female athymic nude mice were obtained from Harlan Laboratory (Indianapolis, IN). The methodology of developing subcutaneous nude mice tumor xenograft models from resected pancreatic cancer specimens was described previously.20 For the cancer cell line models, 5 × 106 cells in 100 μL Matrigel (BD Biosciences, Bedford, MA) was injected subcutaneously into the flanks of the nude mice. All animal protocols were approved by the Johns Hopkins University Animal Use and Care Committee and in accordance with the guidelines of the American Association of Laboratory Animal Care.

Temsirolimus was provided by Wyeth Research (Colleville, PA). Temsirolimus is a synthetic ester of rapamycin with comparable preclinical antineoplastic effects as rapamycin.21 Therefore, no differences in drug action were expected between the two. Rapamycin is administered by oral gavages, whereas temsirolimus, which has better water solubility, can be administered intraperitoneally, ensuring more reliable drug delivery in in vivo studies.

The subcutaneous tumors were allowed to grow to a size of approximately 200 μL before being randomly assigned to receive vehicle intraperitoneally daily or temsirolimus 20 mg/kg/d intraperitoneally for 2 weeks. Tumor growth was monitored by caliper measurement and reported as the treated-to-control (T/C) ratio, which was derived as follows for each xenograft model after 2 weeks: (volume of treated tumors – volume of control tumors)/volume of control tumors. The tumors were stored as fresh frozen and paraffin-embedded specimens after harvest. FDG-PET images were obtained before the start of therapy and after 1 week of therapy.

Preclinical FDG-PET Imaging

Preclinical PET images were obtained with eXplore VISTA Pre-Clinical PET scanner (GE Medical Systems, Waukesha, WI). CT scans were performed using X-SPECT (Gamma Medica-Ideas, Northridge, CA) to correlate with PET images. The mice were fasted overnight and anesthetized with inhaled isoflurane. Fasting blood glucose level was obtained before FDG administration. Approximately 350 μCi of FDG was injected in the lateral tail vein, and residual dose in the syringe was noted to derive the actual injected dose. PET scans of the tumor-bearing mice were performed 1 hour after FDG injection. We previously validated that maximal tumor FDG uptake occurred 1 hour after injection by dynamic PET scan. The PET images were digitalized and analyzed with ImageJ (version 1.39u; National Institutes of Health, Bethesda, MD) and AMIDE (version 0.91; Andrea Loening, Stanford University, Stanford, CA).

For quantitative analysis, regions of interest (ROIs) were manually placed over the subcutaneous tumor xenografts. The FDG signal intensity for each voxel within the ROI was registered as counts, and the top one percentile of voxels are averaged and reported as maximum counts for the ROI (MaxC). The MaxC for each ROI is then corrected for the injected dose of FDG, mouse body weight, blood glucose level, and time lapsed between injection and scanning to obtain the SUVmax value for the ROI. The changes in FDG uptake for each tumor after treatment was reported as δSUVmax, which is determined by the following equation: (SUVmax after 1 week – SUVmax at baseline)/SUVmax at baseline. The change in FDG uptake for each treatment group was obtained by averaging δSUVmax of the tumors within the group and reported as δSUVmax(av) ± SEM. The δSUVmax(av) of the temsirolimus-treated group was normalized to the vehicle-treated group for comparison between xenograft models. FDG uptake in mediastinum acted as control for each image.


Five-micrometer formalin-fixed paraffin sections were used for immunohistochemical staining according to manufacturer's instructions. GLUT1 (ab652; Abcam, Cambridge, MA) staining was performed using citrate-steam recovery. Percentage of cell membrane (0% to 100%) positive for each tumor section was scored.

