The purpose is to establish feasibility of delivering an individually-tailored, behavioral intervention to manage gestational weight gain \[GWG\] that adapts to the unique needs and challenges of overweight/obese pregnant women \[OW/OBPW\] and will utilize control systems engineering to optimize this intervention; in other words, make this intervention manage GWG in OW/OBPW as effectively and efficiently as possible.
The research proposed here will establish the dosage of components needed to impact GWG and develop an efficient (optimized) intervention to effectively manage GWG in OW/OBPW before a randomized controlled trial (RCT) can be implemented. The aims of the proposed research are: to establish feasibility of delivering an individually-tailored behavioral intervention for managing GWG in OW/OBPW. Two studies will be conducted to establish feasibility. Study 1 will examine viability of delivering dosages/sequencing of components (education, goal-setting, self-monitoring, HE/PA), GWG/HE/PA self-monitoring using e-health technology mechanisms, and data collection by delivering varied dosages to OW/OBPW over a brief, 4-week period followed by focus groups to evaluate user acceptability. The investigators will then make necessary revisions to the intervention. Study 2 will pilot test intervention delivery with decision rules for when/how to adapt dosages for an individual and randomization/retention/data collection procedures with treatment and control groups in a new cohort of OW/OBPW. Also, the investigators aim to use feasibility data collected from Aim 1 and control systems engineering to build a model that characterizes the effects of energy balance and planned/self-regulatory behaviors on GWG over time and use this model to develop an optimized intervention. The investigators will identify a dynamical model from feasibility data collected in Aim 1 that considers how changes in GWG responds to changes in energy intake, PA, and planned/self-regulatory behaviors. Model predictive control (a decision-making method from control systems engineering) will inform how the dosage adaptations are decided. The investigators will then identify a customized intervention plan for each woman based on her levels of energy intake, PA, planned/self-regulatory behaviors and the extent to which she is meeting GWG goals over pregnancy. This will lead to final program modifications and result in an individually-tailored, optimized intervention. The investigators will test the efficacy of this optimized intervention for managing GWG in OW/OBPW in a future RCT. This innovative research will develop an individually-tailored, optimized intervention that effectively and efficiently manages GWG in OW/OBPW and that will eventually be available to all pregnant women (via e-health technology) to improve the health of mothers and infants and impact the etiology of obesity and cardiovascular disease at a critical time in the life cycle.
During the intervention, all participants will start out at the Baseline level. The baseline level will last 2 weeks and there will be an assessment to determine weight gain over those 2 weeks. If weight gain has succeeded the recommended amount, participants will be adapted up to a new level of intervention that includes education on GWG, healthy eating and physical activity. After every 4 weeks, an assessment will be performed and adaptations up will be made if necessary. Adaptations include addition of exercise sessions, healthy eating recipe demonstrations, and meal replacements. Participants will weigh themselves daily, wear an activity monitor, record their diet, and complete paper and online surveys.
Participants will follow the same self-monitoring/assessment schedule but will not receive the GWG, healthy eating, and physical activity education or adaptations.
Noll Laboratory
University Park, Pennsylvania, United States
Gestational Weight Change
Gestational weight change will be measured daily at home using the FitBit Aria Wi-Fi Smart Scale (www.fitbit.com; weights will be wirelessly uploaded to online program). Gestational weight change will be standardized: target weight gain will be determined for each woman based on BMI (kg/m\^2) status (OW = 15-25 lb, OB = 11-20 lb). For the criterion measure to determine when to adapt the intervention, weight gain will be calculated to determine if a woman is gaining \< her goal (-), at the exact amount of her goal (0), or \> her goal (+). Pre-pregnancy weight and gestational weight change from the first prenatal visit to the last pre-delivery weight will also be obtained from clinical records. Overweight/obese pregnant women (OW/OBPW) often exceed the GWG guidelines, managing weight gain in this population is critical. Participants weigh themselves daily using a WiFi connected scale. Outcome measure reported at mean change from pre- to post-intervention.
Time frame: Daily data was collected starting at baseline (pre-intervention), through study completion Month 6 (post-intervention). Also measured daily for one week at 6-weeks postpartum. Outcome measure reported at mean change from pre- to post-intervention.
