Abstract
Objectives
A high proportion of women with advanced epithelial ovarian cancer
(EOC) experience weakness and cachexia. This relationship is associated
with increased morbidity and mortality. EOC is the most lethal
gynecological cancer, yet no preclinical cachexia model has
demonstrated the combined hallmark features of metastasis, ascites
development, muscle loss and weakness in adult immunocompetent mice.
Methods
Here, we evaluated a new model of ovarian cancer-induced cachexia with
the advantages of inducing cancer in adult immunocompetent C57BL/6J
mice through orthotopic injections of EOC cells in the ovarian bursa.
We characterized the development of metastasis, ascites, muscle
atrophy, muscle weakness, markers of inflammation, and mitochondrial
stress in the tibialis anterior (TA) and diaphragm ∼45, ∼75 and ∼90
days after EOC injection.
Results
Primary ovarian tumour sizes were progressively larger at each time
point while severe metastasis, ascites development, and reductions in
body, fat and muscle weights occurred by 90 Days. There were no changes
in certain inflammatory (TNFα), atrogene (MURF1 and Atrogin) or GDF15
markers within both muscles whereas IL-6 was increased at 45 and 90 Day
groups in the diaphragm. TA weakness in 45 Day preceded atrophy and
metastasis that were observed later (75 and 90 Day, respectively). The
diaphragm demonstrated both weakness and atrophy in 45 Day. In both
muscles, this pre-severe-metastatic muscle weakness corresponded with
considerable reprogramming of gene pathways related to mitochondrial
bioenergetics as well as reduced functional measures of mitochondrial
pyruvate oxidation and creatine-dependent ADP/ATP cycling as well as
increased reactive oxygen species emission (hydrogen peroxide).
Remarkably, muscle force per unit mass at 90 days was partially
restored in the TA despite the presence of atrophy and severe
metastasis. In contrast, the diaphragm demonstrated progressive
weakness. At this advanced stage, mitochondrial pyruvate oxidation in
both muscles exceeded control mice suggesting an apparent metabolic
super-compensation corresponding with restored indices of
creatine-dependent adenylate cycling.
Conclusions
This mouse model demonstrates the concurrent development of cachexia
and metastasis that occurs in women with EOC. The model provides
physiologically relevant advantages of inducing tumour development
within the ovarian bursa in immunocompetent adult mice. Moreover, the
model reveals that muscle weakness in both TA and diaphragm precedes
severe metastasis while weakness also precedes atrophy in the TA. An
underlying mitochondrial bioenergetic stress corresponded with this
early weakness. Collectively, these discoveries can direct new research
towards the development of therapies that target pre-atrophy and
pre-severe-metastatic weakness during EOC in addition to therapies
targeting cachexia.
Keywords: Ovarian cancer cachexia, Mitochondria, Skeletal muscle,
Metastasis
Highlights
* •
This is the first inducible orthotopic model of metastatic ovarian
cancer cachexia in adult immunocompetent mice.
* •
Diaphragm and limb muscle weakness precedes severe metastasis and
atrophy during ovarian cancer.
* •
Skeletal muscle mitochondrial oxidative and redox stress occur
during pre-severe-metastatic stages of ovarian cancer.
* •
Specific muscle force, mitochondrial pyruvate oxidation and
creatine metabolism demonstrate compensation in later stages.
* •
Ovarian cancer has heterogeneous effects on distinct muscle types
across time.
1. Introduction
Cancer-induced cachexia is a multifactorial syndrome characterized by
muscle loss and weakness [[54]1]. Severe cachexia is linked to
reductions in quality of life, tolerance to anticancer therapies and
overall survivability [[55][2], [56][3], [57][4]]. The prevalence of
cachexia varies widely (20–80%) across different types and severity of
cancer [[58]5,[59]6]. Raising the possibility that cachexia may have
both ubiquitous and distinct mechanisms related to the host organ. With
growing awareness that cancer itself can induce cachexia even in the
absence of cytotoxic cancer therapies, it is imperative to develop
pre-clinical models for each type of cancer cachexia that captures
critical phenotypic hallmarks of this disease in humans.
Dozens of clinical investigations examining prospective therapeutics to
treat cancer cachexia have been conducted to date, but none have
resulted in an approved treatment [[60]7]. It has been suggested that
such pitfalls could be mitigated by developing new pre-clinical models
of cancer cachexia. Such models would consider the complex and
multifactorial aspects of cancer cachexia including the interactions
between cancer and the host organ, the immune system, metastasis, rate
of cancer development, and the influence of age. Some pre-clinical
models develop tumours spontaneously in adulthood but can require large
animal colonies and expenses. Other models involve either a genetic
mutation, whereby mice are born with cancer, or injections of cancer
cells under the skin. While these approaches are generally used to
research many types of cancer [[61][8], [62][9]], it is unclear if the
mechanisms underlying their cachectic phenotype are limited in their
translational potential. Thus, researchers have questioned the utility
of existing models in regard to pre-clinical therapy development and
elucidating underlying mechanisms of cachexia [[63][10], [64][11],
[65][12]]. Indeed, the lack of appropriate preclinical models has been
a strong criticism for all forms of cancer cachexia – not just ovarian
cancer - over the last number of years [[66]11,[67]13,[68]14]. Models
with cancer in the host organ that can be induced at any age in
immunocompetent mice, that also demonstrate metastasis, has been
suggested to be important for improving the predictive power of in vivo
models of cancer cachexia [[69][10], [70][11], [71][12]].
With regards to epithelial ovarian cancer (EOC) cachexia – the most
lethal gynecological cancer in women [[72]15] - several models to date
have shown robust primary outcomes of muscle atrophy, muscle weakness,
and loss of adipose tissue. Some of the existing models used for
ovarian cancer cachexia use injection techniques that are ectopic to
the ovaries, in immunodeficient mice, and can develop cachexia at rapid
rates (as little as 8 days in some cases) [[73][16], [74][17],
[75][18]]. Furthermore, none of these preclinical models have
demonstrated the presence of metastasis [[76][16], [77][17], [78][18]].
The development of a new preclinical model would ideally capture
metastasis given this defining event is associated with severe cachexia
and reduced survival rates during advanced stages of ovarian cancer
[[79]19]. Indeed, when ovarian cancer is detected at early stages and
before metastasis, the cure rate is estimated to be as high as 90%
[[80]20] in contrast to much lower survival rates once metastasis has
occurred. As more than 70% of ovarian cancer cases are diagnosed at
late stages, improving our understanding of how cachexia develops could
lead to new insight into improved patient management and perhaps early
detection of ovarian cancer itself [[81]19].
Characterizing cachexia warrants careful consideration of how changes
in muscle mass and force production occur over time as the tumour
develops, and in relation to underlying mechanisms regulating both
aspects of muscle quality. Recently, we reported that muscle weakness
precedes atrophy in the C26 (Colon-26) colorectal mouse [[82]21]. This
pre-atrophy weakness also occurred without any changes in expression of
classic atrophy-related gene programs suggesting muscle weakness during
cancer could also be caused by unknown atrophy-independent mechanisms.
In this study, a strong relationship was found between pre-atrophy
weakness and mitochondrial pathway-specific reprogramming as an
apparent early metabolic stress response to the initial appearance of
tumours. Remarkably, once locomotor muscle atrophy occurred,
mitochondria appeared to adapt by increasing pyruvate oxidation, which
was related to an unexpected restoration of mass-specific force
production [[83]21]. Of interest, this relationship was heterogeneous
across different types of muscles suggesting the effects of cancer on
one muscle type do not necessarily predict the response in another
muscle. This phenomenon demonstrates the value of comparing muscle
force to muscle mass across time and between muscle types in relation
to tumour size. In this regard, muscle weakness during the pre-atrophy
and atrophy (cachexia) phases of ovarian cancer have not been
investigated, nor in relation to metastasis or metabolic dysfunction.
Understanding this could lead to more precise understanding of ovarian
cancer cachexia pathology to aid better mechanism elucidation and
therapy development.
The purpose of this study was to identify the time-dependent and
muscle-specific development of weakness and atrophy in a novel model of
ovarian cancer cachexia in relation to metabolic reprogramming. In this
model, spontaneously transformed ovarian epithelial cells from the same
mouse strain (syngeneic) were injected into the ovarian bursa
(orthotopic) in immunocompetent mice with the intention of retaining
the normal immune response to this type of cancer. These results
demonstrate a new in vivo model of ovarian cancer cachexia that
captures metastasis characteristic of advanced stages of EOC seen in
women [[84]22,[85]23] that also has considerable utility for
identifying new relationships between the development of muscle
weakness, atrophy, and metabolic reprogramming across time during
ovarian cancer.
2. Materials and methods
2.1. Animal care and ID8 inoculation
Two cohorts of 48 (n = 12 per group; [86]SFigure 1A and B) female
C57BL/6 mice were ordered at 7–9 weeks of age from Charles River
Laboratories. These mice were housed at the University of Guelph in
accordance with the Canadian Council on Animal Care. Tumours were
induced as described previously at the University of Guelph [[87][24],
[88][25], [89][26], [90][27]]. Briefly, ID8 cells (epithelial ovarian
cancer cells; 1.0 × 10^6 in 5 μL) were injected directly under the left
ovarian bursa of C57BL/6J mice generating an orthotopic, syngeneic,
immunocompetent cancer mouse model. ID8 cells were originally gifted by
Drs. Paul Terranova and Kathy Roby from Kansas State University to Dr.