Western Blot

Whole cell lysates from the tumor xenografts treated with vehicle and temsirolimus were prepared in cell lysis buffer (50 mmol/L Tris-HCl, pH 7.4; 150 mmol/L NaCl; 0.5% NP-40; 1 mmol/L phenylmethyl sulfonyl fluoride; 1 mmol/L DTT; 20 mmol/L β-glycerol phosphate; 20 mmol/L NaF; and 1 mmol/L NaVO3). Protein (100 μg) was resolved on 10% sodium dodecyl sulfate-polyacrylamide gel electrophoresis and transferred onto a nitrocellulose membrane. The membrane was blocked with 5% milk in 20 mmol/L Tris-HCl (pH 7.5), 500 mmol/L NaCl, and 0.5% Tween-20 (TBST) at room temperature for 1 hour. After incubating with primary antibodies in 5% bovine serum albumin in TBST overnight at 4°C, the membrane was washed with TBST for 15 minutes, incubated with horseradish peroxidase–conjugated secondary antibody for 1 hour at room temperature, and detected by enhanced chemiluminescence system.

Statistical Analysis

Data from the studies were summarized descriptively and analyzed by simple statistics. The relationship between variables was determined by Pearson's correlation coefficient. The t test was used to compare two groups, and P < .05 was considered significant.


FDG-PET Response Is Not Predictive of Tumor Response and TTP to mTOR Inhibitor Therapy in Human Patients

A total of 34 patients with assessable FDG-PET studies from both clinical trials were included in the analysis. The patients were enrolled between February 2005 and May 2007. The tumor types for these patients included pancreatic adenocarcinoma, sarcoma, colorectal cancer, neuroendocrine tumor, hepatocellular carcinoma, carcinoma of unknown primary, and others (Table 1). By RECIST and EORTC (1999) criteria for FDG-PET response, FDG-PET imaging did not correctly predict tumor response in patients treated with rapamycin.

Table 1.
Primary Tumor Sites of Patients With Assessable FDG-PET Scans

By RECIST criteria, 16 of the 34 patients had progressive disease (PD), 18 patients had stable disease, and no partial responses (PRs) or complete responses (CRs) were observed (Table 2; Fig 1) after 2 months of rapamycin therapy. Of the 16 PD patients described, five (31%) had an increase in mδSUVmax that ranged from 0% to 42%, and 11 (69%) had a decrease in mδSUVmax that ranged from −1% to −49%. Of the 18 patients with stable disease, five (28%) had increased mδSUVmax (2% to 43%) and 13 (72%) had decreased mδSUVmax (−4% to −86%). The majority of the patients (24 of 34 patients, 71%) had a decrease in mδSUVmax, of whom 11 (46%) had PD. The sensitivity of increased mδSUVmax in predicting PD is 50% (five of 10 patients). Similar phenomenon was observed in the subset of pancreatic cancer patients (Fig 1A). Fifteen of these patients received rapamycin 5 mg daily, whereas two others received 3 and 6 mg, respectively.

Table 2.
Relationship Between RECIST Response and EORTC FDG-PET Response
Fig 1.
[18F]Fluorodeoxyglucose positron emission tomography (FDG-PET) response was not predictive of clinical tumor response and time to progression (TTP) to rapamycin therapy in patients. Tumor response was defined by Response Evaluation Criteria in Solid Tumors ...

The analysis of the relationship between tumor response and FDG-PET response by EORTC (1999) criteria is shown in Table 2. None of the patients with progressive metabolic response on FDG-PET imaging had CR or PR by RECIST criteria. The sensitivity of FDG-PET in predicting PD was thus 19% (three of 16 patients), whereas none of the 14 patients who had progressive metabolic response on FDG-PET had CR or PR by CT imaging.

Analysis of the relationship between FDG-PET response and TTP was performed on patients treated with a daily dose of rapamycin ≥ 5 mg and patients with pancreatic cancer and treated with the same dose (Fig 1C). The TTP of all tumor types (n = 28) ranged from 31 days (epithelioid cancer of unknown origin) to 685 days (neuroendocrine tumor). Sixteen patients (57%) had a decrease in mean SUVmax by more than 10%, five patients (18%) had an increase by more than 10%, and seven patients (25%) had no significant changes. The TTP of patients with pancreatic cancer (n = 16) ranged from 35 to 148 days. The FDG-PET response did not correlate with TTP in these patients (r = −0.274 for all patients; r = 0.072 for pancreatic cancer patients).

