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AI-Guided Predictions of Blood Pressure Dysregulation Using Perfusion Index as a Novel Biomarker in Persons With Spinal Cord Injury

2026年8月6日 更新者：Jill M. Wecht, Ed.D.、James J. Peters Veterans Affairs Medical Center

The goal of this clinical trial is to determine if perfusion index (PI) can reliably predict changes in systolic blood pressure (SBP) in persons with spinal cord injury (SCI) during a cool temperature challenge. Participants with SCI can be 18-75 years of age, male or female, neurological level of injury C4-T12, ASIA Impairment Scale (AIS: A or B: motor complete) or gender and healthy age-matched able-bodied (AB) controls.

The main question this study aims to answer is: can PI reliably predict change in SBP during a cool temperature challenge? The investigators hypothesize that PI can be used as a biomarker of SBP in persons with SCI.

Researchers will compare the relationship of 1) changes in PI and SBP and 2) relationship of changes in other vital signs to SBP, during the cool temperature challenge. The researchers aim to determine if PI can be used as a biomarker of SBP in persons with SCI during a cool temperature challenge (experimental group/arm). Able-bodied controls (control group/arm) will receive the same intervention (cool challenge) as the experimental group.

During the study, participants will be asked to wear only shorts and a T-shirt so that their skin can be exposed to the warm and cool temperatures of the 2 rooms.

The investigators will put put on non-invasive sensors (taped or attached on the surface of your body) to measure PI, BP, and other vital signs. The investigators will record these measurements while the participant is seated in a wheelchair for 10 minutes in a warm room and up to 90 minutes in a cool room.

調査の概要

状態

募集

条件

介入・治療

詳細な説明

Introduction/Background: Persons with spinal cord injury (SCI) may experience impaired control of several autonomic functions, including blood pressure (BP) fluctuations and impaired body temperature regulation in response to exercise, cold exposure, or a full bladder. Hypertension (high BP) is commonly episodic (comes and goes) and without clinical symptoms (the person is unaware). Mechanisms for impaired BP regulation after SCI are not completely understood and contribute to the limited availability of reliable wearable devices for continuous BP monitoring in the community.

Purpose of the Study: By doing this research study, the investigators hope to learn how perfusion index (PI) and the other measured vital signs, respond to moving from the warm to cool room. The investigators will use sophisticated analysis of the data collected, which will include artificial intelligence, to determine how perfusion index can predict changes in systolic blood pressure (SBP).

The investigators have shown that PI can predict SBP (the greater of the 2 BP values, e.g., 120/80 mmHg) with high accuracy in animal studies of monkeys with SCI. Perfusion index can continuously measure (non-stop measuring) the blood flow in the skin using a pulse-oximeter (pulse oxygen meter) and other sensors on your skin. This new tool can help us to better understand why blood pressure is so unstable (goes quickly up and down) after SCI. The findings may also provide necessary information for developing new non-invasive and wearable devices to monitor blood pressure in the community, thereby allowing persons with SCI early detection, safety, and treatment of clinically silent high blood pressure episodes (episodes that you're not aware of).

Study Procedures: When the participant arrives, the investigators will take the their temperature with an ear thermometer to make sure they don't have a fever. If the participant is having a urinary tract infection (UTI), please call before traveling to the Center. Once at the Center, the investigators will use about 30 minutes in a mildly warm room (75-80 deg F) to tape temperature sensors to the participant's forehead (to measure their body temperature). The investigators will put oxygen meters on the participant's ear, finger and toe to measure perfusion index (PI: a ratio or percentage of blood flowing in your arteries compared to blood not flowing very much in your veins and tissues). The investigators will place a device on another finger that measures beat-to-beat BP device (your BP of every heartbeat).

Once the instrument setup is complete, the participant will remain seated in the wheelchair (or the investigators will provide them with one if they are an AB control) and will take the above measures for 10 minutes. Then, the investigators will move the participant into a cool room (64 deg F) for 90 minutes and continue the same measurements.

Impact: Our studies may provide the scientific community with a novel biomarker and tool to better understand mechanisms for unstable blood pressure control after SCI. The findings may also provide the scientific rationale for development of next-generation non-invasive and accurate and reliable wearable devices to monitor SBP in the community, thereby allowing persons with SCI early detection, safety, and treatment of clinically silent hypertensive episodes (autonomic dysreflexia: AD).

