Introduction

The wisdom of Lord Kelvin and Galileo is essential in ICU where our ability to measure human physiology and its response to illness, as well as to our interventions is critical [1]. Kelvin's statement was actually, “When you can measure what you are speaking about, express it in numbers, you know something about it; but when you cannot measure numbers, your knowledge is meager and unsatisfactory; it may be beginning of knowledge, but you have scarcely…advanced to stage of science[1].” Current ICU nutrition therapy has remained at “beginning of knowledge” in personalizing care. We are limited in objectively measuring ICU patient's nutrition needs and metabolic/clinical responses to nutritional interventions. This often leaves us feeling our understanding of ICU nutrition is “meager and unsatisfactory.”

A driver of lack of emphasis on ICU nutrition is lack of objective data to guide nutrition and measure metabolic, muscle and physical function responses to nutrition strategies. To emphasize, ICU physicians would never deliver vasopressors without accurate blood pressure measurements from an arterial line/cuff; thus, we believe ICU community has not embraced focus on nutrition being equally important to other care due to lack of ability to objectively provide “measures” to guide care[1]. Ideally, nutrition should be individualized with “ready-to-feed” indicators and markers indicating when energy delivery is advanced and protein incorporated into lean mass (LM). Further, we must determine when energy intake is adequate while minimizing over/underfeeding. Thus, we must evolve current/future devices for measurement of energy needs and body composition to meet goals in Fig. 1.

Fig. 1
figure 1

Future goals for personalization of nutrition in critical care via assessment of energy metabolism and body composition assessment. GLIM—Global Leadership Initiative on Malnutrition, PN—parenteral nutrition

This manuscript describes current progress in ICU nutrition and highlights where research is needed on ten personalized nutrition questions. Current guideline recommendations from ESPEN/ASPEN and practice suggestions incorporating recent literature summarized in Table 1.

Table 1 Personalized Nutrition in Critical Care: Practical Practice Recommendations, Current Guideline Recommendations, and Future Research Priorities

Question 1: When do we start nutrition?: Personalization of initiating nutrition in ICU

Societal guidelines emphasize initiation of early enteral nutrition (EN) [2,3,4,5,6] with rationale that changes in gut barrier are seen within 24 h and include evidence of intestinal ischemia, increased permeability, bacterial translocation, and dysbiosis [7,8,9,10,11]. Current literature supports early EN(EEN) may attenuate changes via range of “non-nutritional benefits” and improve outcomes compared to delayed EN(DEN) [6]. Recent meta-analyses show EEN versus DEN associates with fewer complications [12], infectious morbidity [2, 4, 6], and ICU/hospital length of stay(LOS) [2, 13]. In two meta-analyses, EEN associates with significant reduction in mortality [4, 12], a benefit not confirmed by two other meta-analyses [2]. EEN benefit is supported in COVID-19 in national database study showing reduced ventilator time and reduced ICU/hospital LOS when COVID-19 ICU patients are fed within three days of admission [14].

EEN timing in guidelines ranges from first 24 h [5] or 24–48 h [2, 6] of ICU admission. Delay or slowing EN advancement is suggested in GI bleeding, mesenteric ischemia, GI intolerance (i.e., GRV > 500 ml), risk of aspiration, intestinal obstruction, abdominal compartment syndrome, risk of refeeding syndrome (or phosphate < 0.65 mmol/L) or unresuscitated hemodynamic instability on vasopressors [2, 5]. No delay is suggested on vasopressors (norepinephrine < 0.3 ug/kg/min) who are adequately resuscitated (i.e., normalized lactate) [8], open abdomen, neuromuscular blockade, therapeutic hypothermia, ECMO, or prone positioning [6].

In patients with EEN contraindications, parenteral nutrition (PN) personalization is described in Question 4. However, higher doses of either EN/PN should be avoided on high doses of vasopressors (norepinephrine ≥ 0.3 ug/kg/min) prior to reasonable vasopressor weaning. This is reinforced by Nutrirea-3 trial showing increased ICU LOS by one day in intubated patients on vasopressors (admit norepinephrine:0.5 ug/kg/m) in low-dose nutrition group (6 kcal/kg/day//0·2–0·4 g/kg/day protein) vs full-nutrition (25 kcal/kg/day//1·0–1·3 g/kg/day protein) [15]. No difference in mortality/infection was observed [15]. Key message is early high-dose feeding should be avoided until patient is stabilized early in ICU stay.

