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Table 2.1 PALM classication scale
PALM category
1 Severe anatomical
decit
2 Moderate
anatomical decit
2a Minor nonanatomical
2b Nonanatomical
3 Minor anatomical
decit
Can be used to classify patients and as such dene optimal treatment options for the individual
OSA patient [5]
Category cut-off
P
> +2cm H2O Anatomical decit. Anatomical or
crit
−2cm H2O<P
+2cm H2O
vulnerability
vulnerability
P
< −2cm H2O
crit
<
crit
Denition
mechanical intervention advised (e.g.,
CPAP)
Potential candidate for combination therapy
Anatomic interventions advised (e.g., CPAP,
MAD, positional therapy)
Combination of anatomic and
nonanatomical interventions (e.g., MAD +
oxygen)
Nonanatomical interventions advised (e.g.,
oxygen)
S. Op de Beeck et al.
when the pharyngeal muscles are passive (i.e., not additionally activated). By denition, active collapsibility is the ventilation that can be achieved at maximal ventilatory drive (i.e., when ventilatory drive is at the arousal threshold and pharyngeal
muscles are activated as much as possible). The upper airway gain, reecting upper
airway muscle activation, is the slope of the line connecting V
passive
and V
active
. Stable
breathing (orange) is achieved if the line representing “1/loop gain” and the line
representing “upper airway gain” intersect. However, stable breathing can only be
achieved if the ventilatory drive associated with this point is situated before (to the
left of) the arousal threshold.
The goal in treating obstructive sleep apnea is to modify one or more of the traits
(loop gain, arousal threshold, passive collapsibility or upper airway muscle compensation) to allow stable breathing without reaching the arousal threshold.
A potential patient classication scale is dened as the PALM scale [5] based on
four pathophysiological traits: P
, Arousal threshold, Loop gain and Muscle
crit
responsiveness (Table2.1). According to this scale, OSA patients can be subdivided
into three main categories The major determinant to dene the category of each
individual patient is the upper airway collapsibility, based on P
[5]. Patients with
crit
moderate anatomical decits can be further subdivided into patients without nonanatomical vulnerability (group 2a) and patients with nonanatomical vulnerability
(group 2b). Based on this classication scheme, optimal treatment actions can be
dened for individual patients [5].
2.8 Association Between Treatment Outcome
andPathophysiological Traits
While the different traits will interact as shown in Fig.2.13, the relative importance
of each trait affects treatment outcome of different OSA treatment modalities
(Table2.2).

Site, pattern
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Table 2.2 The optimal treatment for OSA patients depends on the underlying pathophysiological
trait distribution. Colored elds represent the most important traits for each OSA treatment.
Importance of each trait is reected in the height of the colored bars
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Upper airway
collapsibility
Continuous
Positive Airway
Pressure (CPAP)
Mandibular
Advancement
Devices (MAD)
Hypoglossal
Nerve
Stimulation
Upper Airway
Surgery
Drug Therapy
and degree of
upper airway
collapse
Ventilatory
control stability
Muscle
responsiveness
Arousal
threshold
2.8.1 Continuous Positive Airway Pressure (CPAP)
CPAP treatment is characterized by a high efcacy across different patient cohorts.
However, limited adherence might hamper overall efciency. Assessing the underlying pathophysiology of patients and its associations with CPAP adherence might
increase overall efciency. A recent study on patients with coronary artery disease
showed that a greater adherence to CPAP was found in patients with a higher arousal
threshold and average muscle compensation [61].
2.8.2 Mandibular Advancement Devices (MAD)
Regarding MAD treatment, all pathophysiological, both anatomical and physiological, traits play a role in selecting the best candidates.
Regarding the site of upper airway collapse, an increase in velopharyngeal crosssectional area with MAD correlates with treatment response [62–66]. Furthermore,
an improvement in upper airway patency during DISE using a simulation bite predicts MAD response [63]. Recently, a posteriorly located tongue during natural
sleep was also found to be associated with MAD treatment outcomes [67]. Similarly,
tongue base collapse during DISE was found to be associated with increased odds
of being a MAD responder. In contrast, CCCp and complete laterolateral oropharyngeal collapse were associated with increased odds for deteriorating during MAD
treatment [68].