Study Aim: To determine the feasibility of PI as a novel non-invasive biomarker to predict SBP in persons with SCI during a cool temperature challenge.

研究の種類

介入

入学 (推定)

24

段階

  • 適用できない

連絡先と場所

このセクションには、調査を実施する担当者の連絡先の詳細と、この調査が実施されている場所に関する情報が記載されています。

研究場所

  • アメリカ
    • New York
      • The Bronx、New York、アメリカ、10468
        • 募集
        • James J Peters VA Medical Center
        • 主任研究者：
          • Jill M Wecht, EdD
        • コンタクト：
        • コンタクト：
        • 副調査官：
          • John P Handrakis, PT, DPT, EdD

参加基準

研究者は、適格基準と呼ばれる特定の説明に適合する人を探します。これらの基準のいくつかの例は、人の一般的な健康状態または以前の治療です。

適格基準

就学可能な年齢

  • 大人
  • 高齢者

健康ボランティアの受け入れ

はい

説明

Inclusion Criteria:

  • The participant had a spinal cord injury (SCI: C4-T12) for more than one year and the SCI was graded as ASIA Impairment Scale (AIS) A or B (unable to voluntarily move your legs)
  • The participant can also be a gender and age-matched (±5 years) able-bodied (AB) control subject (similar gender and age to a subject with SCI).
  • Subjects with SCI and AB controls must be between 18 and 75 years of age.
  • If the participant are going to do the study, they must avoid caffeine and alcohol, maintain normal salt and water intake, and avoid strenuous exercise for 24 hours prior to the study visit.

Exclusion Criteria:

  • The participant has cardiovascular, kidney, or untreated thyroid disease
  • The participant has had a traumatic brain injury (TBI)
  • The participant has diabetes mellitus
  • The participant has an acute illness or infection
  • The participant is dehydrated
  • The participant smokes
  • The participant is pregnant
  • The participant has broken, inflamed, or otherwise fragile skin
  • The participant's Body Mass Index (BMI) is more than 30 kg/m2

研究計画

このセクションでは、研究がどのように設計され、研究が何を測定しているかなど、研究計画の詳細を提供します。

研究はどのように設計されていますか？

デザインの詳細

  • 主な目的：基礎科学
  • 割り当て：非ランダム化
  • 介入モデル：並列代入
  • マスキング：なし（オープンラベル）

武器と介入

参加者グループ / アーム
介入・治療
実験的：Participants with SCI: Cool temperature challenge
Participants with SCI will be transferred from a thermoneutral room (27°C) to a cool thermal chamber (18°C) for up to 90 minutes to determine change in 1) perfusion index and 2) systolic blood pressure.
他の：Controlled Cool Thermal Challenge (18°C)
Participants with SCI will undergo a controlled, non-invasive cool thermal challenge of 18°C (64.4°F) in a climate-controlled chamber for up to 90 minutes. Participants will remain seated in their wheelchair while wearing a standard T-shirt and shorts to ensure uniform skin exposure. Continuous non-invasive monitoring of perfusion index and blood pressure will be performed throughout the baseline of 27°C (80°F) and cool challenge 18°C (64.4°F) phases to evaluate their relationship.
他の：Controlled Cool Thermal Challenge (18°C)

Able-bodied participants will undergo a controlled, non-invasive cool thermal challenge of 18°C (64.4°F) in a climate-controlled chamber for up to 90 minutes. Participants will remain seated in a wheelchair that will be provided while wearing a standard T-shirt and shorts to ensure uniform skin exposure.

Continuous non-invasive monitoring of perfusion index and blood pressure will be performed throughout the baseline of 27°C (80°F) and cool challenge 18°C (64.4°F) phases to evaluate their relationship.
アクティブコンパレータ：Able-bodied participants (Control): Cool temperature challenge
Able-bodied participants will be transferred from a thermoneutral room (27°C) to a cool thermal chamber (18°C) for up to 90 minutes to determine change in 1) perfusion index and 2) systolic blood pressure.
他の：Controlled Cool Thermal Challenge (18°C)
Participants with SCI will undergo a controlled, non-invasive cool thermal challenge of 18°C (64.4°F) in a climate-controlled chamber for up to 90 minutes. Participants will remain seated in their wheelchair while wearing a standard T-shirt and shorts to ensure uniform skin exposure. Continuous non-invasive monitoring of perfusion index and blood pressure will be performed throughout the baseline of 27°C (80°F) and cool challenge 18°C (64.4°F) phases to evaluate their relationship.
他の：Controlled Cool Thermal Challenge (18°C)

Able-bodied participants will undergo a controlled, non-invasive cool thermal challenge of 18°C (64.4°F) in a climate-controlled chamber for up to 90 minutes. Participants will remain seated in a wheelchair that will be provided while wearing a standard T-shirt and shorts to ensure uniform skin exposure.