Question 2: How much energy to feed? Personalization of energy targets via indirect calorimetry

Key role of objective energy expenditure (EE) measurement in ICU has recently been described and is possible in routine practice as indirect calorimetry (IC) technology has evolved [16]. Further, respiratory quotient (RQ) provides information on underfeeding (RQ < 0.7), technical problems (leaks), or overfeeding (RQ > 1.0). A key retrospective study on ~ 1200 ICU patients associated delivering ~ 70% of resting IC-measured EE (REE) with improved ICU survival [17]. Both underfeeding and overfeeding beyond 80% of IC targets associated with increased mortality in acute ICU phase [17]. Its well-known predictive equations (PE) fail to predict EE in ICU with correlation factors of 0.24–0.73 for 12 equations [18, 19]. In recent data, IC-measured metabolic rate of COVID-19 patients deviated significantly from values obtained by all common PE [20, 21].

Thus, although IC-guided nutritional targets and EE measures may be essential to future ICU nutrition personalization, IC data must be used judiciously. Measurements should not be performed too early in ICU before patients are adequately resuscitated (~ post-ICU day 3). Further, all recent ICU nutrition guidelines suggest energy delivery start at ~ 10–15 kcal/kg or < 70% of measured-IC REE whether EN/PN is used and advance as patient stabilizes. If additional insult occurs (i.e., new sepsis), reduction to 10–15 kcal/kg/ < 70% IC-measured EE may be needed, further research will need to clarify this. European/American guidelines both advocate IC to measure EE [2, 22]. Recent meta-analysis data showed no effect of IC-directed nutritional therapy on mortality, but IC-directed care may prolong mechanical ventilation [23]. Subsequently, two recent meta-analyses demonstrate potential clinical benefit of IC-guided nutrition. Both showed significantly reduced ICU mortality with IC-guided energy targets [24,25,26]. Worldwide availability/evolution of IC technology has made it increasingly accurate and simple to obtain IC-measures and more practical for centers worldwide to consider adding IC to practice [16, 27, 28]. Newer IC devices provide accurate REE measures in ~ 5–10 min, with time required to obtain EE measurements significantly shorter with new-IC devices (p < 0.001) versus previous devices (including: Deltatrac®/Quark RMR®/V-max®) [29]. Further, accurate readings are now possible, up to 70% FiO2, and data show that REE can be made with IC on CRRT [30]. In centers with trained staff (including dietitians), IC-measured EE in appropriate patients can help prevent over-/underfeeding, common in ICU [17]. This can bring greater focus/objective data to nutrition therapy and its crucial role in ICU and post-ICU setting, when nutrition may play a more significant role in clinical/functional recovery [31]. Given new technology, we must focus on larger trials to generate evidence to define energy needs in different populations and demonstrate potential further evidence of benefits of nutrition personalization via IC [16, 27]. (See Fig. 2: advantages/disadvantages of new-ICs).

Fig. 2
figure 2

Advantages and disadvantages of emerging indirect calorimetry devices and body composition techniques in critical care