Preclinical FDG-PET Response Does Not Correlate With Tumor Growth Response to mTOR Inhibitor Therapy in Nude Mice Tumor Xenograft Models

The preclinical FDG-PET studies defined three phenotypically distinct groups among the six tumor xenograft models, as follows: growth resistant (GR)/PET nonresponder (PET-R; Panc420 and Panc194), GR/PET responder (PET-S; Panc294 and Panc1), and growth sensitive (GS)/PET-S (Panc140 and BxPC3). When treated with temsirolimus, Panc420, Panc194, Panc294, and Panc1 xenograft models continued to grow after therapy (Fig 2A), with T/C ratios of 0.31, 0.52, 0.56, and 0.63, respectively (GR tumor models). The temsirolimus-treated tumors Panc140 and BxPC3 decreased to less than baseline size after 2 weeks of therapy, with T/C ratios of −0.06 and −0.06, respectively (GS tumor models).

Fig 2.
[18F]Fluorodeoxyglucose positron emission tomography (FDG-PET) response was not predictive of tumor growth response in nude mice xenograft models. (A) Growth of tumor xenografts after 2 weeks of therapy (n = 8 tumors in each treatment group). Tumor volume ...

Among the GR tumors, the SUVmax of temsirolimus-treated tumors of Panc420 and Panc194 increased (PET-R), whereas the SUVmax of Panc294 and Panc1 decreased (PET-S) after 2 weeks of therapy (Fig 2B). Quantitatively, δSUVmax(av) values for Panc420, Panc194, Pan294, and Panc1 temsirolimus-treated groups were 139% ± 98%, 123% ± 12%, −151% ± 46%, and −16% ± 7%, respectively, when compared with controls (P < .05). Among the GS models, the SUVmax of the temsirolimus-treated tumors of Panc140 and BxPC3 decreased (PET-S) after 2 weeks of therapy, and the δSUVmax(av) values were −35% ± 12% and −108% ± 40%, respectively, when compared with controls (P < .05).

pAktser473 and Cell Membrane–Bound GLUT1 Expression Correlates With FDG-PET Response During mTOR Inhibitor Therapy

Tumors with representative FDG-PET response phenotype of each model were analyzed qualitatively for molecular marker expression. pAktser473 expression was found to correlate with FDG-PET response but not growth response to temsirolimus therapy. For tumors with positive δSUVmax (GR/PET-R group), pAktser473 expression in temsirolimus-treated Panc420 tumor was not significantly different from control, whereas pAktser473 expression for Panc194 tumor was more intense (Fig 3A). pAktser473 expression was less intense in tumors with negative δSUVmax (GR/PET-S and GS/PET-S groups) compared with controls. The Western blots were performed in triplicate and by different personnel to confirm the results. However, meaningful statistical analysis could not be performed because of the small number of tumors tested for pAktser473 expression.

Fig 3.
Changes in tumor biomarkers in response to temsirolimus and vehicle treatment. Subcutaneous tumor xenografts were harvested after 2 weeks of therapy and stored as fresh frozen and paraffin-embedded specimens. (A) Western blots of the tumors for the expression ...

Increased GLUT1 expression on cell membrane was reported to be associated with increased FDG uptake.22 Thus, we investigated the relationship between FDG-PET response to temsirolimus therapy and GLUT1 expression on tumor cell membrane by immunohistochemistry (Figs 3B and and3C).3C). Quantitatively, the percentage of tumor cell membrane that stained positive for GLUT1 was higher in the temsirolimus-treated group than in the control group in the PET-R models (Panc420 and Panc194), whereas the percentage was lower for the PET-S models (Panc294, Panc1, Panc140, and BxPC3).


