Time-domain near-infrared spectroscopy in acute ischemic stroke patients

Abstract. Large vessel occlusion (LVO) stroke might cause different degrees of hemodynamic impairment that affects microcirculation and contributes to metabolic derangement. Time-domain near-infrared spectroscopy (TD-NIRS) estimates the oxygenation of microcirculation of cerebral outer layers. We measure hemoglobin species and tissue oxygen saturation (StO2) of anterior circulation stroke patients, classified as LVO or lacunar, and assess the differences compared with controls and according to LVO recanalization status. Fiducial markers categorize the brain region below each TD-NIRS probe as ischemic or nonstroke areas. The study includes 47 consecutive acute ischemic stroke patients and 35 controls. The ischemic area has significantly higher deoxy-hemoglobin (HbR) and total hemoglobin (HbT) compared with controls in both recanalized and nonrecanalized patients but lower StO2 only in recanalized patients. Recanalized patients have significantly lower mean StO2 in the ipsilateral hemisphere compared with nonrecanalized patients. This is the first study to report TD-NIRS measurements in acute ischemic stroke patients. TD-NIRS is able to detect significant differences in hemoglobin species in LVO stroke compared with controls and according to recanalization status. This preliminary data might suggest that StO2 can serve as a surrogate functional marker of the metabolic activity of rescued brain tissue.


Introduction
Acute ischemic stroke is a highly dynamic condition.Indeed, large vessels occlusion (LVO) might cause different degrees of hemodynamic impairment that result in complex interplay between LVO, collateral status, and clinical symptomatology.The study of microcirculation, which is the site of cerebral autoregulation and neurovascular coupling, might be a valuable strategy to improve our insight in this field.The concept of the neurovascular unit is one of the key elements of stroke pathophysiology.It has been shown that capillary flow patterns undergo profound changes in cerebral ischemia and affect local oxygen delivery. 1Modifications in the capillary bed contribute to the neurovascular dysfunction and to the metabolic derangement in the ischemic tissue, where tissue survival depends on oxygen extraction to compensate for the reduced perfusion.Other factors such as involvement of small cerebral veins and the role of the rete vasorum remain undefined. 2n addition, secondary changes may develop in ipsilateral hemisphere outside the ischemic area and in the contralateral hemisphere as well.4][5] Near-infrared spectroscopy (NIRS) is an optical technique that provides information about oxygenation in the microcirculation of cerebral outer layers. 6,7Furthermore, it is a noninvasive, safe, and portable methodology that enables real-time monitoring at the bedside of the patient. 6,7Technical advances have overcome some limitations of the previous NIRS systems.Indeed, the contamination from the extra-cerebral layers and the possibility to retrieve only relative changes with respect to a baseline were the most limiting drawbacks of the continuous-wave NIRS (CW-NIRS) technique. 8Advanced optical techniques, such as time-domain NIRS (TD-NIRS) and frequency-domain (FD)-NIRS, allow to recover the absolute concentrations of hemoglobin species and to better separate the contribution of the extra-cerebral layers from the brain cortical ones. 6In particular, in TD-NIRS with single source-detector pair, the effect of extra-cerebral layers can be marginal even if fitting with homogeneous model is used. 9Therefore, the estimation of brain optical properties is less dependent on the superficial layers.Of course, the use of a multidistance approach and of a priori information on the head anatomy could further improve the accuracy of the estimate, at the cost of increased complexity of the approach.A recent study reported TD-NIRS measurements of cerebral deoxyhemoglobin (HbR), oxyhemoglobin (HbO), total hemoglobin (HbT = HbR + HbO), and tissue oxygen saturation (StO 2 ¼ HbO∕HbT) values of healthy subjects, demonstrating the reproducibility of results. 10The study of the cerebral microcirculation by means of cerebral timedomain near infrared spectroscopy (TD-NIRS) could inform about the effect of LVO.The vast majority of studies in ischemic stroke patients have used CW-NIRS, [11][12][13][14][15][16][17] whereas only few were performed with FD-NIRS. 18,19In addition, in all but one previous studies, 18 recordings were limited to the forehead of the subjects, [11][12][13][14][15][16]19 irrespective of the site of ischemic area.
The aim of this prospective study was to evaluate the concentration of hemoglobin species and StO 2 as measured by TD-NIRS in acute ischemic stroke patients, examining both ischemic and nonstroke brain areas.In addition, we assessed the presence of differences compared with control subjects and according to LVO recanalization status.