Jim Petrik at the University of Guelph. ID8 cells are transformed
murine ovarian surface epithelial cells that do not contain mutations,
however, after orthotopic implantation and interaction with the ovarian
microenvironment, ID8 cells that metastasize spontaneously develop a
gain-of-function p53 mutation that is identical to the mutation seen in
95% of women with high-grade serous carcinoma [[91]28]. Control mice
were sham injected with equivalent volumes of sterile phosphate
buffered saline (PBS). Two weeks after ID8 inoculation, mice were
transported from University of Guelph to York University where they
were housed for the remainder of the study in accordance with the
Canadian Council on Animal Care. All mice were provided access to
standard chow and water ad libitum.
Control (CTRL) and 75 Day mice were injected at 9–11weeks old with PBS
and ID8 cells respectively and aged for 72–78 days post injection. 45
Day mice were injected at 16–17 weeks old and aged for 42–48 days post
injection. 90 Day mice were injected at 9–10 weeks old and aged for
83–107 days post injection ([92]SFigure 1A and 1B). These ranges were
chosen given force and mitochondrial assessments limit daily
experimental throughput, and health metrics used to determine the date
of euthanasia were variable in the more advanced stages of cancer.
Specifically, at the 90 Day time point, mice were euthanized upon
presentation of some of the following endpoint criteria: >10% body
weight loss, >20 mL of ascitic volume collected during paracentesis, >5
ascites paracentesis taps completed, and/or subjective changes in
behavioural patterns consistent with removal criteria as per animal
care guidelines (self-isolation, ruffled fur/poor self-grooming and
irregular gait). Ascitic taps were necessary to pro-long the survival
of mice as it would occur in human ovarian cancer and to reach >10%
body weight loss which is highly suggestive of a cancer cachexia
phenotype. Staggering the age at which mice received cancer cells
permitted a consistent age at euthanasia for all mice (20–24 weeks old)
to reduce aging effects on all measures.
2.2. Volitional wheel running & forelimb grip strength
72 h before euthanasia, a subset of mice were placed in individual
cages with a 14 cm diameter running wheel and rotation counter (VDO m3
bike computer, Mountain Equipment Co-Op, Vancouver, Canada) as done
previously [[93]29]. Any mice that had ascites within the 90 Day group
were tapped immediately prior to introduction in the cage with a
running wheel to reduce the potential interference of ascites volume on
running performance. 24 h later, distance and time ran were recorded
and mice were placed in separate caging with no running wheel. Muscle
measurements were made 48 h thereafter. On the day of euthanasia, mice
were removed from cages and brought towards a metal grid until such
time the mice grasped the grid with the forepaws. Upon grasping,
animals were pulled away from the grid until the grasp was released.
Peak tension was recorded, and this was repeated twice more with the
maximum peak tension of 3 trials was used for analyses as done
previously [[94]29].
2.3. Tissue collection procedure
Mice were anesthetized with isoflurane and hearts were removed for
euthanasia. All hindlimb muscles, inguinal subcutaneous fat and spleens
were weighed and snap-frozen in liquid nitrogen and stored at −80^οC.
Primary ovarian tumours were also collected by removing the ovary and
tumour at the site of injection and carefully separating the tumour
mass from the ovary mass and stored in liquid nitrogen. Hindlimb
muscles were also embedded in optimal cutting temperature (OCT) medium
and frozen (see section below). Tibialis anterior (TA) and diaphragm
muscle were placed in BIOPS containing (in mM) 50 MES Hydrate,
7.23 K[2]EGTA, 2.77 CaK[2]EGTA, 20 imidazole, 0.5 dithiothreitol, 20
taurine, 5.77 ATP, 15 PCr, and 6.56 MgCl[2]·6H[2]O (pH 7.1) to be
prepared for mitochondrial bioenergetic assays.
2.4. Sectioning, histochemical & immunofluorescent staining
Tibialis anterior and diaphragm muscle samples were embedded in OCT
medium (Thermo Fisher Scientific) and frozen in 2-methylbutane. These
muscles were then sectioned into 10 μm sections with a cryostat (HM525
NX, Thermo Fisher Scientific) maintained at −20^οC on Fisherbrand
Superfrost Plus slides (Thermo Fisher Scientific). Hematoxylin and
eosin (H&E) staining was used to assess mononuclear cell infiltration.
Images were taken using EVOS M7000 imager (Thermo Fisher Scientific)
using 20× magnification and analyzed on ImageJ. Immunofluorescent
analysis of myosin heavy chain (MHC) expression was completed as
previously described [[95]30]. Images were taken with EVOS M7000
equipped with standard red, green and blue filter cubes. Fibers that
did not fluoresce were considered IIx fibers. A total of 25–50 fibers
were then randomly selected and measured. Type IIb fibers in the
diaphragm strips were in low abundance, therefore, 5–27 fibers were
measured and used for analysis. Type I fibers were extremely low in
abundance in the TA and thus were not analyzed [[96]30]. These images
were also analyzed for cross sectional area (CSA) on ImageJ in a
blinded fashion. Immunofluorescent analysis of embryonic myosin heavy
chain (eMHC) were adapted from previous literature [[97]31]. Briefly,
sections were fixed with 10% formalin, blocked with 10% goat serum,
followed by mouse IgG block (BML 2202; Vector Laboratories Inc.,
Burlingame, CA), and incubated with anti-eMHC (15 μg/mL; DHSB F1.652)
overnight. Secondary Alexa Fluor 647 IgG (1:1000; Abcam, ab150107) was
then used to fluoresce eMHC primary antibody. Sections were then
re-blocked once again and incubated with wheat-germ agglutinin (WGA;
1:1000; Invitrogen [98]W11261) pre-conjugated to Alexa Fluor 488. Last,
samples were mounted with DAPI mounting medium (Abcam, ab104139).
D2.mdx muscle tissue saved from previous studies in our lab was used to
evaluate the efficacy of the antibodies ([99]SFigure 2).
2.5. In situ tibialis anterior force and in vitro diaphragm force
In situ TA force production was partially adapted from previous
literature [[100]32,[101]33]. Mice were anesthetized with isoflurane
and the distal tendon of the TA was exposed by incision at the ankle.
The distal tendon was tied with suture thread as close to the muscle
attachment as possible. Once the knot was secured the distal tendon was
severed. Small cuts were made up the lateral side of the TA to expose
the muscle for needle electrode placement. The knot was tied to an
Aurora Scientific 305C (Aurora Scientific Inc., Aurora, ON, Canada)
muscle lever arm with a hook. The foot of the mouse was secured with
tape and the knee was immobilized with a needle and set screw with the
length of the limb parallel to the direction of force. The two needle
electrodes were placed in the gap of fascia between the TA and tibia to
stimulate the common peroneal nerve (10–50 mA). The mouse was heated
with a heating pad or heat lamp throughout force collection. Optimal
resting length (L[o]) was determined using single twitches (pulse
width = 0.2 ms) at 1 Hz stimulation frequency with 1 min rest in
between contractions to avoid fatigue. Once L[o] was established, a
ruler was used to determine length before the start of force-frequency
collection (1, 10, 20, 30, 40, 50, 60, 80, 100, 120 and 200Hz with
1 min rest in between contractions). Force production was normalized to
the calculated CSA of the muscle strip (m/l∗d) where m is the muscle
mass, l is the length, and d is mammalian skeletal muscle density
(1.06 mg mm^3).
In vitro force production for diaphragm muscle was done as completed
previously [[102]21,[103]34,[104]35]. Briefly, the diaphragm strip was
carefully sutured in Ringer's solution (containing in mM: 121 NaCl, 5
KCl, 1.8 CaCl[2], 0.5 MgCl[2] 0.4 NaHPO[4], 24 NaHCO[3], 5.5 glucose
and 0.1 EDTA; pH 7.3 oxygenated with 95% O[2] and 5% CO[2]) such that
the thread secured to the central tendon and ribs. The strip was then
placed in an oxygenated bath filled with Ringer's and maintained at
25^οC. The suture secured to the central tendon was then attached to
the lever arm and the loop secured to the ribs was attached to the
force transducer. The strip was situated between flanking platinum
electrodes driven by biphasic stimulator (model 305C; Aurora Scientific
Inc.). L[o] determined using single twitches (pulse width = 0.2 ms) at
1 Hz stimulation frequency with 1 min rest in between contractions to
avoid fatigue. Once L[o] was determined, the strip acclimatized for
30 min in the oxygenated bath. L[o] was re-assessed and measured with a
ruler and the start of the force-frequency protocol was initiated (1,
10, 20, 40, 60, 80, 100, 120, 140 and 200Hz with 1 min rest in between
contractions). Force production was normalized to CSA of the muscle
strip (m/l∗d) where m is the muscle mass, l is the length, and d is
mammalian skeletal muscle density (1.06 mg mm^3).
2.6. Western blotting
A frozen piece of TA and diaphragm from each animal was homogenized in
a plastic microcentrifuge tube with a tapered Teflon pestle in ice-cold
buffer containing (in mM) 20 Tris/HCl, 150 NaCl, 1 EDTA, 1 EGTA, 2.5
Na[4]O[7]P[2], and 1 Na[3]VO[4] and 1% Triton X-100 with PhosSTOP
inhibitor tablet (Roche; 4906845001) and protease inhibitor cocktail
(Sigma Aldrich; P8340) (pH7.0) as published previously
[[105]21,[106]36]. Protein concentrations were determined using a
bicinchoninic acid assay (life Technologies, Thermo Fisher Scientific).