Question 3: How much protein to deliver? Personalizing protein dose and timing

Marked muscle mass (MM) loss is seen during ICU stay [32]. Optimal delivery of amino acids (AA) is essential for protein homeostasis and counteracts catabolism in healthy subjects [33]. In ICU, higher protein delivery associates with improved outcomes and reduced MM loss in observational studies [17, 34, 35]. International guidelines recommend advancing protein to 1.3–2.0 g/kg/day [2, 5]. However, recent meta-analysis showed high protein was not associated with improvement in clinical or patient-centered outcomes [36], and recent EFFORT-Protein trial demonstrated no benefit of high doses (> 2.2 g/kg/d) [37]. It is vital to understand enhanced AA provision may not increase muscle protein synthesis (MPS) in acute phase. A recent study showed ICU patients have 60% less MPS vs. healthy subjects, despite normal gut protein absorption [38]. In ICU, anabolic response may be blunted due to variations in anabolic resistance (lower effect of protein and exercise on MPS), immobilization, insulin resistance, inflammation, decreased satellite cell numbers, and low muscle ATP muscle [32, 33]. Some studies investigating higher protein show adverse effects such as enhanced muscle wasting, autophagy inhibition, increased ureagenesis, prolonged organ failure, and LOS [32, 39, 40]. Recently, it was suggested protein intake timing plays a role, as early high protein (> 0.8 g/kg/d) associated with higher mortality; however, higher protein during days 4–7 (> 1.2 g/kg/d) associated with improved survival [41]. Moreover, even when protein preserves MM, this does not always translate into improved muscle function/strength [42]. Subgroup analysis of EFFORT-Protein trial and in REDOX suggests worse outcomes between protein dose and patients with AKI (stage 1–3) not receiving baseline CRRT and high admit SOFA score(≥ 9) [37, 43]. Therefore, optimal timing/protein dosing based on individual patient characteristics during ICU is key. But how?

First, total body weight (TBW) is typically used to calculate protein dose. However, protein calculations may preferably be based on lean mass (LM). In sarcopenic obesity, TBW targets may induce protein overdosing; however, in non-sarcopenic obesity, underdosing may occur. Bioimpedance Assessment (BIA) can be used as bedside tool to estimate LM [44]. Alternatives are muscle ultrasound and CT scans. Otherwise, Gallagher equation to estimate LM may be applied, although estimations are based on population averages and may misinterpret body composition [45]. As most studies have not included body composition when studying effect of protein, significant variations in protein dose per LM may be expected, challenging available evidence. Second, biomarkers on muscle breakdown, autophagy, inflammation, and insulin resistance may identify patients benefitting from higher protein. However, we lack specific validated biomarkers and evidence they improve outcome. Third, nitrogen (N) balance, reflecting equilibrium between protein intake and losses (via urinary urea), may help. Studies suggest positive nitrogen balance achieved by providing higher protein associates with improved outcomes [46]. Conversely, in studies on high-protein delivery, enhanced ureagenesis and urinary nitrogen loss have been observed, questioning whether higher intake equals MPS. Additionally, limitations are identified for N-balance studies, such as acute renal failure and urinary loss of non-urea nitrogen (e.g., ammonia, creatinine, uric acid/amino acids) [47]. Targeting protein provision to individual ICU protein requirements is challenging and still in infancy. Bedside techniques including BIA, muscle ultrasound, and new biomarkers may further facilitate individualization of protein delivery.

Question 4: Personalization of parenteral nutrition

PN personalization may prove critical in optimizing nutrition in ICU. Trials investigating PN either alone or with EN (Supplemental PN-(SPN)) compared to standard care (lower feeding) or EN alone show variable results from SPN associated with reduced late infections [48], PN reducing mechanical ventilation time [49], PN reducing bowel ischemia events versus EEN [50], as well as PN showing increased ICU dependency [39]. Lack of personalization may be one explanation for variable results. The Heidegger trial showed benefits of early SPN on late infections utilizing IC-guided personalized energy targets [48], which may prove key to preventing over-/underfeeding with PN.

The population in whom and when to commence PN is among recent advances in ICU care and continues to require future study. The antiquated (and inaccurate) concept of “PN is harmful” for all ICU patients has been disproven. As stated, while physiologic response to PN is different from EN, and EN is still preferred, new ASPEN ICU guidelines [51] highlight when EN is not feasible, provision of PN over short-term is safe, effective, and results in similar outcomes to EN. These new guidelines and 4 large-randomized trials indicate PN is no longer associated with risk of infection [48,49,50,51,52]. Limited data suggest benefit of commencing EN+PN in patients at nutrition risk, but further research is needed [53, 54]. In support of this, a recent trial in major abdominal surgical patients (not all ICU) showed early SPN started at day three significantly reduced infectious complications versus waiting until day 8 for SPN [55]. A recent SPN meta-analysis showed SPN was not inferior in regards to mortality risk, hospital/ICU LOS, or ventilation days [56]. An additional recent SPN meta-analysis in ICU versus EN alone showed SPN+EN decreased risk of nosocomial infections (RR) = 0.733, p = 0.032) and ICU mortality (RR = 0.569, p = 0.030)[57].