Methods
The study received approval by the Institutional Ethical Committee and by the Ministry of Health and was conducted in compliance with the Declaration of Helsinki.An informed consent was obtained from both patients and controls.We prospectively enrolled consecutive acute ischemic stroke patients with the following inclusion criteria: Patients with PACS/TACS were divided into two groups: (i) recanalized LVO including patients with recanalization either spontaneous or subsequent to treatment [recombinant tissue plasminogen activator (rtPA) and/or mechanical thrombectomy] and (ii) nonrecanalized LVO.
To avoid any delay in treatment, for patients eligible for the recanalization procedure (rtPA and/or thrombectomy), TD-NIRS recording was performed afterward.Baseline OCSP clinical syndromes classification was confirmed as OCSP infarcts classification by follow-up neuroimaging. 20Subjects older than 65 years were selected as a control group from a cohort of healthy volunteers described in a previous study. 9D-NIRS measurements were performed in the Stroke Unit, at the bedside of the patient, in condition of dimmed light, with the patient resting with an angle-of-bed inclination of 30 deg.Arterial blood pressure and peripheral pulse oximetry (SpO 2 ) were acquired during each recording session.
TD-NIRS measurements were obtained in both controls and patients by placing a pair of illuminating and collecting optical fibers (i.e., an optical probe) in selected standard positions of frontal, central, and parietal brain regions of each hemisphere using an EEG cap (g.EEGcap, g.tec medical engineering GmbH, Austria) according to the 10-10 international positioning system (F3-F5, C3-C1, P3-P5 for the left hemisphere and F4-F6, C4-C2, P4-P6 for the right hemisphere).For stroke patients, additional positions of interest for optical probes were identified at baseline according to the OCSP classification 20 combined with neuroimaging features [ischemic signs (ASPECTS) on baseline CT scan; 21 site of large vessel involvement] and with arterial territory maps of human brain 22 (Fig. 1).To classify the probed brain areas, we designed a cap equipped with fiducial markers on the same positions of the EEG cap used for TD-NIRS measurements (Fig. 2).By projecting orthogonal lines from the fiducial markers to the brain in 3-D reconstructed images (XERO ® Viewer-Agfa HealthCare), we could classify the brain area underlying each position of the optical probe as ischemic or nonstroke area according to follow-up neuroimaging (Fig. 2).We discarded recordings with optical probe falling across two different areas (stroke and nonstroke) or on atrophic or past-injured tissue.Recordings were obtained from positions of interest on the affected hemisphere and the matched area on the contralateral hemisphere.The recording session consisted of three sets of measurements for each position of interest repeated at two time points: within 24 h of stroke symptoms onset (first time point) and after 24 h from the first time point up to 5 days (second time point).Finally, three time-correlated single photon counting boards acquire the distributions of photon time of flight that is the TD-NIRS signal or curves.The instrument response function (IRF), obtained by facing the injection fiber with the collection fiber, features a full width at half maximum (FWHM) <200 ps.

Data Analysis
Quality control criteria described in details in a previous study 10 were applied to data of stroke patients and control subjects.They included the number of detected photons, the minimization of the least square error between experimental data and theoretical model of photon diffusion (χ 2 ), the reproducibility of measurement on a calibrated phantom, and the difference between the temporal position of TD-NIRS experimental curves and the IRF (Δt TDNIRS-IRF ).
At each recording session, the values of HbR, HbO, HbT, and StO 2 of every single position were averaged across the three sets of measurement.Final data for analysis consisted of grand averages of positions belonging to the ischemic area, to the ipsilateral nonstroke area, and to the contralateral nonstroke area.
Clinical and demographic variables were compared using a two-sided independent sample t-test for continuous normal variables, χ 2 for categorical variables, and Mann-Whitney for nonparametric variables.Group comparisons for hemoglobin species (HbR, HbO, HbT) and StO 2 were performed with a generalized linear mixed model using patient's categories, brain regions, and time points as fixed effects and subjects as random effects.The correction for multiple testing was performed with