The ability to predict response to cancer treatment is a key aspect for successful individualized cancer therapy. Our understanding of the role of functional imaging techniques, such as FDG-PET, as predictive markers for response to novel targeted agents is still in the nascent stage. In this study, we attempted to define the role of FDG-PET imaging in predicting the response of cancer patients to mTOR inhibitors. The results show that early FDG-PET response is not predictive of clinical response to mTOR inhibitor therapy. Instead, FDG-PET imaging may be a novel pharmacodynamic biomarker for Akt activation during mTOR inhibitor therapy, which is not necessarily reflective of proliferative response.

Akt has pleiotropic effects important to tumorigenesis and maintenance of malignant phenotype.23 In two glioblastoma cell lines of similar proliferation but different glucose utilization rate, Elstrom et al24 showed that Akt activation was correlated with a higher rate of aerobic glycolysis and that disruption of the PI3k/Akt pathway inhibits glycolysis. They concluded that Akt activation promotes glucose utilization independent of any effects Akt has on stimulation of cell proliferation. Later, Tarn et al25 reported that the therapeutic effects of imatinib on GIST cells is independent of Akt activity and glucose metabolism when they observed that in vitro constitutive activation of Akt overcame imatinib-induced blockade of glucose uptake but did not rescue GIST cells from imatinib-induced apoptosis. Together with our data, we propose that Akt is a watershed cellular signaling node from which cellular glucose metabolism can be modulated independently of proliferation in certain cancer cell types. Admittedly, our data is hypothesis generating in nature because of the small number of tumors analyzed.

Mechanistically, Akt activation causes increased transcription and plasma membrane localization of GLUT1; membrane-bound GLUT1 is an important mediator of FDG uptake in most cancer cells.22,23 The immunohistochemistry studies for the GR/PET-S tumors (Panc294 and Panc1) showed decreased GLUT1 staining in bothcytosol and plasma membrane, indicating that Akt inhibition inactivates GLUT1 transcription in this group of tumors during temsirolimus treatment. Whereas, the immunohistochemistry studies for the GS/PET-S tumors (Panc140 and BxPC3) showed higher a cytosolic-to-membrane ratio of GLUT1 stain in the temsirolimus-treated tumors than controls, suggesting that Akt inhibition disrupts the translocation of GLUT1 to plasma membrane to a greater extent than GLUT1 transcription in this group of tumors. Therefore, we propose that Akt inhibition cause disruption to GLUT1 transcription and/or translocation to plasma membrane in PET-S tumors.

mTOR complexes with the raptor and rictor proteins to form mTOR complex 1 (mTORC1) and mTORC2, respectively.26 mTORC1 is susceptible to inhibition by rapamycin analogs (rapalogs) and regulates growth and cell cycle progression via downstream mediators such as p70S6k and 4E-BP1. mTORC2 is part of the upstream PI3k/Akt pathway and regulates Akt activity. mTORC2 was thought to be resistant to the action of rapalogs, but recent evidence showed that the formation of the mTORC2 complex can be inhibited by rapalogs in a cell type– and time-dependant manner.2729 The inhibition of Akt observed in our study is likely to be a result of the inhibition of mTORC2 formation by prolonged mTOR inhibitor exposure. We speculate that FDG-PET during mTOR inhibitor therapy can be used as a pharmacodynamic biomarker for the activity of the PI3k/Akt pathway and help select patients with the GR/PET-R phenotype who may benefit from subsequent upstream inhibition with agents such as inhibitors of PI3k and insulin-like growth factor 1 receptor.

This report highlights the fact that early changes in tumor glucose uptake may not be predictive of response to therapy for certain anticancer agents. Our study provides insight into the relationship between the Akt/mTOR pathway and glycolysis and raises the importance of validating novel imaging techniques in therapy development preclinically before integrating them into clinical practice.