Theory of Planned Behavior (Motivational Determinants of Healthy Eating)
The Theory of Planned Behavior will inform our dynamical model in order to create individualized interventions for OW/OBPW. Beliefs: These items were developed to assess Theory of Planned Behavior (TPB) behavioral, control, and normative beliefs. Main Constructs: The Theory of Planned Behavior (TPB) Healthy Eating Main Constructs measure is a 38-item measure developed to assess the main constructs of the TPB (i.e., attitude, subjective norm (SN), perceived behavioral control (PBC), intention) as they relate to healthy eating behavior. Scoring for the TPB is the sum of each subscale. Attitude and Limit Attitude range of scores: 7-49 - higher score means greater/more positive attitude; SN and Limit SN range: 3-21 - higher score greater/more positive subjective norm; PBC and Limit PBC range: 3-21 - higher score greater/more positive PBC; Intention range: 6-42 - higher score greater/more positive intention. Results reported reflect mean changes from pre-intervention to post-intervention.
Time frame: Data was collected each month starting at baseline (pre-intervention), through study completion at Month 6 (post-intervention). Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, post-intervention.
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Study Type
INTERVENTIONAL
Allocation
RANDOMIZED
Purpose
TREATMENT
Masking
NONE
Enrollment
31
Theory of Planned Behavior (Motivational Determinants of Physical Activity)
The Theory of Planned Behavior will inform our dynamical model in order to create individualized interventions for OW/OBPW. Beliefs: These items were developed to assess Theory of Planned Behavior (TPB) behavioral, control, and normative beliefs. Main Constructs: The Theory of Planned Behavior (TPB) Healthy Eating Main Constructs measure is a 38-item measure developed to assess the main constructs of the TPB (i.e., attitude, subjective norm (SN), perceived behavioral control (PBC), intention) as they relate to healthy eating behavior. Scoring for the TPB is the sum of each subscale. Attitude range of scores: 7-49 - higher score means greater/more positive attitude; SN range: 3-21 - higher score greater/more positive subjective norm; PBC range: 3-21 - higher score greater/more positive PBC; Intention range: 6-42 - higher score greater/more positive intention. Results reported reflect mean changes from pre-intervention to post-intervention.
Time frame: Data was collected each month starting at baseline (pre-intervention), through study completion at post-intervention - Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, post-intervention.
Self-regulation of Healthy Eating
Self-regulation of HE will be measured in order to inform our dynamical model and to how well OW/OBPW are at regulating their energy intake and expenditure and how it impacts their GWG. These items were taken from Ryan Rhodes items for self-regulation of PA and adapted for HE behaviors. Ryan has indicated that these items work really well as an index for HE self-regulation because these behaviors are naturally inter-connected but to look at specific self-regulatory behaviors: self-monitoring, goal-setting, action planning, coping planning, scheduling, affective There are also 2 sets of 8 questions-first 8 examine prospective behaviors while the second set assesses retrospective behaviors. Retrospective scores range from 11-55 and Prospective scores range from 11-55. Total scores range from 22-110. A higher score indicates higher levels of HE self-regulation. Results are mean difference of pre- and post-intervention week.
Time frame: Data was collected bi-weekly starting at baseline (pre-intervention), through study completion at Month 6 (post-intervention). Pre-intervention week, week 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, and post-intervention week.
Self-regulation of Physical Activity
Self-regulation of PA will be measured in order to inform our dynamical model and to how well OW/OBPW are at regulating their energy intake and expenditure and how it impacts their GWG. These items are taken from Ryan Rhodes. Ryan has indicated that these items work really well as an index because these behaviors are naturally inter-connected but to look at specific self-regulatory behaviors: Item #1: self-monitoring, Item #2: goal-setting, Item # 3: action planning, Item #4: coping planning, Item #5: scheduling, Item #6, 7, 8, 9: cuing, Items 10 \& 11: affective. There are also 2 sets of 8 questions-first 8 examine prospective behaviors while the second set assesses retrospective behaviors. Retrospective scores range from 11-55 and Prospective scores range from 11-55. Total scores for overall self-regulation range from 22-110. A higher score indicates higher levels of PA self-regulation. Results reported reflect mean changes from pre to post-intervention week.
Time frame: Data was collected bi-weekly starting at baseline (pre-intervention), through study completion at Month 6 (post-intervention). Pre-intervention week, week 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, and post-intervention week.
Objective Activity Monitor UP Jawbone
Women will be wearing the UP Jawbone for the entire six week intervention. UP will track how the participants sleep, move and eat. Women will be wearing the UP Jawbone in counterbalance with the Actigraph wGt3X-BTI. The specific outcome measure used from the activity monitor is calories (kcals) burned during physical activity/exercise. Outcome measure reported at mean change from pre- to post-intervention.