15–20 μg of denatured and reduced protein was subjected to 10%–12%
gradient SDS-PAGE followed by transfer to low-fluorescence
polyvinylidene difluoride membrane. Membranes were blocked with Odyssey
Blocking Buffer (Li-COR) and immunoblotted overnight (4^οC) with
antibodies specific to each protein. A commercially available
monoclonal antibody was used to detect electron transport chain
proteins (rodent OXPHOS Cocktail, ab110413; Abcam, Cambridge, UK, 1:250
dilution), including V-ATP5A (55 kDa), III-UQCRC2 (48 kDa), IV-MTCO1
(40 kDa), II-SDHB (30 kDa), and I-NDUFB8 (20 kDa). A commercially
available monoclonal antibody was used to detect mitochondrial creatine
kinase (mtCK C-1 43 kDa; Santa Cruz 376320, 1:500 dilution).
After overnight incubation in primary antibodies, membranes were washed
3 times for 5 min in TBS-Tween and incubated for 1 h at room
temperature with the corresponding infrared fluorescent secondary
antibody (LI-COR IRDye 680RD 925–68020, 1:20 000).
2.7. Preparation of permeabilized muscle fibers
The assessment of mitochondrial bioenergetics was performed as
described previously in our publications [[107]21,[108]29,[109][37],
[110][38], [111][39]]. Briefly, the TA and diaphragm from the mouse was
removed and placed in ice cold BIOPS. Muscle was separated gently along
the longitudinal axis to from bundles that were treated with 40 μg/mL
saponin in BIOPS on a rotor for 30 min at 4^οC. Following
permeabilization the permeabilized muscle fiber bundles (PmFBs) for
respiration were blotted and weighed in 1.5 mL of tared prechilled
BIOPS for normalization of respiratory assessments. The remaining PmFBs
for mitochondrial H[2]O[2] (mH[2]O[2]) were not weighed at this step as
these data were normalized to fully recovered dry weights taken after
the experiments. All PmFBs were then washed in Buffer Z on a rotator
for 15 min at 4^οC to remove the cytoplasm. Buffer Z contained (in mM)
105 K-MES, 30 KCl, 10 KH[2]PO[4], 5 MgCl[2]·6H[2]O, 1 EGTA and 5 mg/mL
BSA (pH 7.1).
2.8. Mitochondrial respiration
High-resolution respirometry (O[2] consumption) were conducted in 2 mL
of respiration medium (Buffer Z) using the Oroboros Oxygraph-2k
(Oroboros Instruments, Corp., Innsbruck, Austria) with stirring at
750 rpm at 37 °C. Buffer Z contained 20 mM Cr to saturate mtCK and
promote phosphate shuttling through mtCK or was kept void of Cr to
prevent the activation of mtCK [[112]40]. All experiments were
conducted in the presence of 5 μM blebbistatin (BLEB) in the assay
media to prevent spontaneous contraction of PmFB, which has been shown
to occur in response to ADP at 37 °C that alters respiration rates
[[113]40]. Complex I-supported respiration was stimulated using 5 mM
pyruvate and 2 mM malate (NADH) followed by a titration of ADP
concentrations from physiological ranges (25 μM, 100 μM; [[114]41]) to
high submaximal (500 μM) and saturating to stimulate maximal coupled
respiration (5000 μM in the presence of creatine and 7000 μM in the
absence of creatine). 10 mM glutamate (further NADH generation) was
added at the end of the ADP titration. Cytochrome c was then added to
test mitochondrial outer membrane integrity. Experiments with low
ADP-stimulated respiration (bundles that did not respond to ADP) with
high cytochrome c responses (>15% increase in respiration) were removed
from analysis (13 of 370 bundles). Last, 20 mM Succinate (FADH[2]) was
added to stimulate complex-II supported respiration. These protocols
were designed to understand the regulation of respiration coupled to
oxidative phosphorylation of ADP to ATP (Adenosine triphosphate).
2.9. mH[2]O[2]
mH[2]O[2] was determined spectrofluorometrically (QuantaMaster 40,
HORIBA Scientific) in PmfB placed in a quartz cuvette with continuous
stirring at 37 °C in 1 mL of Buffer Z supplemented with 10 μM Amplex
Ultra Red, 0.5 U/ml horseradish peroxidase, 1 mM EGTA, 40 U/ml
Cu/Zn-SOD1, 5 μM BLEB and 20 mM Cr to saturate mtCK. No comparisons
were made to PmFB in the absence of creatine due to tissue limitations.
State II mH[2]O[2] (maximal emission in the absence of ADP) was induced
using the Complex I-supporting substrates (NADH) pyruvate (10 mM) and
malate (2 mM) mH[2]O[2] to generate forward electron transfer
(FET)-supported electron slip at Complex I [[115]42] as described
previously [[116]29]. These PmFBs were incubated with 35 μM CDNB during
the 30-minute permeabilization to deplete glutathione and allow for
detectable rates of mH[2]O[2]. Following the induction of State II
mH[2]O[2], a titration of ADP was employed to progressively attenuate
mH[2]O[2] as it occurs when membrane potential declines during
oxidative phosphorylation [[117]43]. A separate PmFB was used to
stimulate electron slip at Complex I through reverse electron transfer
(RET) from complex II using succinate (FADH[2]) [[118]42]. followed by
ADP titrations as used in the previous protocol. After the experiments,
the fibres were lyophilized in a freeze-dryer (Labconco, Kansas City,
MO, USA) for > 4h and weighed on a microbalance (Sartorius Cubis
Microbalance, Gottingen Germany). The rate of mH[2]O[2] emission was
calculated from the slope (F/min) using a standard curve established
with the same reaction conditions and normalized to fibre bundle dry
weight.
2.10. Serum GDF15
Blood was collected through cardiac puncture and allowed to clot at
room temperature for 30 min. Blood was then spun at 1000g for 10 min
and serum was collected. GDF15 (Growth differentiation factor 15)
levels were analyzed in serum using the mouse GDF-15 DuoSet ELISA kit
according to the manufacturer's instructions (R&D Systems DY6385).
2.11. RNA isolation and Rt-PCR
To perform reverse transcription-polymerase chain reaction (Rt-PCR),
tissue was used from a separate cohort of mice. These mice were
ID8-inoculated as done previously and housed at the University of
Guelph. These mice had cancer for similar times (∼45, ∼75, ∼90 days),
and mice at the 45-day time point were 15–16 weeks old at the time of
euthanasia. RNA isolation was performed twice for two separate
analyses.
In the first analysis, RNA isolation was performed at the University of
Guelph using a TRIzol (Invitrogen) and RNeasy (Qiagen) hybrid protocol.
Briefly, snap frozen TA tissue was homogenized in 1 mL of TRIzol
reagent according to the manufacturer instructions. The RNA mixture was
transferred to a RNeasy spin column (Qiagen) and processed according to
the RNeasy kit instructions. RNA was quantified spectrophotometrically
at 260 nm using a NanoDrop (ND1000, ThermoFisher Scientific INC.) and
used for RNA sequencing.
In the second analysis, RNA isolation was performed at York University
on a separate cohort of tissue as previously described [[119]35]. TA
and diaphragm samples were lysed using TRIzol reagent (Invitrogen) and
RNA was separated to an aqueous phase using chloroform. The aqueous
layer containing RNA was then mixed with isopropanol and loaded to
Aurum Total RNA Mini Kit columns (Bio-Rad, Mississauga, ON, Canada).
Total RNA was then extracted according to the manufacturer's
instructions. RNA was quantified spectrophotometrically using the
NanoDrop attachment for the Varioskan LUX Multimode Microplate reader
(Thermo Scientific). Reverse transcription of RNA into cDNA was
performed by M-MLV reverse transcriptase and oligo(dT) primers (Qiagen,
Toronto, ON, Canada). cDNA was then amplified using aCFX384 Touch
Real-Time PCR Detection Systems (Bio-Rad) with a SYBR Green master mix
and specific primers ([120]STable 1). Gene expression was normalized to
β-actin (Actb) and relative differences were determined using the ΔΔCt
method. Values are presented as fold changes relative to the control
group.
2.12. RNA sequencing
RNA libraries were prepared using the NEBNext Ultra II Directional RNA
Library Prep Kit for Illumina (NEB, E7760) according to manufacturer's
polyA mRNA workflow at the Advanced Analysis Center at the University
of Guelph (Guelph, Ontario, Canada). Libraries were normalized,
denatured, diluted, and sequenced on an Illumina 2 × 100 bp NovaSeq S4
flowcell usingv1.5 chemistry according to manufacturer's instructions.
After demultiplexing, fastq files were uploaded into Partek and pre-
and post-alignment quality control (QC) was performed in Partek
(average phred quality score >35). Paired-end reads (100bp or 150bp)
were aligned using STAR 2.7.8a [[121]44] with mm39 – RefSeq Transcripts
98 (05/05/2021) in Partek. A minimum read cutoff of 20 was applied; all
other settings were default. Data were normalized using counts per
million (CPM), and Limma-voom [[122]45] was used for differential gene
expression analysis: sham vs 45d, sham vs 75d, and sham vs 90d. Raw
p-values were adjusted for false discovery rate (FDR) using the FDR
step-up procedure. Gene Ontology and Reactome pathway enrichment
analysis was completed using Enrichr and ConsensusPathDB with a
background list, using DEGs with p < 0.05. Significance threshold for
volcano plots were set at P < 0.01. Results are avilable in the NCBI's
Gene Expression Omnibus database.