Results
The patient cohort included 47 consecutive acute ischemic stroke patients.We recorded a mean of 14 positions per patient (7 per hemisphere) (range 6 to 24).Quality controls yielded to the exclusion of 34.1% of the measurements (15.5% for χ 2 , 7.4% phantom quality, 2.2% for Δt TDNIRS-IRF , 9% for more than one quality control) leaving for final analysis, 24 patients with TD-NIRS measurements at both first and second time points and 41 patients with TD-NIRS measurement at the second time point.According to the OCSP classification, 20 36 stroke patients were classified as PACS/TACS (18 patients as recanalized LVO and 18 patients as nonrecanalized LVO), and five patients as LACS.Baseline demographics, clinical features, mean peripheral blood hemoglobin concentration, arterial blood pressure, heart rate, SpO 2 , and time-to-TD-NIRS measurements were balanced among LVO stroke patients (Table 1 The mean SpO 2 (AESD) in controls was 97% (AE1.5).
Within 24 h from symptoms onset, recanalized LVO patients had increased HbR and decreased StO 2 in the ipsilateral and the contralateral hemisphere compared with controls (respectively, HbR p ¼ 5.9 × 10 −3 , p ¼ 0.03; StO 2 p ¼ 6.5 × 10 −4 , p ¼ 7.9 × 10 −4 ) (Fig. 4 and Table 3).The ipsilateral nonstroke area had decreased StO 2 compared with controls (p ¼ 2.0 × 10 −4 ) (Fig. 4 and Table 3).The ischemic area of recanalized LVO patients had increased HbR (p ¼ 8.2 × 10 −4 ), increased HbT (p ¼ 0.03), and decreased StO 2 (p ¼ 0.015) compared with controls (Fig. 4 and Table 3); higher concentration of HbR (p ¼ 0.01), HbO (p ¼ 3.6 × 10 −3 ) and HbT (p ¼ 2.0 × 10 −3 ) compared with the ipsilateral nonstroke area; higher concentration of HbO (p ¼ 0.049), HbT (p ¼ 0.03) compared with the contralateral hemisphere (Table 3).Measurements at the second time point were obtained at a mean interval of 84 AE 25 h from onset.Compared with controls, recanalized patients had a pattern of hemoglobin species and StO 2 similar to the first time point (Fig. 4 and Table 3).In recanalized LVO patients with available measurements at both time points, the concentration of hemoglobin species and StO 2 in ischemic area and nonstroke areas of ipsilateral and contralateral hemisphere was comparable between first and second time points (Table 3).Within 24 h from symptoms onset, nonrecanalized LVO patients had increased HbR in the ipsilateral hemisphere and increased HbR and HbT in the ischemic area compared with controls (respectively, HbR p ¼ 5.9 × 10 −3 ; HbR p ¼ 4.9 × 10 −3 , HbT p ¼ 0.03) (Fig. 4 and Table 4).Measurements at the second time point were obtained at a mean interval of 86 AE 25 h from onset.Compared with controls, nonrecanalized LVO patients had a pattern of hemoglobin species and StO 2 similar to the first time point except that contralateral hemisphere had increased HbR and decreased StO 2 (HbR p ¼ 0.02, StO 2 p ¼ 0.03) (Fig. 4 and Table 4).In nonrecanalized LVO patients with available measurements at both time points, the concentration of hemoglobin species and StO 2 in ischemic area and nonstroke areas of ipsilateral and contralateral hemisphere were comparable between first and second time points (Table 4).
At both time points, the ipsilateral hemisphere of recanalized LVO patients had lower mean StO 2 compared with nonrecanalized LVO patients (respectively, p ¼ 0.016, p ¼ 0.011) and comparable HbR, HbO, and HbT (Tables 3 and 4).
Recanalized LVO patients with good functional outcome, defined as modified Rankin scale ðmRSÞ ≤ 3 after 3 months, had a significantly higher Patients with LACS stroke had similar concentration of hemoglobin species and StO 2 values of both hemispheres compared with controls at both time points (Table 2).