Time frame: Daily data was collected starting at pre-intervention, through study completion post-intervention. Daily for a total of 6 months. Outcome measure reported at mean change from pre- to post-intervention.
Energy Intake
Estimated energy intake (kcals) from physical activity (kcals) and weight (GWG). Outcome measure reported as mean change of energy intake calories from pre to post-intervention.
Time frame: Daily energy intake was estimated starting at pre-intervention through post-intervention. Each day for 6 months. Outcome measure reported as mean change of energy intake calories from pre to post-intervention.
MyFitnessPal
MyFitness Pal: Web-based and smartphone app dietary intake tracker. Women tracked their diets every day for 6 months and every day for one week at their 6 week postpartum period. Energy intake or calories (kcal) consumed each day were measured. Outcome measure reported as mean change of energy intake calories from pre to post-intervention.
Time frame: Data was collected 3 days a week, each week from pre-intervention through post-intervention. A total of 72 days over 6 months. Outcome measure reported as mean change of energy intake calories from pre-intervention week to post-intervention week.
Three Factor Eating Questionnaire
The Three Factor Eating Questionnaire is a 51-item questionnaire to measure three dimensions of human eating behavior: 1) dietary restraint, or cognitive control of eating behavior, 2) dietary disinhibition, or disinhibition of cognitive control of eating, and 3) susceptibility to hunger. The investigators are only using 18 items of the revised TFEQ. These items are known as TFEQ-R18 as reported in (de Lauzon et al., 2004). The TFEQ is examined by subscale scores and not by a total score. Subscale scores for the cognitive restraint scale range from 3-12; higher scores indicate higher levels of cognitive restraint of eating. Uncontrolled eating scale range from 9-36; higher scores indicate higher levels of uncontrolled eating behaviors. Emotional eating scale range from 6-24; higher scores indicate higher levels of emotional eating behaviors. Outcome measure results are reported as the score during the post-intervention week.
Time frame: Data was collected monthly starting at pre-intervention, through post-intervention - Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, post-intervention.
Leisure Time Exercise Questionnaire
The Leisure-Time Exercise Questionnaire (LTEQ) is a 3 item questionnaire to measure the amount and intensity of exercise a person engages in during a one week period. Reported scores are multiplied by 15 to get total min/week for each type and then adding those values together to total min of weekly exercise. Higher scores reflect more minutes of physical activity. Results reported reflect mean changes from pre- to post-intervention.
Time frame: Data was collected monthly starting at pre-intervention, through post-intervention - Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, post-intervention.
Pittsburgh Sleep Quality Index
Pittsburgh Sleep Quality Index: The Pittsburgh Sleep Quality Index (PSQI) is an 18-item measure developed by Smyth (2003) to measure the quality and patterns of sleep in older adults. It differentiates "poor" from "good" sleep by measuring seven areas: subjective sleep quality, sleep latency, sleep duration, habitual sleep efficiency, sleep disturbances, use of sleeping medication and daytime dysfunction over the last month. Scores can range from 0-21. An overall sleep quality score greater than or equal to 5 reflects poor sleep quality. The outcome reported is overall sleep quality. Results reported reflect mean at post-intervention.
Time frame: Data was collected monthly starting at pre-intervention, through post-intervention - Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, post-intervention.
Sleep Behaviors (Activity Monitor) - Nighttime Sleep Duration
UP Jawbone activity monitor: women wear the monitor during the night and measures sleep duration. This outcome reports mean nighttime sleep duration over the entire study duration.
Time frame: Data was collected each day starting at pre-intervention, through post-intervention - a total of 6 months of daily data collection.
Fetal Measure: Ultrasounds [Fetal Growth]
Ultrasounds are conducted each month to measure fetal growth. Ultrasounds were completed for fetal growth measures as well to ensure adequate growth for those in the study. If there were any flags for growth restriction concerns, participant's physicians were alerted. These ultrasounds were used as safety checks and to ensure proper fetal growth. No group analyses were conducted nor were there any comparisons between groups. Data reported is the sum of all flagged ultrasounds over the study duration.
Time frame: Each month - Month 1, Month 2, Month 3, Month 4, Month 5, and Month 6. Data reported is the sum of all flagged ultrasounds over the study duration.