2.13. Statistics
Results are expressed as mean ± SD. The level of significance was
established at p < 0.05 for all statistics. The D'Agostino-Pearson
omnibus normality test was first performed to determine whether data
resembled a Gaussian distribution, and all data were subject to the
ROUT test (Q = 0.5%) to identify and exclude outliers which was a rare
occurrence. When data fit normal distributions, standard one way and
two-way ANOVAs were performed. When data did not fit a Gaussian
distribution for analysis with one independent variable, the
Kruskal–Wallis test was used. Moreover, when data did not fit a
Gaussian distribution for analysis with two independent variables, data
was first log transformed then analyzed using a standard two-way ANOVA
(See [123]SFigure 8 for log transformed analysis of [124]Figure 6,
[125]Figure 7,K) but data was still presented in the Results as
non-transformed data. Respective statistical tests are provided in
figure legends. When significance was observed with an ANOVA, post-hoc
analyses were performed with a two-stage set-up method of Benjamini,
Krieger and Yekutieli for controlling false discovery rate (FDR) for
multiple-group comparisons. With this method, all reported p values are
FDR adjusted (traditionally termed “q”). All statistical analyses were
performed in GraphPad Prism 10 (La Jolla, CA, USA).
Figure 6.
[126]Figure 6
[127]Open in a new tab
Pyruvate & malate supported mitochondrial respiration in tibialis
anterior and diaphragm muscle of epithelial ovarian cancer (EOC)
injected mice. ADP-stimulated (State III) respiration supported by
pyruvate (5 mM) and malate (2 mM) generating NADH was assessed in the
absence (-creatine) and presence (+creatine) of creatine within
tibialis anterior and diaphragm PmFBs of EOC injected mice.
Mitochondrial respiration in the absence of creatine was assessed at
submaximal concentrations (25 μM, 100 μM and 500 μM) in tibialis
anterior of EOC injected (A). Mitochondrial respiration in the presence
of creatine was also assessed at submaximal concentrations (25 μM,
100 μM and 500 μM) in tibialis anterior of EOC injected (B). A
schematic representative summary of changes in -Creatine/+Creatine
pathways is depicted (C). This was repeated for the diaphragm (D–F)
Results represent mean ± SD. n = 9–12. α p < 0.05 Control versus 45
Day; β p < 0.05 Control versus 75 Day; δ p < 0.05 Control versus 90
Day; θ p < 0.05 45 Day versus 90 Day; λ p < 0.05 75 Day vs 90 Day;
∗p < 0.05 Control versus all time points; & p < 0.05 45 Days versus all
time points; #p < 0.05 75 Days versus all time points; $ p < 0.05
90 Days versus all time points. All ANOVAs were followed by a two-stage
step-up method of Benjamini, Krieger and Yukutieli multiple comparisons
test. Voltage dependent anion channel (VDAC); adenine nucleotide
translocator (ANT); mitochondrial creatine kinase (mtCK); adenosine
diphosphate (ADP); adenosine triphosphate (ATP); phosphocreatine (PCr);
creatine (Cr); creatine-independent phosphate shuttling (-Creatine);
creatine-dependent phosphate shuttling (+Creatine). All data was
analyzed suing a two-way ANOVA (main effects shown only). C57BL/6J
female mice ∼75 days post PBS injection as controls (CTRL); C57BL/6J
female mice ∼45 days post ovarian cancer injection (45 Days); C57BL/6J
female mice ∼75 days post ovarian cancer injection (75 Days); C57BL/6J
female mice ∼90 days post ovarian cancer injection (90 Days).
Figure 7.
[128]Figure 7
[129]Open in a new tab
Complex I forward and reverse electron transfer emissions in tibialis
anterior and diaphragm muscle of epithelial ovarian cancer (EOC)
injected mice. Complex I forward electron transfer (FET) and complex I
reverse electron transfer (RET) is schematically depicted (A & B). In
FET mitochondrial H[2]O[2] emission was supported by pyruvate (10 mM)
and malate (2 mM) to generate maximal rates and with ADP to assess
H[2]O[2] emission during OXPHOS. This experiment was repeated to assess
RET H[2]O[2] emission by using succinate (10 mM) as opposed to pyruvate
and malate. FET and RET H[2]O[2] emissions were assessed in the TA of
EOC injected mice and a summary of changes compared to control is
depicted (C–G). This was repeated in the diaphragm (H–L). Results
represent mean ± SD. Lettering denotes statistical significance when
different from each other (p < 0.05). β p < 0.05 Control versus 75 Day;
λ p < 0.05 75 Day vs 90 Day; δ p < 0.05 Control versus 90 Day. A
one-way ANOVA or Kruskal–Wallis test was used when data did not fit
normality in figure C, E, H and J. A two-way ANOVA was used in figured
D, F, I and K. All ANOVAs were followed by a two-stage step-up method
of Benjamini, Krieger and Yukutieli multiple comparisons test.
Oxidative phosphorylation (OXPHOS); manganese superoxide dismutase
(MnSOD); electron (e−); superoxide (O[2]^−). C57BL/6J female mice ∼75
days post PBS injection as controls (CTRL); C57BL/6J female mice ∼45
days post ovarian cancer injection (45 Days); C57BL/6J female mice ∼75
days post ovarian cancer injection (75 Days); C57BL/6J female mice ∼90
days post ovarian cancer injection (90 Days).
3. Results
3.1. Orthotopic epithelial ovarian cancer induces metastasis, ascites,
impaired functional capacity and body weight loss at advanced stages
Immunocompetent C57BL6J mice received orthotopic injections of murine
ID8 epithelial ovarian cancer cells ([130]Figure 1A). Tumours were
allowed to develop for ∼45 days, ∼75 days and ∼90days post tumour
injection to evaluate muscle responses across tumour development. This
study was completed in two cohorts of mice to obtain sufficient tissue
to complete all experiments. Weekly body weights (BW) in both cohorts
were tracked post tumour injection ([131]SFigure 1A and B). BW, tumour
weight, ascitic volume, muscle mass and spleen mass data were then
merged as these data were collected in both cohorts.
Figure 1.
[132]Figure 1
[133]Open in a new tab
The effects of transformed epithelial ovarian cancer cells (ID8)
implantation underneath the ovarian bursa of C57BL6 mice. 1 × 10^6 ID8
cells were injected underneath the ovarian bursa (A) and developed for
42–48, 72–78 and 83–107 days (45 Day, 75 Day and 90 Day time points
respectively). Control mice were injected with identical volumes of PBS
and aged for 72–78 days. Primary ovarian tumour mass was measured at
sacrifice (B, n = 21–24). Noticeable metastasis of ovarian cancer cells
occurred by the 90-day time point and were photographed for qualitative
assessment (C). Hematoxylin & eosin staining was used to assess
mononuclear cell infiltration as an index of metastasis (D, n = 4–7, E
Representative images; original magnification, ×20). Mice developed
ascites after ∼75 days of ovarian cancer (F) and were tapped to prolong
their survival (G & H, n = 24). Volitional wheel running (I, n = 8–11)
and grip strength (J, n = 11–12) were used to assess voluntary motor
function. Body weights were also measured every week and the delta
weekly body weight (BW) was analyzed (K, n = 22–24). Tibia length (L,
n = 11–12), peak body weight (M, n = 22–24), and final primary ovarian
tumour-free body weight (N, n = 22–24) were also assessed. Percent
change from peak body weight to final body weight was analyzed (O,
n = 22–24). Results represent mean ± SD. Lettering denotes statistical
significance when different from each other (p < 0.05). All data was
analyzed using a one-way ANOVA and followed by a two-stage step-up
method of Benjamini, Krieger and Yukutieli multiple comparisons test.
Data that was not normally distributed was analyzed with a
Kruskal–Wallis test followed by the same post-hoc analysis. C57BL/6J
female mice ∼75 days post PBS injection as controls (CTRL); C57BL/6J
female mice ∼45 days post ovarian cancer injection (45 Days); C57BL/6J
female mice ∼75 days post ovarian cancer injection (75 Days); C57BL/6J
female mice ∼90 days post ovarian cancer injection (90 Days).
Primary ovarian tumour mass grew progressively, reaching a maximum of
∼400 mg by ∼90 days ([134]Figure 1B). Metastatic tumour spread to the
diaphragm was noted at the 90 day timepoint ([135]Figure 1C) observed
with abundant mononuclear cell infiltration ([136]Figure 1D and E).
Another common secondary complication in ovarian cancer patients is the
development of ascites fluid within the intraperitoneal space. Ascites
developed as early as 77 days post ID8-inoculation (data not shown);
and there was a significant increase in the amount of ascites
paracentesis taps performed and total volume of ascites collected per
mouse by 90 days post-inoculation ([137]Figure 1F–H). At this time,
decreases in voluntary wheel running and grip strength were noted
([138]Figure 1I,J). Change in weekly BW, tibia length and peak body
mass demonstrate how all groups grew similarly post cancer injection,
as there were no significant differences between groups
([139]Figure 1K–M). However, final primary tumour-free BW and % change
of peak BW to final BW were significantly decreased in the 90 Day group
indicative of cachexia ([140]Figure 1N,O). All BW measurements were
made after ascitic taps in the 90 Day group. We acknowledge that
primary-tumour free BW does not accurately represent the full tumour
load as it was not feasible to measure all metastasized cells. However,
assessing final BW without subtracting primary tumour yielded the same
statistical results (data not shown).