Discussion
The present study shows that TD-NIRS is able to detect significant differences in hemoglobin species in LVO stroke compared with controls and according to recanalization status.TD-NIRS measurement is feasible in the real-life scenario of the stroke unit even on patients with severe functional impairment.TD-NIRS is an advanced noninvasive optical technique to study real-time oxygenation of cerebral outer layers at the bedside of the patient. 62][13][14][15][16] TD-NIRS enables better separation of the signal origin as well as absolute concentration measurements.Quantitative measurements would allow establishing the normative values, to compare normal and pathological conditions and monitor the evolution of the disease.In addition, previous NIRS studies mainly recorded only from the forehead, [11][12][13][14][15][16] regardless of the site of ischemic injury.A recent study with FD-NIRS on five acute stroke patients performed measurement on multiple sites selected according to imaginary lines drawn through surface anatomical landmarks. 17n our study, we used fiducial markers to categorize the brain region below each TD-NIRS probe as ischemic or nonstroke areas.Patients with LACS acute ischemic stroke had TD-NIRS values comparable with controls.Considering the physical properties of light propagation in the tissue, we quite expected that TD-NIRS would be of limited value to pick-up changes in absorption and scattering of deep cerebral tissue and the derived hemoglobin species concentrations.In addition, the superficial venous compartment is by-passed because the venous drainage of the deep cerebral tissue belongs to the deep cerebral venous system. 23The physical limits of light propagation typical of TD-NIRS (and of the NIRS technique in general) explain the result of LACS stroke that may serve as internal negative control.
Overall, patients with LVO acute ischemic stroke, regardless of recanalization status, had a significantly higher concentration of HbR and significantly decreased StO 2 values in ipsilateral hemisphere compared with control subjects.In addition, we found different TD-NIRS patterns according to the recanalization status of the patients and the use of fiducial markers allowed us to separate TD-NIRS measurements obtained from ischemic areas and nonstroke areas.Indeed, ischemic and nonstroke areas of acute ischemic stroke patients featured significantly different TD-NIRS values compared with controls.Recanalized patients as compared with controls had lower StO 2 in ischemic area and nonstroke areas of both hemispheres.Furthermore, the ischemic area had a higher concentration of HbR and HbT.The changes in hemoglobin species and StO 2 are certainly due to a complex process resulting from the interaction of several factors.A potential role played by respiratory insufficiency in reducing StO 2 was ruled out by normal peripheral arterial pulse oxygen saturation (SpO 2 > 94%) during TD-NIRS measurements; furthermore, we did not find any correlation between SpO 2 and TD-NIRS values.Considering that recanalized patients feature restoration of arterial blood flow within a metabolically challenged area, the observed pattern might reflect the activation of global hemodynamic and metabolic compensation to the ischemic injury (vasodilation resulting in increased HbT, 24 oxygen extraction resulting in reduced StO 2