Infant Birthweight
The infant's birth weight will be obtained through medical records or self-report from mother.
Time frame: Assessed at time of birth - data abstracted at 6-week postpartum session.
Infant Length
The infant's birth length will be obtained through medical records or self-report from mother
Time frame: Assessed at time of birth - data abstracted at 6-week postpartum session.
Resting Metabolic Rate
The Breezing Device: An indirect calorimetry analyzer that measures the rate of oxygen consumption and carbon dioxide production and determines how much energy the body is burning due to the metabolism of nutrients (named Resting Energy Expenditure, REE), and the type of nutrients the body uses to produce energy (Energy source = respiratory quotient, RQ). Developed at Arizona State University. The Breezing is a cellphone-size, battery operated, portable technology that syncs with smartphones. This tracker takes a traditional laboratory-based measurement and makes it faster, more affordable and mobile. Breezing has a 99.8% correlation with the gold standard method, Douglas Bag. Outcome measure is reported as an average over the entire study period.
Time frame: Data was collected weekly from pre-intervention to post-intervention - Pre-intervention, week 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14 ,15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, post-intervention.
Body Area Satisfaction Scale
The Body Area Satisfaction Scale (BASS) measure is a 9-item subscale originating from the Multidimensional Body-Self Relations Questionnaire (MBSRQ), which is a 69-item self-report inventory for the assessment of self-attitudinal aspects of the construct of body-image. The BASS assesses one's personal satisfaction with body parts such as arms, legs, and face in which participants rate their degree of body satisfaction with each specified body party from 1 (very dissatisfied) to 5 (very satisfied). The first 8 of the 9 items are added together for a total score. Scores range from 8-40. A higher score indicates higher body satisfaction. Outcome measure is reported as the score at post-intervention.
Time frame: Data was collected monthly starting at pre-intervention, through study post-intervention - Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, and post-intervention. Outcome measure is reported as the score at post-intervention.
Center for Epidemiological Studies Depression Scale
Center for Epidemiological Studies Depression Scale (CESD): Measures current levels of depressive symptomology. A cut off score of 16 is used to determine case status (depressed versus not depressed). A higher score (above 16) represents depressive symptomology. A total CES-D score can be calculated \[Total CES-D Score = sum (items 1-20)\]. Scores range from 0-60. Outcome reported is the mean scores at the post-intervention time period.
Time frame: Data was collected monthly starting at pre-intervention, through study post-intervention - Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, and post-intervention. Results are the mean scores at the post-intervention time period.
State-Trait Anxiety Inventory
The State-Trait Anxiety Inventory (STAI) is a 20-item questionnaire to measure state and trait anxiety. The State version of the STAI is being used for the current study. This scale consists of twenty items that evaluate how respondents feel "right now, at this moment." In responding to the STAI State-Anxiety scale, participants choose the response statement that best describes the intensity of their feelings: (1) not at all; (2) somewhat; (3) moderately so; (4) very much so. The state version of the STAI can also be used to evaluate how someone felt at a particular time in the recent past and how they anticipated to feel either in a specific situation that is likely to be encountered in the future or in a variety of hypothetical situations. Scores can range: 20-80. A total score is used to determine anxiety. A higher score indicates higher anxiety. Outcome reported is the mean scores at the post-intervention time period.
Time frame: Data was collected monthly starting at pre-intervention through post-intervention: Pre-intervention, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6, and Post-intervention. Results reported reflect mean scores at the post-intervention time period.
Perceived Stress Scale
The Perceived Stress Scale (PSS) is a 10-item scale developed by Cohen (1988) that measures the degree to which situations in one's life are appraised as stressful. The PSS was designed for use with community samples with at least a junior high-school education. The 14 items are easy to understand and the response alternatives (never, almost never, neutral, sometimes, fairly often, very often) are simple to grasp. The questions are quite general in nature and hence relatively free of content specific to any sub-population group. Scores range from 0-40. A higher score indicates higher levels of perceived stress.
Time frame: Assessed weekly at pre-intervention week, week 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, and post-intervention. Post-intervention mean scores reported.
Sleep Behaviors (Activity Monitor) - Nighttime Awakenings
UP Jawbone activity monitor: women wear the monitor during the night. The monitor measures number of awakenings. This outcome reports mean nighttime awakenings per night over the entire study duration (pre- to post-intervention).
Time frame: Data was collected each day starting at pre-intervention, through post-intervention - a total of 6 months of daily data collection.