3.2. Muscle loss and fat loss occur at advanced stages of ovarian cancer with
no increases in GDF15, inflammatory markers or atrogenes
In addition to BW loss, muscle mass and fat mass loss are hallmarks of
cancer cachexia. Muscle mass was lower in the 90 Day group in the
extensor digitorum longus (EDL; −11%), plantaris (PLT; −18%), tibialis
anterior (TA; −19%), gastrocnemius (GA; −13%), and quadriceps
(Quad; −13%) muscles compared to control (CTRL) whereas Soleus (SOL)
mass did not change ([141]Figure 2A). Adipose tissue from the inguinal
fat pad was lower in the 45 Day and 90 Day groups post ovarian cancer
inoculation ([142]Figure 2B). Serum GDF15 – a recently identified
cachexia regulator [[143]46] – did not change ([144]Figure 2C). Spleen
mass was greater in the 75 and 90 Day groups suggesting an increased
inflammatory response ([145]Figure 2D). We then measured cytokines and
atrophy markers known to be elevated in certain clinical and
preclinical models of cancer cachexia [[146]13,[147]46]. In the TA,
Interleukin 6 (IL-6) mRNA was not different between groups while tumour
necrosis factor alpha (TNF-α) was lower at 45 days compared to control
([148]Figure 2E). In addition, atrogin and muscle RING-finger protein-1
(MURF-1) mRNA followed similar patterns whereby mRNA levels were lower
at early time points with no differences compared to control in the 90
Day group ([149]Figure 2F). In the diaphragm, IL-6 mRNA was higher in
the 45 and 90 Day groups, while TNF-α was lower at the 45 and 75 Day
groups ([150]Figure 2G). Atrogin mRNA was lower than control in the 90
Day group while MURF-1 was not different between groups
([151]Figure 2H). It is important to note that these cytokines could be
elevated in the serum of these mice throughout cancer development, but
we were unable to make this assessment due to limited serum following
GDF15 analysis. Future studies should measure the protein content of
the cytokines in both serum and muscle.
Figure 2.
[152]Figure 2
[153]Open in a new tab
The effects of ID8 implantation on muscle mass, fat mass, spleen mass,
GDF15 and gene expression of inflammation and atrogenes. Analysis of
muscle mass at all time points in hindlimb muscles was completed (A,
n = 22–24; soleus (SOL), extensor digitorum longus (EDL), plantaris
(PLA), tibialis anterior (TA), gastrocnemius (GA) and quadriceps
(QUAD)). Subcutaneous adipose mass in the inguinal fat depot (B,
n = 9–12), serum GDF15 (C, n = 8–11) and spleen mass (D, n = 21–22)
were also analyzed. mRNA content of inflammatory and atrophy markers
interleukin-6 (IL-6), tumour necrosis factor – alpha (TNF-α), atrogin
and muscle RING-finger protein-1 (MURF-1) were measured using
quantitative PCR in the TA and diaphragm of all groups (E-H, n = 6–8).
Results represent mean ± SD. Lettering denotes statistical significance
when different from each other (p < 0.05). C57BL/6J female mice ∼75
days post PBS injection as controls (CTRL); C57BL/6J female mice ∼45
days post ovarian cancer injection (45 Days); C57BL/6J female mice ∼75
days post ovarian cancer injection (75 Days); C57BL/6J female mice ∼90
days post ovarian cancer injection (90 Days). All data was analyzed
using a one-way ANOVA or Kruskal–Wallis test when data did not fit
normality. All ANOVAs were followed by a two-stage step-up method of
Benjamini, Krieger and Yukutieli multiple comparisons test.
3.3. Muscle atrophy in the absence of muscle regeneration occurs earlier in
the diaphragm compared to TA throughout ovarian cancer development
Muscle atrophy is also a hallmark of cancer cachexia. TA and diaphragm
muscles were sectioned and tagged for MHC isoforms I, IIA and IIB;
black fibers were assumed IIx. In the TA, fiber CSA was not different
in the 45 Day group in any isoform or when isoforms were pooled
([154]Figure 3A–C). In the 75 Day group, TA exhibited lower CSA in
pooled fibers (−11%) with specific reductions in MHCIIx isoforms
([155]Figure 3A–C). In the 90 Day group, TA exhibited an exacerbated
reduction in pooled fiber CSA (−23%) with specific reductions in all
isoforms compared to control ([156]Figure 3A–C). This is further
exemplified when pooled fibers are presented in a histogram as a higher
frequency of smaller fibers exist in the TA in the 90 Day group
compared to control ([157]Figure 3D). We also demonstrate muscle
atrophy was occurring in the absence of apparent regeneration by
measuring eMHC to evaluate if new fibers were developing. In the TA no
eMHC fibers were identified in any groups ([158]Figure 3E,F). We also
performed a fiber type distribution analysis in the red TA between the
CTRL and 90 Day group to evaluate if a fiber type shift occurred
throughout cancer development. No differences were found between groups
([159]SFigure 3).
Figure 3.
[160]Figure 3
[161]Open in a new tab
Evaluation of tibialis anterior and diaphragm fiber type atrophy and
fiber regeneration in epithelial ovarian cancer injected mice. Analysis
of fiber histology on myosin heavy chain (MHC) isoforms and eMHC was
performed in control and EOC mice. Cross-sectional area (CSA) of MHC
isoforms were evaluated in the tibialis anterior (A-C, n = 7–10). All
fiber types were also pooled, binned and averaged based off fiber area
and plotted by frequency distribution at each time point compared to
control (D, n = 7–10). Embryonic MHC (eMHC) was tagged in separate
sections to evaluate the presence of new fibers (E & F, n = 7–10). This
was repeated within the diaphragm (G-L, n 10 = 14). Results represent
mean ± SD. Lettering denotes statistical significance when different
from each other (p < 0.05). α p < 0.05 Control versus 45 Days; β
p < 0.05 Control versus 75 Days; δ p < 0.05 Control versus 90 Days. A
one-way ANOVA was used for figures A, B, G and H. Data that was not
normally distributed was analyzed with a Kruskal–Wallis test. A two-way
ANOVA was used for figures D and J (interactions shown only). All
ANOVAs were followed by a two-stage step-up method of Benjamini,
Krieger and Yukutieli multiple comparisons test. C57BL/6J female mice
∼75 days post PBS injection as controls (CTRL); C57BL/6J female mice
∼45 days post ovarian cancer injection (45 Days); C57BL/6J female mice
∼75 days post ovarian cancer injection (75 Days); C57BL/6J female mice
∼90 days post ovarian cancer injection (90 Days).
In the diaphragm, muscle atrophy was evident earlier than in the TA. In
the 45 Day group, diaphragm fibers exhibited lower CSA stained with
MHCIIa and MHCIIb isoforms as well as lower CSA in pooled fibers (−12%)
([162]Figure 3G–I). In the 75 Day group, fiber CSA remained lower in
pooled fibers (−13%) specifically in MHCIIa and MHCIIb isoforms
compared to control and were similar to the 45 Day group
([163]Figure 3G–I). In the 90 Day group, diaphragm CSA exhibited
extensive reductions when isoforms were assessed separately or pooled
(−24%) ([164]Figure 3G–I). This is further demonstrated when pooled
fibers are displayed in a histogram as a higher frequency of smaller
fibers were present at 90 days ([165]Figure 3J). This atrophy in the
diaphragm also occurred in the absence of apparent regeneration as no
eMHC fibers were identified ([166]Figure 3K,L). As muscle strips were
used for diaphragm histology, a fiber type distribution analysis could
not be performed as done on the TA.
3.4. Early muscle weakness is further reduced in the diaphragm throughout
ovarian cancer progression but gradually recovers in the TA
Muscle weakness is another hallmark of cancer cachexia. In the 45 Day
group, TA specific force production was lower compared to control
([167]Figure 4A,B). In contrast, force production increased
progressively by 75 days and 90 days, while still remaining lower
compared to control (main effect) ([168]Figure 4A,B). The rate of
contraction (Df/dt) at 1Hz stimulation frequency was lower at 45 Day
group compared to control but not different at 100Hz ([169]Figure 4C).
In addition, the half relaxation time (HRT) was significantly longer in
the 90 Day group at both stimulation frequencies ([170]Figure 4D). This
suggests that at 45 days the TA exhibits a slower rate of contraction
at lower stimulation frequencies, and at 90 days the TA exhibits slower
relaxation. We also measured mRNA content of ryanodine receptors (RyR1)
and sarcoendoplasmic reticulum calcium ATPase (SERCA) as these proteins
are integral for the regulation of calcium release and reuptake that
regulates contraction. RyR1 mRNA content was not different across the
time points, however, SERCA1 mRNA content was higher in the 90 Day
group compared to control ([171]Figure 4E).
Figure 4.
[172]Figure 4
[173]Open in a new tab
The effects of epithelial ovarian cancer (EOC) on tibialis anterior and
diaphragm force production, contractile properties and calcium handling
gene expression. In situ tibialis anterior force production was
assessed using the force-frequency relationship (A, n = 9–10; B,
Representative twitches at 1 Hz and 100Hz). Rate of twitch contractions
along with the half relaxation time were also assessed at 1Hz and 100Hz
(C & D, n = 18–22). mRNA expression of ryanodine receptors (RyR1) and
sarcoplasmic/endoplasmic reticulum ATPase (SERCA; SERCA1 used for
tibialis anterior (fast twitch) and SERCA2 for diaphragm (slow twitch)
was also measured (E, n = 8). This was repeated for the diaphragm (F-J,
n = 8–22) Results represent mean ± SD. ∗p < 0.05 Control versus all
time points; & p < 0.05 45 Days versus all time points; #p < 0.05
75 Days versus all time points; $ p < 0.05 90 Days versus all time
points. Lettering denotes statistical significance at an alpha set at
p < 0.05. A two-way ANOVA was used for figures A and J (main effects
shown only) and all other data was analyzed using a one-way ANOVA or
Kruskal–Wallis test when data did not fit normality. All ANOVAs were
followed by a two-stage step-up method of Benjamini, Krieger and
Yukutieli multiple comparisons test. C57BL/6J female mice ∼75 days post
PBS injection as controls (CTRL); C57BL/6J female mice ∼45 days post
ovarian cancer injection (45 Days); C57BL/6J female mice ∼75 days post
ovarian cancer injection (75 Days); C57BL/6J female mice ∼90 days post
ovarian cancer injection (90 Days).