25
).The increase in lactate and local acidosis 26,27 might act as a chemical vasodilatory stimulus in the ischemic area.On the other hand, the lower StO 2 values in ipsilateral and contralateral hemisphere compared with controls could be a marker of increased oxygen extraction due to Second time point 18 the increased metabolic activity of the rescued brain tissue, increased glutamate in the peri-infarct area 28 along with cortical activation of nonstroke areas.In addition, the increase in oxygen extraction in the ischemic area might also be due to the Bohr's effect of local acidosis with a shift of the O 2 -Hb dissociation curve toward right. 29Differences in vascular resistance in the microcirculation between the ischemic area and the ipsilateral nonstroke area might cause a preferential distribution of flow to the ischemic area, which would explain the higher concentration of HbO and HbT compared with the ipsilateral nonstroke area.4][5] Arterial and venous collateral pathways and hemodynamic vasodilation compensatory mechanisms may act also on noninfarcted brain areas.][32][33] Nonrecanalized patients had higher HbR and HbT but similar StO 2 values in the ischemic area compared with controls.Supposedly, the ischemic area of nonrecanalized patients might feature residual blood flow from leptomeningeal arterial and venous collaterals, altered venous drainage and reduced oxygen consumption because of absent metabolic activity of the infarcted tissue.The observed higher concentrations of HbR and HbT may also reflect blood stagnation through a deranged ischemic microcirculation.Interestingly, recanalized patients had lower StO 2 values compared with nonrecanalized patients suggesting that StO 2 could be a potential surrogate marker of metabolically active tissue.
We acknowledge that our study has a number of limitations among which the use of a prototype of TD-NIRS in a single center.In addition, the use of a homogenous model of photons' diffusion instead of a two-layer algorithm is a possible limitation of our study.At present, the analysis of TD-NIRS data with a two-layer model is a time-consuming process that requires higher computational resources than a simple homogeneous model, 34 which is being inadequate for a prompt clinical decision setting such as the acute ischemic stroke.However, future studies might address whether the use of a two-layer model will yield comparable results.The sample size of our study, albeit being among the largest in NIRS studies in stroke so far, is still limited.Indeed, owing to the small sample size, the analysis to examine the association of neurological outcome with hemoglobin species and StO 2 was merely explorative and as such is not appropriate to derive any conclusion.In addition, due to the real life setting of the study, advanced stroke imaging was not a requirement, thus we cannot exclude that this could have limited the ability to detect potential changes in the extension of the ischemic stroke area between the first and second time points.On the other hand, a major change in extension of the ischemic area would have an effect on clinical severity, but we found a nonsignificant change of NIHSS between the two time points.Nevertheless, the results of the present study need to be interpreted with caution and certainly have to be confirmed on a larger sample.The absence of a concomitant measurement of local cerebral blood flow is prevented to enrich TD-NIRS data and derive a more accurate insight on the metabolism of the probed brain areas.We are planning to implement the concomitant use of diffuse correlation spectroscopy (DCS) 35 with the development of hybrid systems.Finally, ischemic brain tissue may undergo structural changes among the occurrence of cytotoxic and vasogenic edema.In cytotoxic and vasogenic edema, water is redistributed, respectively, from the extracellular to intracellular space and from vascular blood to extracellular space.Brain edema develops in a closed system such that an increase in local brain tissue volume due to edema is partially compensated by a reduction in the cerebrospinal fluid component resulting in a change of compartimentalization of water.In addition, the water absorption in the spectral range of interest is rather low.On this ground, we do not expect major changes in the calculation of the absorption coefficient.Furthermore, the fitting process and the hemoglobin estimates accounted for possible modifications of scattering, which is mainly due to the refractive index mismatch of the different tissue components.
Measurements of peripheral blood hemoglobin, arterial blood pressure, and SpO 2 during the recording sessions minimized the risk of misinterpretation related to imbalance of systemic homeostatic parameters.
In summary, in this pivotal study we found significant differences of TD-NIRS values between patients and controls and among patients according to recanalization status.The ischemic area of both recanalized and nonrecanalized patients featured increased HbR and HbT that might reflect the hemodynamic compensation to the ischemic injury but only recanalized patient had reduced StO 2 , a finding that might reflect the metabolic activity of the rescued brain tissue.The results obtained from this cohort of acute stroke patients suggest that StO 2 could serve as surrogate functional marker metabolic activity of rescued brain tissue and might be an additional parameter to account for in the prognostic process of acute stroke patients.Correlation of TD-NIRS with other techniques such as DCS may better inform on tissue viability and blood flow.Bruno Germinario obtained his degree in medicine at San Raffaele University in 2017.For his degree thesis, he worked on the application of TD-NIRS in acute ischemic stroke patients.
Davide Contini received his MS degree in electronic engineering and his PhD in physics from Politecnico di Milano in 2004 and 2007, respectively.He is an associate professor in the Department of Physics, Politecnico di Milano, Italy.He is the author of more than 150 papers in international peer-reviewed journals and conference proceedings.His research activity is focused on time-resolved spectroscopy of highly diffusive media for applications in biology and medicine.
Lorenzo Spinelli received his MS and PhD degrees in physics from the University of Milan, Italy, in 1994 and 1999, respectively.Since 1999, he has been a postdoc in the Department of Physics at the University of Milan.In 2001, he became a researcher for Italian Research National Council at Institute of Photonics and Nanotechnologies.His research interests are devoted to the study of photon migration in turbid media for optical biopsy and imaging.
Alessandro Torricelli is a full professor at the Department of Physics, Politecnico di Milano (Italy).He received his MS degree in electronic engineering from Politecnico di Milano in 1994, and his PhD in physics from Politecnico di Torino in 1999.He is the author of more than 100 papers on international peer-reviewed journals.His current research interests include photon migration in diffusive media, functional near-infrared spectroscopy, and noninvasive diffuse spectroscopy with time domain systems.
(a) involvement of the anterior circulation, (b) able to perform TD-NIRS measurements within 24 h from stroke onset, and (c) absence of respiratory insufficiency or need of O 2 -therapy at the time of the measurements.Patients underwent clinical and neuroimaging evaluation as per standard of care for acute stroke patients including National Institute of Health Stroke Scale (NIHSS) assessment, brain computed tomography (CT) or magnetic resonance (MR), CT or MR angiography, digital subtraction angiography, and transcranial Doppler ultrasonography.At baseline, stroke subtypes were classified according to the Oxfordshire Community Stroke Project Classification (OCSP) 20 in partial/total anterior circulation syndrome (PACS/TACS) and lacunar syndrome (LACS).Neurovascular imaging performed at baseline assessed LVO, and follow-up imaging assessed recanalization status.