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S. Op de Beeck et al.
Regarding upper airway collapsibility, MAD treatment response is associated
with a lower pharyngeal collapsibility, reected in a lower P
and lower optimal
crit
CPAP level [67, 69–72]. Using nite element modeling and during clinical studies,
mandibular advancement was shown to lower P
in a dose-dependent way [21, 23,
crit,
24, 73–77].
Loop gain affects both upper airway surgery outcomes and MAD treatment outcomes. For both treatment modalities, a lower loop gain, reecting a more stable
ventilatory control system, was associated with an increased probability of treatment response [52, 69].
Overall, using the noninvasive technique to assess the pathophysiological traits
based on baseline PSG signals, a low loop gain proved to be the most critical physiological parameter [72]. However, lower collapsibility, higher arousal threshold,
lower response to arousal and weaker muscle compensation were also favorable
determinants [71].
2.8.3 Hypoglossal Nerve Stimulation
Complete concentric collapse at the level of the palate (CCCp), assessed during
DISE, is a negative endotype and formal exclusion criterion for respirationsynchronized upper airway stimulation treatment [78, 79]. Furthermore, it has been
shown that patients with complete anteroposterior or laterolateral palatal or epiglottic collapse might have increased odds for therapy failure [80].
Regarding the other traits, a recent study using the noninvasive methods described
earlier showed that patients with a higher arousal threshold had increased odds of
being a responder to HGNS treatment after 1 year [81]. Combining arousal threshold with the other physiological traits into one model showed that patients with a
nonanatomical problem predisposing OSA (low arousal threshold, high loop gain,
low pharyngeal compensation, mild collapsibility) tend to be nonresponders to
HGNS treatment.
2.8.4 Upper Airway Surgery
Assessing the site of upper airway collapse is paramount before performing upper
airway surgery. Therefore, DISE is routinely performed on each surgical candidate
to dene and ne-tune the treatment plan [82, 83].
In contrast to HGNS or MAD treatment, maxillomandibular advancement
(MMA) surgery was shown not to be affected by the presence of CCCp. In addition,
MMA tended to resolve CCCp [84].
Regarding the other traits, especially loop gain was shown to affect upper airway
surgery outcomes. A lower loop gain was associated with an increased probability
of treatment response [52, 69].

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2.8.5 Pharmacological Treatment Options
Numerous drugs have been investigated, such as antidepressants, diuretics, antihypertensives, antiemetics, stimulants and sedatives, with some of them showing
interesting properties [85].
Acetazolamide, a carbonic anhydrase inhibitor, may enhance respiratory drive
by inducing metabolic acidosis, thus improving loop gain [86]. Other drugs have
also been repurposed for the treatment of OSA.Spironolactone may improve upper
airway collapsibility by reducing uid retention and edema [87]. Several studies
tried to mitigate OSA by modifying the activity of dilatory upper airway muscles.
Initially, it was thought that sleep-related changes in muscle activity were primarily
due to the withdrawal of serotonin at the hypoglossal neurons [88, 89]. However,
more recent data suggest that drops in noradrenaline levels also play a key role.
Therefore, noradrenergic stimulants, such as protriptyline and desipramine, can
increase muscle activity and reduce upper airway collapsibility [90, 91].
A nal potential target is the arousal threshold. Studies have indicated that sedatives such as eszopiclone and zolpidem increase the arousal threshold by 20–30%
[92–95].
Regarding oxygen therapy, a correlation between response and lower collapsibility at baseline was found [96]. Furthermore, oxygen therapy lowers loop gain
[47]. Pharyngeal muscle compensation affects the response to oxygen therapy;
patients with a higher muscle compensation show increased response [96].
As OSA is a multifactorial disease, recent studies have looked at combinations
of drugs. One of the most exciting studies in this eld demonstrated that the combination of atomoxetine (noradrenergic) and oxybutynin (antimuscarinic) lowers the
AHI by 63% [97]. This improvement was attributed to drastic changes in collapsibility and muscle compensation [98]. Notably, both drugs were ineffective when
administered separately. Another exciting combination, eszopiclone and supplemental oxygen reduced the AHI by 43% via improvements in arousal threshold and
loop gain [99].
2.9 Conclusion
Overall, we can conclude that assessment of OSA pathophysiology holds promise
for playing a pivotal role in coming to precision medicine for obstructive sleep
apnea patients. While until recently, these traits could only be assessed using rigorous, often invasive, and overnight measurements. However, the newly developed
noninvasive techniques can make this information available in routine clinical
practice.

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S. Op de Beeck et al.
Take-Home Message
• There are ve critical pathophysiological OSA traits: site(s) and pattern(s) of
upper airway collapse, upper airway collapsibility, ventilatory control stability
(loop gain), muscle responsiveness, and arousal threshold.
• All these traits can be measured using a gold standard technique involving over-
night measurements and/or upper airway pressure manipulations.
• OSA pathophysiological traits are helpful for treatment selection purposes.
Besides DISE, especially the non-invasive techniques, e.g., based on sleep study
data, hold promise as a patient selection tool.
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