Diaphragm force production was also significantly lower compared to
control in the 45 Day group as a main effect (interaction at 40Hz
onward; not shown), with no changes in contractile properties but
decreases in RyR1 and SERCA2 mRNA contents ([174]Figure 4F–J).
Interestingly, in the 75 Day group, diaphragm specific force
transiently increased compared to the 45 Day group while still
remaining lower than control as a main effect (interaction at 40Hz
onward; not shown), with no changes in the rate of contraction, time to
relaxation or mRNA content of RyR1 or SERCA2 ([175]Figure 4F–J). In the
90 Day group, force production was further lowered compared to all time
points as a main effect (interaction at 40Hz onward; not shown) with
longer half relaxation time at 100Hz stimulation frequency
([176]Figure 4F–I). This decrease in force production and increase in
half relaxation time was coupled to decreases in RyR1 and SERCA2 mRNA
content ([177]Figure 4J). These data demonstrate that each muscle
demonstrates unique contractile adaptations to ovarian cancer over
time.
3.5. Mitochondrial genes are downregulated in the TA during early and
advanced stages of epithelial ovarian cancer
Given there were no changes in markers of atrophy-related mechanisms
that have been found in other cachexia models (GDF15, TNF-α, Atrogin
and MURF-1 [[178]13,[179]46], we examined the potential role for
mitochondrial stress responses that have been identified in other
models [[180]21,[181]47]. In the TA, RNA-seq revealed 691, 795 and 3402
differentially expressed genes (DEGs) in the 45, 75, and 90 Day groups
compared to control, respectively. Some of these DEGs are shared among
time points ([182]Figure 5A). We then used a volcano plot to
demonstrate DEGs that were upregulated or downregulated compared to
control ([183]Figure 5B–D). Gene ontology (GO) enrichment analyses was
then performed on DEGs to investigate up and down regulated biological
processes altered across time points compared to control
([184]Figure 5E–G). Several pathways were significantly enriched, with
the majority of downregulated pathways being mitochondrial-related. The
two most significantly different upregulated and downregulated pathways
from the enrichment analysis were represented in a chord plot to
exemplify the specific genes changing across ovarian cancer progression
([185]Figure 5H–J). These results largely demonstrate how more
mitochondrial genes are down regulated as ovarian cancer progresses
with increases in certain muscle contraction related genes in the 90
Day group ([186]Figure 5H–J).
Figure 5.
[187]Figure 5
[188]Open in a new tab
RNA sequencing analysis of tibialis anterior muscle in epithelial
ovarian cancer (EOC) injected mice. Number of differentially expressed
genes (DEGs) in each comparison were exemplified in a Venn diagram (A).
Volcano plot showing -log10 p-value and log2 fold changes of DEGs for
each comparison were also completed (B–D). Top 3 upregulated and top 3
downregulated biological processes enriched in DEGs at each time point
were also analyzed and graphed (E–G) Top two upregulated and down
regulated biological processes were also used to generate a chord plot
with the corresponding DEGs and respective log fold changes at each
time point (H–J). n = 6. C57BL/6J female mice ∼75 days post PBS
injection as controls (CTRL); C57BL/6J female mice ∼45 days post
ovarian cancer injection (45 Days); C57BL/6J female mice ∼75 days post
ovarian cancer injection (75 Days); C57BL/6J female mice ∼90 days post
ovarian cancer injection (90 Days).
3.6. Decreases in carbohydrate supported mitochondrial respiration occur in
early stages of ovarian cancer progression but is restored by late-stage
disease
Using permeabilized muscle fibres, mitochondrial respiration was
assessed by stimulating complex I with NADH generated by pyruvate
(5 mM; carbohydrate substrate) and malate (2 mM) across a range of ADP
concentrations to challenge mitochondria over a spectrum of metabolic
demands. The ADP titrations were repeated without (-Creatine;
[189]Figure 6A,D) and with creatine (+Creatine; [190]Figure 6B,E) in
the assay media to model the two main theoretical mechanisms of high
energy phosphate shuttling from the mitochondria to the cytosol
[[191]43,[192][48], [193][49], [194][50]]. Briefly, in the absence of
creatine, ATP is exported across the double membranes while in the
presence of creatine, matrix-derived ATP crosses the inner membrane and
is used by mitochondrial creatine kinase in the intermembrane space to
phosphorylate creatine. The phosphocreatine product is then exported
across the outer membrane which is then used by cytosolic creatine
kinases to re-phosphorylate ADP local to ATP consuming proteins.
Previous studies have shown that ADP/ATP flux is much slower than
creatine/phosphocreatine due to the diffusion limitations of ATP/ADP vs
phosphocreatine/creatine [[195]51]. Prior modeling experiments have
posited that up to 80% of the phosphate exchange between mitochondria
and cytoplasm (in muscle) is likely comprised of the creatine-dependent
system. 25 μM, 100 μM and 500 μM ADP were selected to reflect creatine
sensitivity as this is within the predicted range that is sensitive to
the effects of mitochondrial creatine kinase (mtCK) [[196]29,[197][51],
[198][52], [199][53]]. Maximal ADP-stimulated respiration was unchanged
in both muscles, in each condition, at all-time points
([200]SFigure 5A-D) indicating that cancer alters the regulation of
mitochondrial pyruvate oxidation stimulated by submaximal ADP
concentrations.
Within the 45 and 75 Day groups, TA and diaphragm exhibit a decrease in
mitochondrial respiration in the -Creatine condition with an apparent
supercompensation by 90 days ([201]Figure 6A,D). In the +Creatine
condition, early decreases in mitochondrial respiration in both muscles
returned to normal by the 90-day time point ([202]Figure 6B,E). A
summary of all respiration changes across time and between conditions
as a main effect versus control is provided for both muscles
([203]Figure 6C,F). All changes in mitochondrial respiratory control
were not influenced by changes in mitochondrial electron transport
chain (ETC) content as there were no changes in ETC subunit content
estimated via western blot ([204]SFigure 4A & 4B).
Another approach for evaluating changes in the relative control exerted
by mitochondrial creatine kinase on ADP-stimulated respiration, or
‘mitochondrial creatine sensitivity’, is to calculate the ratio of
respiration at submaximal ADP concentrations in
both +Creatine/-Creatine conditions
[[205]21,[206]29,[207]34,[208]51,[209]54]. In the TA, creatine
sensitivities were unchanged across time points indicating alterations
in respiration were similar between both high energy phosphate
shuttling systems ([210]SFigure 5E). While both -Creatine and +Creatine
respiration changed across time points, the relative changes were
disproportionate within the diaphragm, particularly in the 90 Day group
compared to control. More specifically, the -Creatine system exhibited
a greater increase in respiration compared wo the +Creatine system,
thus, mitochondrial sensitivity to creatine was decreased compared to
control in the 90 Day group, but this does not necessarily reflect
compromised energy transfer from mitochondria to cytoplasm given both
systems nonetheless improved. ([211]SFigure 5F), indicating the
creatine-dependent phosphate shuttling system is selectively impaired
compared to the creatine-independent system. This effect was not
explained by mtCK protein contents given they were unchanged at all
time points ([212]SFigure 5G & 5H).
We also measured fat oxidation in each muscle in order to determine if
these changes in respiration were unique to pyruvate stimulation of
respiration through Complex I (NADH). In the TA, there were no changes
in palmitoyl CoA-supported respiration ([213]SFigure 6B & 6D)
suggesting that the decreases in pyruvate oxidation were not due to a
dysfunction that impacted all substrates. Likewise, there were no
changes in Complex II-supported respiration (succinate; FADH[2]) and
glutamate-supported respiration (further NADH generation; Complex I) in
both +Creatine/-Creatine conditions ([214]SFigure 7A-D). This suggests
that the decrease in pyruvate oxidation were also not due to Complex I
impairments per se nor ETC components downstream of both Complex I and
II (see discussion). Interestingly, there was an increase in state II
pyruvate/malate respiration in the 90 Day group in the absence of
creatine suggesting increased proton leak, but no changes were observed
in the presence of creatine ([215]SFigure 7E & 7F) nor in response to
palmitoyl CoA ([216]SFigure 6A).
The diaphragm also exhibited no changes in palmitoyl CoA
([217]SFigure 6C & 6D) respiration. However, Complex II-supported
respiration (succinate; FADH[2]) in the -Creatine condition was higher
in the 90 day group along with glutamate-supported respiration (further
NADH generation; Complex I) in both creatine conditions
([218]SFigure 7G-J). There were no changes in state II
pyruvate/malate-supported respiration ([219]SFigure 7K & 7L).
3.7. Increased mitochondrial H[2]O[2] emissions occur in complex I forward
and reverse electron transfer in this EOC model
We stimulated complex I-supported mH[2]O[2] with forward electron
transfer (pyruvate and malate (2 mM) to generate NADH) ([220]Figure 7A)
and reverse electron transfer (succinate to generate FADH[2])
([221]Figure 7B) [[222][55], [223][56], [224][57], [225][58]]. These
substrate-specific maximal mH[2]O[2] kinetics were followed by
titration of ADP to determine the ability of ADP to attenuate mH[2]O[2]
during oxidative phosphorylation (OXPHOS). In the TA, pyruvate/malate
and succinate supported maximal mH[2]O[2] was not different at any time
point compared to control ([226]Figure 7C,E). However, pyruvate/malate
supported mH[2]O[2] during OXPHOS were increased in the 75 Day group
which returned to control levels by the 90 Day group, while succinate
supported mH[2]O[2] was increased at the 75 and 90 Day groups
([227]Figure 7D,F). There were no changes in diaphragm pyruvate/malate
and succinate supported maximal mH[2]O[2] at any time point
([228]Figure 7H,J). The diaphragm exhibited no changes in pyruvate &
malate-supported H[2]O[2] during OXPHOS but exhibited higher
succinate-supported mH[2]O[2] during OXPHOS in the 75 Day group that
returns to baseline by the 90 Day group ([229]Figure 7I,K). A summary
of mH[2]O[2] changes across time and between conditions as a main
effect versus control is provided for the TA ([230]Figure 7G) and
diaphragm ([231]Figure 7L).