Fig. 1
Fig. 1 Selection of positions for TD-NIRS measurement.Example of positions' selection for TD-NIRS measurement in a patient with TACS.(a) baseline CT-scan showing indirect ischemic signs in the left hemisphere (white extracranial dots are the fiducial markers), (b) digital subtraction angiography showing occlusion of left middle cerebral artery (distal M1 tract), and (c) selected positions for TD-NIRS measurement (in light blue) on the 10-10 international positioning system.

Fig. 2
Fig. 2 Matching of TD-NIRS positions with characteristics of probed brain region.Example of matching of TD-NIRS measurements with the characteristic of brain area underlying illuminating and collecting optical fibers.(a) EEG cap (10-10 international positioning system) used for TD-NIRS measurements, (b) cap equipped with fiducial markers on the same positions of the EEG cap, for neuroimaging investigation, (c) 3-D recostructed images of head CT scan, (d) projection of orthogonal lines from fiducial markers to the scalp in correspondence with the ischemic lesion and specular contralateral nonstroke area (respectively dashed red and green lines).
, we report an example of a fit of the distributions of photon time of flight (DTOF) at 690 nm obtained in a single patient from a position within the nonstroke region of the contralateral hemisphere and from a position within the ischemic area.Patients with LVO stroke, regardless of recanalization status, had a higher concentration of HbR and lower StO 2 values in ipsilateral and contralateral hemispheres compared with controls at both time points (ipsilateral hemisphere versus controls: first time point HbR p ¼ 1.4 × 10 −4 , StO 2 p ¼ 0.004; second time point HbR p ¼ 8.2 × 10 −5 , StO 2 p ¼ 2.3 × 10 −5 ; contralateral hemisphere versus controls, first time point HbR p ¼ 0.002, StO 2 p ¼ 0.002; second time point HbR p ¼ 1.4 × 10 −4 , StO 2 p ¼ 2.9 × 10 −6 ) (Fig. 4 and Table

Fig. 3
Fig. 3 Example of IRF (green line) and of distribution of photon time of flight (DTOF) at 690 nm from a position within the nonstroke contralateral region (source-detector position F4 to F6, blue line) and from a position within the ischemic area (source-detector position F3 to F5, red line) (data from patient #20).In yellow best fits with the model of photon diffusion are also shown.