It is critical when early PN is utilized, guidelines recommend a ramped approach to energy/protein delivery with initial doses starting at 10–15 kcal/kg or < 70% IC REE and protein starting at < 0.8 g/kg/d with advancement over first ICU week. More research is urgently needed to understand if and how IC guidance and markers of protein utilization can be optimally utilized to personalize PN/SPN delivery and potentially improve clinical/long-term functional outcomes.

Question 5: Personalization of feeding and fasting periods

Recent evidence suggest lack of benefit of early full feeding in large ICU trials may be explained by method artificial nutrition provision (i.e., continuously). Indeed, alternating feeding/fasting intervals may be superior compared to continuous delivery–applied in most RCTs [58]. Potential protective mechanisms of intermittent feeding include intermittent activation of fasting response, which may promote cellular recovery via stimulation of autophagy and ketogenesis [59,60,61]. Further, intermittent provision of nutrients may avoid “muscle-full effect,” the observation that MPS only temporarily rises after increasing AA availability [62]. Finally, aligning feeding/fasting periods with regular diurnal pattern may attenuate disturbances in circadian rhythm, which is implicated in diseases including ICU [58, 63]. Until recently, it was unclear how long ICU patients should fast before a fasting response develops. Recently, a pilot crossover RCT revealed twelve hours of fasting-induced a metabolic fasting response in prolonged ICU patients, with increases in circulating ketones [64]. However, RCTs on intermittent versus continuous feeding are scarce and yield divergent results [65, 66]. Whereas some RCTs find more feeding intolerance with intermittent-feeding boluses, others show higher feeding intake and/or lower aspiration pneumonia by intermittent feeding [65, 66]. One RCT did not detect effect of intermittent feeding on ultrasound-assessed muscle wasting [66]. However, apart from heterogeneity in design, all RCTs were small/underpowered for clinical endpoints [65, 66]. Moreover, in all RCTs, fasting interval was restricted to 4–6 h, which may be too short to induce fasting response and its benefits [58]. Future RCTs should investigate optimal initiation of artificial feeding time, optimal dose, and ideal duration of fasting interval. Potentially, individualization of duration of fasting and energy needs during feeding interval is needed. Thus, future research should develop/validate biomarkers confirming activation of fasting response and metabolic tolerance to artificial feeding [67]. Ketones may serve as biomarkers to guide fasting interval duration.

Question 6: How to personalize monitoring of nutrition delivery?

Numerous studies show gap between EN prescription/delivery [68]: in observational data larger gaps worsen outcome, although association may be confounded by illness severity as sicker patients may tolerate feeding poorly. Thus, it is critical clinicians are aware of delivered energy/protein on a daily basis and what percentage of personalized goal nutrition targets this delivered amount represents. New computerized information systems can or are customized to enable visualization of nutrition quantity being delivered [69]. Monitoring accurate nutrition delivery via computerized information systems increases nutrition delivery significantly [69]. Such systems now use feeding tubes equipped with captors to prevent/reduce aspiration risk in noninvasive ventilation or high-flow oxygen. A new technology even now detects presence/duration of gastro-esophageal reflux and assists in preventing aspiration real-time [70]: initial clinical trial data show an automated nutrition platform with aspiration-prevention feeding tube reduces ICU LOS (personal communication, P. Singer). See Fig. 2 for new personalized monitoring of ICU nutrition.

Question 7: How should we personalize monitoring and repletion of micronutrient and vitamin deficiencies

Micronutrients (MN) deficiency is quite frequent and is rarely tested for/diagnosed in ICU [71,72,73,74]. ESPEN encourages monitoring selected MNs [71, 75] in new guidelines as deficiencies can be responsible for numerous complications [76]. Recent ESPEN Guidelines on Micronutrients finally provide guidance on diagnosing/treating MNs [75]. When should MNs be monitored? Testing should be initiated after 6–7 days in ICU. Patients at risk of deficiencies are those with active depletion, especially on CRRT [73] known to lead to significant losses/low measured levels of multiple micronutrients and water-soluble vitamins in ~ 90% of patients within 5–7 days on CRRT [73, 74]. Additionally, intestinal losses, major drains, and major burns [76] lead to MN deficiencies. Inflammation, generally present in ICU, complicates interpretation of results [77]: in CRP > 40 mg/l, some MNs will be below references values not necessarily reflecting deficiency, with exception of copper, which increases with inflammation. Values 20% below laboratory's reference value should raise concern for MN's status and trigger repletion with PN multi-trace element/vitamins [78] or administration of repletion doses if lower. When repletion is initiated, monitoring results is required at ~ 7–10 days.