A comprehensive summary of all changes between the TA and diaphragm
captured within this study design is provided ([232]Figure 8).
Figure 8.
[233]Figure 8
[234]Open in a new tab
Summary of changes in a metastatic epithelial ovarian cancer cachexia
model. When mice were injected with epithelial ovarian cancer, at a
pre-metastasis time point (45 days post-injection) early muscle
weakness was associated with decreases in pyruvate oxidation in both
the tibialis anterior and diaphragm muscles. At this time, the tibialis
anterior muscle did not exhibit muscle atrophy while the diaphragm did.
With the exception of IL-6 in the diaphragm, there were no increases in
TNF-
[MATH: α :MATH]
and atrophy markers of cancer cachexia at this time. During severe
metastasis (90 days post-injection) both muscles exhibited muscle
atrophy and muscle weakness, however the tibialis anterior recovered
specific force production. Moreover, both muscles exhibited
compensatory increases in submaximal pyruvate oxidation. Last, with the
exception of IL-6 there were still no increases in TNF-
[MATH: α :MATH]
and atrophy markers of cancer cachexia.
4. Discussion
Epithelial ovarian cancer is the most lethal gynecological cancer in
women. Advanced stages of this disease cause severe muscle weakness,
yet the mechanisms remain unknown due in part to the inherent
challenges of studying clinical population as well as a limited
selection of pre-clinical models. Moreover, it has been suggested that
the paucity of metastatic, orthotopic models for cancer cachexia has
contributed to failures in clinical trials of therapies designed to
preserve muscle mass and/or function that were otherwise based on
evidence from other types of preclinical models [[235]11]. Modelling
cachexia in a metastatic context is believed to greatly improve the
predictive power of preclinical models for identifying mechanisms and
therapy development [[236]11]. Here, we developed a new immunocompetent
mouse model of metastatic cancer cachexia reflective of late-stage
ovarian cancer while retaining the clinically relevant aspects of
tumour growth in the nascent organ that can be induced during
adulthood. Importantly the findings of this study demonstrate that
early muscle weakness precedes clinical signs of ovarian cancer
including metastasis and ascites formation as well as atrophy. The
eventual development of atrophy seemingly triggers an adaptive response
whereby specific force is restored in a sustained manner within limb
muscle but only transiently in diaphragm. These pathological and
adaptive responses in muscle quality during ovarian cancer coincided
with dynamic alterations in pyruvate oxidation and mRNA contents
related to numerous mitochondrial pathways but without increases in the
cachexia-regulating atrogene programs, TNF-α or GDF15 that have been
attributed in this process for other cancers [[237]13,[238]46].
Collectively, the time-dependent responses in force production and
fibre size in this new model of ovarian cancer-induced cachexia serve
as a foundation for exploring numerous potential mechanisms underlying
the development of atrophy-independent and -dependent weakness in
relation to metastasis. The findings also highlight how mitochondrial
stress is a defining feature of muscle weakness during ovarian cancer
[[239]21,[240]47].
4.1. A novel atrophy-independent weakness in locomotor muscle during ovarian
cancer
At the earliest time point assessed (45 Day group), both TA and
diaphragm demonstrate lower specific force production. As this
measurement is normalized to the size of muscle, any occurrence of
atrophy cannot explain this observation. In fact, while modest atrophy
was observed in the diaphragm, fibre size was unchanged in the TA at
this timepoint. Therefore, the TA demonstrated a pre-atrophy weakness
similar to our previous findings in the C26 colorectal cancer model
that weakness precedes atrophy in the quadriceps and the diaphragm
[[241]21]. Hence, pre-atrophy weakness has now been reported in two
distinct models suggesting it is a common phenomenon during cancer.
This finding is important because it raises questions regarding the
atrophy-independent mechanisms of muscle weakness during cancer – a
topic that is considerably understudied in contrast to the literature
on atrophy-dependent muscle weakness during cachexia. While it is
possible that weakness precedes atrophy in the diaphragm of the current
EOC model, future studies would need to examine an earlier time course
design.
4.2. Reduced mitochondrial pyruvate oxidation is associated with early muscle
weakness during ovarian cancer
In the TA, RNAseq identified nuclear genes encoding mitochondrial
proteins as the most dominant gene expression stress response early
during cancer (45 Day group) when tumours were just appearing, and well
before severe metastasis or atrophy developed. High resolution
respirometry revealed that this stress response corresponds with
reduced pyruvate oxidation – an index of carbohydrate oxidation – but
with no corresponding changes in the capacity for long chain fatty acid
oxidation. This finding of a substrate-specific change in respiration
was similar in diaphragm at this early time point. There were also no
changes in the oxidation of the amino acid-derived substrate glutamate
or succinate (generation of FADH[2] at complex II). As both pyruvate
and glutamate generate NADH through their respective dehydrogenases
(pyruvate dehydrogenase (PDH) and glutamate dehydrogenase (GDH)), the
findings suggest that the ability of Complex I to oxidize NADH may not
have been altered in the TA. This suggests that the unique reduction in
pyruvate oxidation at 45-days may be due to changes in PDH itself.
While there were no changes in PDH or PDH phosphatases mRNA expression
identified with RNAseq at this time point (data not shown), future
studies could determine if isolated PDH activity is inhibited similar
to indications from previous reports in C26 mice [[242]59].
Considering that measurements of oxygen consumption reflect reduction
of O[2] at Complex IV downstream of both Complex I and II, the lack of
decreases in both glutamate and succinate oxidation in both TA and
diaphragm indicates that the integrated function of the electron
transport chain was not altered, at least as could be detected within
the physiologically relevant context of ADP-stimulated (coupled)
respiration. This finding is interesting given that protein contents of
specific subunits of ETC complexes were not changed across time points.
In the 75 Day and 90 Day groups, the protein contents of ETC protein
subunits measured by western blot were not changed, but mRNA content of
these subunits were decreased (data not shown; C1 - NDUFB8, CII – SDHB,
CIII – UQCRC2, CV – ATP5A). While speculative, these findings suggest a
number of possibilities including increased ETC protein stability or
that reductions in mRNA reflect increased translation rather than
decreased gene expression [[243]60].
Given that ovarian cancer does not reduce oxidation of the other
substrates explored at this early timepoint, it is also difficult to
define the unique reductions in pyruvate oxidation as a ‘mitochondrial
dysfunction’ per se. This is a critical outcome of the present
investigation and highlights the importance of comparing substrates to
each other and to defined primary outcomes of myopathy tracked over
time, and across muscle types. This approach determines whether
mitochondrial stress responses affect a central governance of oxidative
phosphorylation or an adaptive reprogramming - a concept and
perspective we have proposed previously for the study of myopathies
[[244]61].
4.3. Recovery of specific force during the development of atrophy is more
sustained in limb muscle versus diaphragm
As atrophy developed by the 75 Day group in both muscles, specific
force partially recovered despite the appearance of atrophy in the TA
with even greater atrophy in the diaphragm. As specific force is a
measure that is independent of muscle mass, this finding raises
questions regarding the mechanism of intrinsic improvements within the
atrophied muscle itself. This remarkable adaptive response in both
muscles diverged in the 90 Day group. Particularly, specific force
recovered even further in the TA, whereas diaphragm force plummeted to
very low levels. Interestingly, severe metastasis occurred on the
diaphragm in the 90 Day group, suggesting that metastases to the
diaphragm may contribute directly to the progressive loss of force
production at advanced stages of ovarian cancer cachexia.
Unlike the 45 Day group, changes in force production were not
consistently related to changes in pyruvate oxidation given this
function remained low as force recovered at 75 days, with increases in
pyruvate oxidation at 90 days being positively or inversely related to
muscle force production in the TA and diaphragm, respectively.
Nonetheless, decrements in pyruvate oxidation were more strongly
related to pre-atrophy weakness early during cancer. This finding
warrants further examination with targeted approaches that determine
whether altered glucose metabolism contributes to weakness uniquely at
early stages of ovarian cancer.
As the mechanisms underlying the progressive vs transient increase in
force production in both muscles require further investigation, RNAseq
analyses in the TA demonstrated mRNA contents related to chromatin
regulation and biosynthetic processes that can be explored for the
generation of numerous hypotheses in future investigations. Likewise,
increased mRNA contents corresponding to genes related to myofibril
assembly and actomyosin structure organization during the pre-atrophy
period at 45 days in the TA suggests potential turnover of sarcomeric
structures may have occurred. Future studies could consider whether
pre-atrophy weakness was due to declining quality of contractile
machinery. Last, Reactome enrichment analysis identified 19 “muscle
contraction” genes upregulated at the 90-day time point in the TA. Some
of these genes are related to calcium handling (ATP2b4, ITPR2, RyR1,
and ATP2a1), suggesting increases in force production could be related
to calcium regulation. While RNAseq was not performed in the diaphragm,
Rt-PCR analysis did identify decreases in RyR and SERCA mRNA content
concurrent with a decrease in force-frequency production. Functional
calcium handling measures could be performed in the future to explore
potential relationships between mitochondrial ATP supply supported by
carbohydrate oxidation and the energetic cost of contraction [[245]62].