Fig. 4
Fig. 4 Cerebral hemoglobin species and StO 2 in LVO ischemic stroke patients and controls.Bar plots of cerebral hemoglobin species (mol/L) and StO 2 (%) in different brain areas, in LVO recanalized and nonrecanalized patients at first and second time points (tp).Error bars represent confidence intervals at 95%.The range of normal values (confidence intervals at 95%) from the control cohort of healthy subjects is shown as horizontal dashed lines.* p < 0.05 in the statistical comparison with controls.Brackets indicate p < 0.05 in the statistical comparison between areas and between time points.

Giacomo
Giacalone received his degree in medicine, the specialty in neurology, and his PhD in experimental neurology from San Raffaele University in Milan in 2008, 2014, and 2018, respectively.He works at the Stroke Unit of the Neurology Department of San Raffaele Hospital in Milan as clinician and as researcher.In 2015, he promoted the set up of a clinical research laboratory for the application of advanced optical device in ischemic stroke and other neurological diseases.Marta Zanoletti received her MS degree in engineering physics from Politecnico di Milano in 2015.In 2016, she enrolled in the PhD program at the Physics Department of Politecnico di Milano.Her research focuses on the study and application of time domain infrared spectroscopy technique to the medical field.Rebecca Re received her MS degree in physical engineering and her PhD in physics from Politecnico di Milano, Italy, in 2008 and 2012, respectively.She is a research fellow at the Department of Physics, Politecnico di Milano.Her research interests focus on photon migration in diffusive media, the development of instruments for timedomain functional near-infrared spectroscopy (TD fNIRS), and their application in clinical settings.

Luisa
Roveri has been a neurologist at the Neurology Department of San Raffaele Hospital in Milan since 1996.Since 2014, she has been the head of Stroke Unit at San Raffaele Hospital in Milan.She has been the principal investigator in several clinical trials on stroke patients.In 2015, she set up a clinical research laboratory for the application of advanced optical devices in ischemic stroke and served as a director of study for the PhD in experimental neurology.Neurophotonics 015003-10 Jan-Mar 2019 • Vol.6(1) Giacalone et al.: Time-domain near-infrared spectroscopy in acute ischemic stroke patients Downloaded From: https://www.spiedigitallibrary.org/journals/Neurophotonics on 22 Sep 2023 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use

Table 1
Characteristics of stroke patients.To explore the association of neurological outcome with hemoglobin species and StO 2 , we analyzed:(1) the improvement in stroke severity, defined as (baseline NIHSS)-ðdischarge NIHSSÞ ≥ 0; (2) the functional outcome measured by modified Rankin scale (mRS) at 90 days after stroke dichotomized for statistical analysis in a good functional outcome mRS ≤ 3 and poor functional outcome mRS > 3.Data analysis was performed with lmer package of Rstudio version 1.1.453(©2009-2018 RStudio, Inc.).
The control group included 35 healthy subjects with mean age of 74.1 AE 5.4 years, comparable with ischemic stroke patients [76.0 AE 10.9, p ¼ 0.31].

Table 2
Estimated mean concentration of hemoglobin species and StO 2 values in controls, LACS and LVO stroke patients according to linear mixed model.
a Columns HbR, HbO, HbT, StO 2 represent mean (standard error); measure unit for HbR, HbO, HbT: mol/L; measure unit for StO 2 ¼ %. b Control values stem from a subgroup of Ref. 10. c p-value < 0.05 in the statistical comparison with controls.N = number of valid measurements for statistical analysis.LACS, lacunar anterior circulation syndrome; LVO, large vessel occlusion.

Table 3
Estimated mean concentration of hemoglobin species and StO 2 values in controls and recanalized LVO stroke patients, according to linear mixed model.

Table 4
Estimated mean concentration of hemoglobin species and StO 2 values in controls and nonrecanalized LVO stroke patients, according to linear mixed model.