Which MNs are at risk? Among trace elements, those with identified clinical consequences in case of deficiency are copper, selenium, zinc, and iron. These are involved in prolonged neuromuscular weakness (copper), pancytopenia (copper), immune and antioxidant defense, and wound healing [79]. Iron-deficiency anemia confirmed by hepcidin can be treated at end of ICU stay when inflammation abates [80].

Question 8: How should we personalize monitoring of catabolism and muscle mass?

Acute muscle wasting as signal of catabolism and muscle weakness as associated symptom [81, 82] are ubiquitous in ICU. This results in significant functional disability often persisting for years [83]. Several candidate markers/monitors have been investigated to monitor catabolism to guide practice. The new GLIM malnutrition criteria include objective measure of reduced MM as an essential component of modern malnutrition diagnosis in all patients [84]. Muscle ultrasound is an extensively investigated catabolism measure and used as an outcome measure for interventional trials [66]. Advantages include ease of access, lack of risk/costs, ability to detect necrosis/fasciitis, and longstanding association with physical function in/outside of ICU. Disadvantages include lack of standardization and image acquisition/analysis [85]. A larger coefficient of variation versus other techniques exists and small changes in MM may go undetected. Computed tomography (CT) has much smaller variation coefficient, and MM measurements are standardized [86]. However, it is difficult to envisage protocols allowing for repeated CT MM measurements, given expense, radiation exposure, and logistical/safety issues. That said, new single-slice muscle-specific CT protocols exist, which expose patients to less radiation than chest X-ray and are quick to perform (personal communication-P. Wischmeyer).

Body composition via BIA was long considered unreliable in ICU due to fluid influence on measured components. However, studies using multi-frequency devices show while body composition itself is less exact than DXA, phase angle values and its change over time provide valuable data on cell viability/protein metabolism [87] and LM estimated by BIA predicts outcome [88] as described in “Phase Angle Project” [89].

Biochemical signatures of catabolism are being examined [90]. While metabolomics offer significant granularity and personalization, cost/specialist nature of analysis/interpretation precludes generalizability. The urea-to-creatinine ratio (UCR) is used in physiologic studies and is routinely clinically collected. UCR is shown to differentiate patients with persistent critical illness, PICS, and post-operative muscle wasting [93,94,95]. Prospective studies guiding anticatabolic therapies are needed to understand clinical effectiveness of UCR.

Question 9: How should we personalize use of specialized anabolic nutrients?

Data show protein delivery in ICU via EN is sub-optimal, often below WHO recommendations for protein in healthy populations. This may negatively impact attenuating muscle loss, although timing of ICU-induced catabolism becoming feeding-responsive remains unclear. Thus, exploring single nutrients to stimulate MPS, reduce muscle protein breakdown (MPB), or both are promising. Nutrients frequently used in athletes are interesting in ICU due to ergogenic nature and include leucine, β-hydroxy-β-methylbutyrate (HMB), and creatine. Leucine is an essential AA responsible for initiating anabolic pathways by stimulating mammalian target of rapamycin (mTOR) and acting as substrate for MPS [91]. Only one ICU study has been undertaken as feasibility study and no conclusions on MBP/MPS were drawn [92]. However, meta-analysis shows leucine may improve MM in sarcopenic, elderly persons [93], with potential ICU relevance HMB is a leucine metabolite and stimulates MPS/inhibits MPB [91, 94], making this a widely studied supplement in trained/untrained athletes [95]. A recent systematic review reported improved MM and strength in various clinical populations (not ICU) at risk of muscle wasting [96]. Two recent ICU studies reported no difference in muscle loss, whether measured by ultrasound or CT [87, 97], but its possible duration of intervention was too short for benefit [98, 99]. Creatine’s mechanism increases phosphocreatine within cell and thus increases ATP production essential for MPS. It may provide most benefit to those with lower creatine levels, including potentially critically ill. While no ICU, studies exist, a Cochrane review found short/intermediate-term creatine supplementation improved strength and LM in muscular dystrophies [100].