4.4. Mitochondrial-cytoplasmic phosphate shuttling: two systems, two
different responses during ovarian cancer
This study was also designed to consider how mitochondria shuttle
phosphate to the cytoplasm in the form of both PCr (Phosphocreatine)
and ATP in order to gain deeper insight into the precise mechanisms by
which skeletal muscle mitochondria demonstrate metabolic reprogramming
(as explained in Results and in [[246]51]). These modeling approaches
identify early reductions in pyruvate oxidation in both TA and
diaphragm that were observed more consistently in the dominant
creatine-dependent pathway (PCr export) yet both phosphate shuttling
systems (ATP and PCr export) improved over time. The late stage
increases in both systems, with an apparent supercompensation in the
creatine-independent (ATP) shuttling system, indicate a mitochondrial
‘hormesis’ consistent with a perspective that mitochondria attempt to
enhance the supply of ATP to a failing muscle fibre as the stress of
cancer intensifies.
Collectively, this experimental design led to findings that can guide
pre-clinical therapy development to treat cancer-induced muscle
weakness. For example, the relationships would support further
investigation into therapies that preserve pyruvate oxidation or
creatine-dependent metabolism early in cancer could be explored to
determine if the pre-atrophy weakness can be prevented.
4.5. mH[2]O[2] emission: a delayed relationship with weakness?
mH[2]O[2] emission was not elevated at the early 45 Day timepoint
corresponding to muscle weakness in both muscles. Therefore, there was
a stronger relationship between early weakness and reduced pyruvate
oxidation and creatine-dependent respiration in both muscles than to
oxidative stress. Rather, mH[2]O[2] emission was increased by the 75
Day group in both muscles. By the 90 Day group, mH[2]O[2] emission
returned to control levels in both muscles although this depended on
the pathway assessed. While mH[2]O[2] emission derived from the reverse
electron transfer pathway was more consistently elevated in both
muscles, the unique time-dependent patterns of both systems further
highlight the complexities of mitochondrial reprogramming that would
not be captured by traditional single pathway analyses. Collectively,
there is a clear increase in mH[2]O[2] in mid to late stages of cancer
corresponding to atrophy. Therefore, the findings serve as a basis for
examining the potential roles of mitochondrial-derived redox signals in
regulating muscle fibre size distinct from mechanisms governing earlier
muscle weakness that was more strongly related to changes in oxidative
phosphorylation in this model. The findings also suggest that
mitochondrial-targeted antioxidants could be tested to determine if
these mH[2]O[2] responses are partially contributing to atrophy during
ovarian cancer. Indeed, a previous study in C26 cancer mice
demonstrated the mitochondrial cardiolipin-targeting small peptide
SS-31 prevented atrophy at later stages of development in relation to
lower mH[2]O[2] emission [[247]63].
4.6. Mechanisms regulating cachexia in an orthotopic, metastatic, epithelial
ovarian cancer model appear to differ from other pre-clinical models
Contemporary theories propose muscle wasting during cancer cachexia is
induced by circulating factors generated by the host or tumour which
trigger protein degradation and loss of myofibrillar proteins
[[248]4,[249]64,[250]65]. Several genes and cytokines are thought to
regulate this skeletal muscle degradation but atrogin, Murf-1, TNF-a,
IL-6, and GDF15 are perhaps most commonly identified and measured
[[251]13,[252]46]. However, the current investigation using an
immunocompetent, orthotopic, metastatic model of ovarian cancer does
not demonstrate robust activation of these pathways. Indeed, with the
exception of IL-6 in the diaphragm, the factors regulating muscle
atrophy seem to be different within the current model. The
time-specific increases in IL-6 in the diaphragm could be explored
given this cytokine is integral for the development of muscle loss in
the Apc^min/+ mouse (genetic spontaneous colorectal cancer model)
[[253]66,[254]67].
The absence of atrogene responses is similar to a patient-derived
xenograft (PDX) model whereby, pancreatic ductal adenocarcinoma (PDAC)
tumours from cancer patients are orthotopically injected into
immunodeficient NSG mice [[255]68]. Within this model, the TA
demonstrates up-regulation in canonical atrophy-associated pathways
(ubiquitin-mediated protein degradation), while the diaphragm
demonstrates an up-regulation in genes related to the inflammatory
response [[256]68]. This could suggest that orthotopic models
demonstrate distinct cachexia profiles between muscles that are unique
to ectopic models.
Reductions in food intake and physical activity are thought to
contribute partially to cachexia [[257]69,[258]70]. The degree to which
these patterns contribute to pre-atrophy weakness or atrophy itself in
the current study requires further investigation. However, previous
work in C26 mice has shown that reductions in food intake did not
contribute to reduced muscle weights, fiber CSA, or muscle force given
pair-fed mice retained normal muscle parameters compared to tumour
bearing mice [[259]71].
4.7. Perspectives, limitations and conclusions
The discovery that muscle weakness and mitochondrial stress precedes
severe metastasis and ascites accumulation in ovarian cancer raises the
question of whether pre-atrophy weakness could be an early diagnostic
marker of cancer, given that ovarian malignancy is largely undetectable
at premetastatic stages. Indeed, most women are diagnosed with ovarian
cancer at stage III – a time where metastasis/ascites have already
started, and survival rates are low [[260]22,[261]23,[262]72]. Thus,
early cancer detection is suggested to be one of the best strategies
for cancer prevention [[263]73]. Exploring this possibility would be
complex given muscle weakness and altered mitochondrial functions could
occur in other health conditions such as ageing and muscle disuse
[[264]74,[265]75]. These findings also position mitochondrial
reprogramming as a potential therapeutic target in pre-atrophy weakness
and cachexia during metastatic ovarian cancer.
While we measured monocular cell infiltration to the diaphragm, we
could not repeat these measures in all organs within the
intraperitoneal space (e.g. stomach, colon, liver, spleen, etc.) to
confirm the lack of metastasis at the earlier time points with high
confidence. In this regard, we cannot definitively state that muscle
weakness precedes metastasis per se, but rather severe metastasis as
evidenced by the visual confirmation in the diaphragm and lack of
obvious tumours by sight throughout the abdominal cavity (data not
shown). Future studies could use dye-based imaging methods to track and
characterize metastatic disease as done previously [[266]76] to
identify if mitochondrial stress and muscle weakness precede the
earliest onset of metastasis.
Of interest, chemoresistance during ovarian cancer is commonly
associated with disease recurrence after platinum-based treatments
[[267]77] at which point cachexia can become more evident. Although not
investigated in the current study, it is worth highlighting that this
EOC model is responsive to platinum-based chemotherapies [[268]78].
Thus, future studies could consider using this model to investigate the
interactions of chemotherapy and ovarian tumour-related stressors on
cachexia.
In conclusion, this is the first mouse model of epithelial ovarian
cancer-induced muscle weakness that offers the advantages of orthotopic
injections of EOC cells into the ovarian bursa that can be performed in
immunocompetent mice during adulthood. The model also demonstrates the
critical clinical feature of metastasis in the abdominal cavity similar
to what occurs in women with late-stage ovarian cancer. The
identification of an early muscle weakness that precedes both atrophy
and severe metastasis provide a new direction for research in
understanding the atrophy-independent mechanisms of muscle weakness
during ovarian cancer. We identified substrate-specific alterations in
mitochondrial oxidative phosphorylation and increases in mitochondrial
reactive oxygen species that coincide with early pre-metastatic
weakness. The model also demonstrates late-stage apparent compensatory
relationships between mitochondrial metabolism and specific force
restoration in limb muscle suggesting a remarkable adaptive mechanism
that appears to be muscle-specific. The time-dependent and
muscle-specific relationships described in this new model will support
continued efforts in defining atrophy-independent and -dependent
mechanisms of weakness during ovarian cancer in relation to metastasis
and for guiding the design of pre-clinical therapy development
investigations.
CRediT authorship contribution statement
Luca J. Delfinis: Writing – review & editing, Writing – original draft,
Visualization, Validation, Project administration, Methodology,
Investigation, Formal analysis, Conceptualization. Leslie M. Ogilvie:
Writing – review & editing, Methodology, Investigation,
Conceptualization. Shahrzad Khajehzadehshoushtar: Writing – review &
editing, Methodology, Investigation, Conceptualization. Shivam Gandhi:
Writing – review & editing, Investigation. Madison C. Garibotti:
Writing – review & editing, Investigation. Arshdeep K. Thuhan: Writing
– review & editing, Investigation. Kathy Matuszewska: Methodology.
Madison Pereira: Methodology. Ronald G. Jones: Writing – review &
editing, Formal analysis, Data curation. Arthur J. Cheng: Writing –
review & editing, Validation. Thomas J. Hawke: Writing – review &
editing, Validation. Nicholas P. Greene: Writing – review & editing,
Validation. Kevin A. Murach: Writing – review & editing, Validation,
Formal analysis. Jeremy A. Simpson: Writing – review & editing,
Methodology, Conceptualization. Jim Petrik: Writing – review & editing,
Methodology, Conceptualization. Christopher G.R. Perry: Writing –
review & editing, Writing – original draft, Visualization, Validation,
Supervision, Project administration, Methodology, Funding acquisition,
Conceptualization.
Declaration of competing interest
The authors declare that they have no known competing financial
interests or personal relationships that could have appeared to
influence the work reported in this paper.
Acknowledgment