Continuous non-invasive monitoring of perfusion index and blood pressure will be performed throughout the baseline of 27°C (80°F) and cool challenge 18°C (64.4°F) phases to evaluate their relationship.

この研究は何を測定していますか？

主要な結果の測定

結果測定
メジャーの説明
時間枠
Perfusion Index (PI)
時間枠：Continuously recorded during 10 minutes of the baseline thermoneutral (27°C) phase and throughout the cool thermal challenge (18°C) phase for up to 90 minutes.
Perfusion index (PI: ranging from 0.02 to 20) reflects the ratio of pulsatile (arterial) blood flow to non-pulsatile static blood flow. PI will be continuously collected using Masimo Radical-7 pulse oximeters (Masimo Corp., Irvine, CA) attached to three sites: an ear, a finger, and a toe. This multi-site data will serve as the primary independent predictor variable of SBP in the AI/machine learning models.
Continuously recorded during 10 minutes of the baseline thermoneutral (27°C) phase and throughout the cool thermal challenge (18°C) phase for up to 90 minutes.
Systolic Blood Pressure (SBP)
時間枠：Continuously recorded during 10 minutes of the baseline thermoneutral (27°C) phase and throughout the cool thermal challenge (18°C) phase for up to 90 minutes.
Beat-to-beat systolic blood pressure (SBP: mmHg) will be continuously collected via a finger-cuff sensor using the VitalStream-CM wireless hemodynamic monitor (CareTaker Medical LLC, Charlottesville, VA). SBP will serve as the primary target dependent variable that the investigators are trying to predict to evaluate sympathetic/vascular reactivity and to train the non-invasive machine learning prediction algorithms.
Continuously recorded during 10 minutes of the baseline thermoneutral (27°C) phase and throughout the cool thermal challenge (18°C) phase for up to 90 minutes.

協力者と研究者

ここでは、この調査に関係する人々や組織を見つけることができます。

スポンサー

James J. Peters Veterans Affairs Medical Center

研究記録日

これらの日付は、ClinicalTrials.gov への研究記録と要約結果の提出の進捗状況を追跡します。研究記録と報告された結果は、国立医学図書館 (NLM) によって審査され、公開 Web サイトに掲載される前に、特定の品質管理基準を満たしていることが確認されます。

主要日程の研究

研究開始 (推定)

2026年9月1日

一次修了 (推定)

2028年6月30日

研究の完了 (推定)

2028年6月30日

試験登録日

最初に提出

2026年7月7日

QC基準を満たした最初の提出物

2026年7月7日

最初の投稿 (実際)

2026年7月13日

学習記録の更新

投稿された最後の更新 (実際)

2026年8月10日

QC基準を満たした最後の更新が送信されました

2026年8月6日

最終確認日

2026年8月1日

詳しくは

本研究に関する用語

追加の関連 MeSH 用語

その他の研究ID番号

  • 1930980
  • RFA # 20465 (その他の助成金/資金番号：New York State Department of Health)
  • SFS # PART72025 (その他の助成金/資金番号：New York State Spinal Cord Injury Research Board Projects to Accelerate Research Translation (PART))

個々の参加者データ (IPD) の計画

個々の参加者データ (IPD) を共有する予定はありますか?

はい

IPD プランの説明

The investigators have an approved Data Use Agreement (DUA) with Dr. Leif Havton of the VA Puget Sound Health Care System. Transferring data to our subaward site, the VA Puget Sound Health Care System, will allow Dr Leif Havton to perform analysis of the de-identified data, which will include artificial intelligence (AI)/machine learning (ML) to determine best surrogate biomarkers for blood pressure predictions.

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米国FDA規制医薬品の研究

いいえ

米国FDA規制機器製品の研究

いいえ

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