Glossary Terms

The mammalian target of rapamycin belongs to a protein complex (along with raptor and GL) that is used by cells to sense nutrients in the environment. mTOR is a serine/threonine kinase that is activated by Akt and regulates protein synthesis on the basis of nutrient availability. It was discovered when rapamycin, a drug used in transplantation, was shown to block cell growth presumably by blocking the action of mTOR.
Positron emission tomography with the glucose analog [18F]fluorodeoxyglucose.
Akt pathway:
A signal transduction pathway involving the signaling molecules phosphatidylinositol-3 kinase (PI3K) and Akt, where PI3K generates phosphorylated inositides at the cell membrane which are required for the recruitment and activation of Akt, a transforming serine-threonine kinase involved in cell survival.
Also called CCI-779, temsirolimus is an inhibitor of mTOR, a member of the phosphoinositide kinase-related family proteins.
Also called Sirolimus, it is a potent immunosuppressant used in transplantation and inhibits cell cycle progression, preventing cell proliferation.
The enzymatic breakdown of a carbohydrate (as glucose or glycogen) with the production of pyruvic acid or lactic acid and the release of energy stored in the high-energy phosphate bonds of ATP.
The glucose transporter type 1 is ubiquitously expressed that is important for constitutive, basal glucose transport. The transporter is widely distributed in fetal tissues, and predominantly expressed in endothelial cells, erythrocytes, and blood brain barrier in adults. The GLUT1 is found to be an important mediator of glucose influx in most cancer cells and the increased expression enables cancer cells to maintain high growth rates and metabolic activity.
The mTOR Complex 1 is composed of mTOR, regulatory associated protein of mTOR (raptor), and mLST8/GL). This complex has the classic features of mTOR by functioning as a sensor for nutrients and energy, and controls protein synthesis. The complex is downstream to Akt and phosphorylates S6K1 upon activation.
The mTOR Complex 2 is composed of mTOR, rapamycin-insensitive companion of mTOR (rictor), GL, and mSIN1. Phosphorylation of the complex stimulates Akt phosphorylation at a threonine residue that leads to full Akt activation.


Supported by Grants No. R21CA112919 and U24 CA92871 from the National Cancer Institute.

Presented in part at the 44th Annual Meeting of the American Society of Clinical Oncology, May 30-June 3, 2008, Chicago, IL; and at the American Association of Cancer Research Annual Meeting, April 12-16, 2008, San Diego, CA.

Terms in blue are defined in the glossary, found at the end of this article and online at

Authors' disclosures of potential conflicts of interest and author contributions are found at the end of this article.

Clinical Trials repository link available on

Clinical trial information can be found for the following: NCT00499486, NCT00368914.


The author(s) indicated no potential conflicts of interest.


Conception and design: Wen Wee Ma, Wells A. Messersmith, Antonio Jimeno, Martin G. Pomper, Manuel Hidalgo

Financial support: Manuel Hidalgo

Administrative support: Manuel Hidalgo

Provision of study materials or patients: Wen Wee Ma, Heather Jacene, Dongweon Song, Felip Vilardell, Wells A. Messersmith, Dan Laheru, Richard Wahl, Antonio Jimeno, Manuel Hidalgo

Collection and assembly of data: Wen Wee Ma, Heather Jacene, Dongweon Song, Felip Vilardell, Dan Laheru, Chris Endres, Antonio Jimeno

Data analysis and interpretation: Wen Wee Ma, Heather Jacene, Dongweon Song, Felip Vilardell, Wells A. Messersmith, Chris Endres, Antonio Jimeno, Martin G. Pomper, Manuel Hidalgo

Manuscript writing: Wen Wee Ma, Heather Jacene, Dongweon Song, Felip Vilardell, Wells A. Messersmith, Dan Laheru, Richard Wahl, Chris Endres, Antonio Jimeno, Martin G. Pomper, Manuel Hidalgo

Final approval of manuscript: Wen Wee Ma, Heather Jacene, Dongweon Song, Felip Vilardell, Wells A. Messersmith, Dan Laheru, Richard Wahl, Chris Endres, Antonio Jimeno, Martin G. Pomper, Manuel Hidalgo


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