Question 10: How to personalize recovery of physical function post-ICU-personalized nutrition, exercise, and anabolic agents?

ICU Survivors frequently suffer significant prolonged physical disability, especially when on ventilator for > 48 h or with significant MOF [101], thus personalized nutrition and exercise across entire ICU patient journey is critical [102] (Fig. 3). “ICU Survivorship” is described as the current “defining challenge in ICU”[103], and existing standards of post-ICU nutrition/rehabilitation care fail to address these disabilities successfully [102]. In addition to catabolic effects of ICU and often prolonged inadequate ICU nutrition delivery, a majority (~ 95%) of patients exhibit severe testosterone deficiency early in ICU [104]. Persistent hypotestosteronemia (Low-T) in acute illness may impair recovery/rehabilitation [104]. Low-T levels correlate with disease severity, ventilator time, ICU LOS, and survival [104, 105]. Benefits of testosterone/testosterone-analogues combined with exercise on clinical outcome/physical function have been demonstrated in range of illnesses [106,107,108]. In severe burns, multiple trials show oxandrolone (OX) benefits [109], and it is a common standard of care in burn centers worldwide [105]. Meta-analysis showed OX has significant benefits in severe burns, including reduced weight loss, increased LM, improved donor-site healing, and reduced LOS without increase in infection, hyperglycemia, or liver dysfunction [110]. Previous concerns for association of testosterone with cardiovascular/stroke-related events are dispelled by two large studies [111, 112] showing subjects with low-T levels have significant reduction in all-cause cardiovascular events/stroke risk with testosterone compared to untreated [111]. Low-T levels persist into post-ICU period, with 96% T-deficient post-ICU [113]. Research is urgently needed as no current studies exist for multi-modal interventions with testosterone agents in non-burn ICU/post-ICU settings.

Fig. 3
figure 3

Patient journey from critical care to post-hospital discharge

Unfortunately, poor nutrition ICU delivery worsens in post-ICU settings. A structured nutrition delivery strategy is optimal for improving this, as described in recent review on ICU/post-ICU nutrition [31]. Another excellent algorithm was described in hospitalized patients at high nutrition risk [114]. The structured algorithm led to significant reductions in mortality and complications at 30 days, and significant improvement in recovery/Functional independence (p < 0.006) and EQ-5D QoL at 30 d (p = 0.018).

Finally, personalized, exercise programs are becoming key research endeavors and may become critical interventions in ICU recovery. Given unsatisfying results from existing ICU-rehabilitation trials using one-size-fits-all approach, exercise/rehabilitation programs guided by personalized cardiopulmonary exercise testing (CPET) [115] may be key to future ICU rehabilitation. Studies such as the NIH-funded REMM-HIIT (ClinicalTrials.Gov:NCT05218083) utilizing VO2peak heartrate-guided exercise targets are one opportunity for personalized exercise programs to target exercise intensity. These unique CPET-guided heartrate targets allow personalization of home-exercise training guided by mobile technology, as used in REMM-HIIT. Like nutrition, we need to personalize exercise delivery to ICU survivors using wealth of new technologies available from elite athletic world.

Conclusions

The importance of personalized ICU nutrition cannot be overstated. We have reached a period in ICU nutrition where we can begin to”make measurable what has not been so". We hoped new technologies, such as modern IC devices and unified nutrition platforms (Fig. 4), will ultimately lead to improved clinical/long-term functional outcomes. Most importantly, an urgent need exists to perform trials examining these devices and technologies to determine how to best personalize ICU nutrition to improve outcomes across entire ICU patient journey (Fig. 3). Further, we must develop new markers/technologies, such as markers of when patients can tolerate increased protein/calorie delivery and substrate utilization measures. This is now more needed than ever as critical illness, exemplified by COVID-19 pandemic, poses ever-growing healthcare challenges to improve ICU survival and promote meaningful recovery post-ICU [116].

Fig. 4
figure 4

Personalized nutrition care during intensive care unit stay