Vishvas Garg’s research while affiliated with AbbVie and other places

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Publications (12)


Real-World Achievement of Skin Clearance Targets and Improved Quality of Life With Risankizumab in Psoriasis Patients With Moderate Skin Involvement (BSA ≥ 3–10%)
  • Article
  • Full-text available

November 2024

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18 Reads

SKIN The Journal of Cutaneous Medicine

Bruce Strober

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Manish Patel

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Mark I Kaldas

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[...]

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April Armstrong
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FIGURE 1
FIGURE 2
Performance metrics for all machine learning (ML) methods.
Sensitivity analysis results for the top 3 models.
Uncovering the burden of hidradenitis suppurativa misdiagnosis and underdiagnosis: a machine learning approach

March 2024

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40 Reads

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1 Citation

Frontiers in Medical Technology

Hidradenitis suppurativa (HS) is a chronic inflammatory follicular skin condition that is associated with significant psychosocial and economic burden and a diminished quality of life and work productivity. Accurate diagnosis of HS is challenging due to its unknown etiology, which can lead to underdiagnosis or misdiagnosis that results in increased patient and healthcare system burden. We applied machine learning (ML) to a medical and pharmacy claims database using data from 2000 through 2018 to develop a novel model to better understand HS underdiagnosis on a healthcare system level. The primary results demonstrated that high-performing models for predicting HS diagnosis can be constructed using claims data, with an area under the curve (AUC) of 81%–82% observed among the top-performing models. The results of the models developed in this study could be input into the development of an impact of inaction model that determines the cost implications of HS diagnosis and treatment delay to the healthcare system.


Mean change from baseline in HRQoL and psoriasis symptoms among all patients (N = 2620) by percent improvement in BSA at 6-month follow-up.Change in BSA <0% refers to patients who had either no change or an increase in percent BSA from baseline. *p < 0.001 for trend among response groups. BSA: body surface area; DLQI: dermatology life quality index; PsO: psoriasis; HRQoL: health-related quality of life; SD: standard deviation.
Mean change from baseline in work and activity impairment among all patients (N = 2620) by BSA response at 6-month follow-up. Change in BSA <0% refers to patients who had either no change or an increase in percent BSA. *p < 0.001 for trend among response groups. Work impairment was measured only among those actively employed at baseline (N = 1764). BSA, body surface area; SD, standard deviation.
Impact of psoriasis disease severity and special area involvement on patient-reported outcomes in the real world: an analysis from the CorEvitas psoriasis registry

December 2023

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36 Reads

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6 Citations

Background The impact of psoriasis in special areas (i.e., scalp, nails, palms, soles, genitals) on patient physical functioning, health-related quality of life (HRQoL), and work abilities has not been fully characterized. We assessed associations between disease severity and special area involvement in psoriasis symptoms, HRQoL, and work/activity impairment. Methods Patients with psoriasis from the CorEvitas Psoriasis Registry who initiated systemic treatment between 04/2015–06/2020 were included. Outcomes were change from baseline in psoriasis symptoms, Dermatology Life Quality Index (DLQI), and work/activity impairment at 6 months stratified by baseline disease severity and special area involvement. Results Among 2620 patients, increasing disease severity was associated with worsening patient-reported outcomes. Patients with (46.0%; N = 1205) versus without (54.0%; N = 1415) psoriasis in special areas reported greater HRQoL and work/activity impairment. Over 6 months, patients with unchanged or worsening disease severity had reduced HRQoL and increased symptom severity; incremental increases in patient HRQoL and decreases in symptom severity were associated with improved disease severity. Conclusions Higher disease severity and special area involvement was associated with worse outcomes and impaired work abilities. These data highlight the significant impact that adequate treatment of severe psoriasis and/or special area involvement may have on patient HRQoL and function.






Switch rates over 24 months among biologics for patients with psoriasis [A] by biologic class, and [B] by individual biologic. Censoring is defined as the 24-month follow-up, first switch to apremilast/another biologic or end of continuous enrollment, whichever occurs first. CI: confidence interval; IL: interleukin; TNF: tumor necrosis factor.
Continued.
Adjusted risk of switching therapy by class of biologic. IL-23 inhibitor is the reference group. P value based on multivariable Cox regression models adjusting for baseline demographics (geographic region, gender, age), baseline provider type (dermatologist, rheumatologist, both, none), clinical comorbidities (anxiety/depression, major adverse cardiovascular event, hypertension, obesity, diabetes), and treatment characteristics (previous TIM use and index biologic class). CI: confidence interval; HR: hazard ratio; IL: interleukin; TIM: new targeted immune modulator; TNF: tumor necrosis factor.
Real-world switching patterns and associated characteristics in patients with psoriasis treated with biologics in the United States

May 2023

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125 Reads

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20 Citations

Background Switching therapies is common for patients with psoriasis. Objective To quantify real-world switching rates and characteristics among patients initiating biologics over 24 months. Methods Patients aged ≥18 years with ≥2 confirmed psoriasis diagnoses who initiated a new biologic were identified from a US-payer claims database (Merative® MarketScan®) Switching rates were reported over 24 months using Kaplan–Meier survival analysis, and multivariable Cox regression analyses were performed to identify associated patient characteristics. Results A total of 7997 patients were included, with overall treatment switch rates at 14.4% at 12 months and 26.0% at 24 months. IL-23 inhibitors were associated with the lowest risk of switching compared with TNF, IL-17, and IL-12/23 inhibitors over 24 months (p < 0.0001). Switch rates varied between specific biologics, with the lowest switch rates observed for patients treated with risankizumab at 8.5% followed by guselkumab at 15.7% over 24 months. Prior targeted immune modulator use, age, and female gender were predictors of switching (adjusted hazard ratio; 1.23, 1.31, and 1.40, respectively; p ≤ 0.0005). Limitations Claims data may be subject to data errors and reasons for switching cannot be determined. Conclusion Switching was common in psoriasis patients using biologics over 24 months, with the lowest risk of switching observed with IL-23 inhibitors.


Citations (4)


... However, there is still no consensus on which is the best treatment option for special sites. In daily clinical practice, there are cases where topical therapies are ineffective [17], so the management of psoriasis in such localizations often needs systemic conventional or biological therapies [17,29]. Recently developed selective biological agents such as adalimumab, brodalumab, bimekizumab, certolizumab, etanercept, infliximab, ixekizumab, golimumab, guselkumab, secukinumab, risankizumab, tildrakizumab, and ustekinumab, which are directed against different important cytokines (TNF-α, IL17 family members (IL17A, IL17C, IL17F), IL-23 and IL12/IL23) by blocking the inflammatory cascade at different levels, are widely used for moderate-to-severe forms of psoriasis [30]. ...

Reference:

Hard-to-Treat Areas in Psoriasis: An Underevaluated Part of the Disease
Impact of psoriasis disease severity and special area involvement on patient-reported outcomes in the real world: an analysis from the CorEvitas psoriasis registry

... However, the absolute PASI response rates (i.e., PASI < 3 and PASI < 1) were higher compared with the reSURFACE trials. One contributing factor to this effect is certainly the relatively low baseline PASI observed in this cohort, highlighting the relevance of absolute PASI reporting for real-world effectiveness results (36). ...

Real-World Effectiveness of Risankizumab in Patients with Moderate-to-Severe Psoriasis using the CorEvitas Psoriasis Registry
  • Citing Article
  • September 2023

Journal of the American Academy of Dermatology

... to their older approval [14]. However, the latter have higher switching rates compared to the other classes of inhibitors [5]. Although, antibodies against TNFα demonstrate an intra-class variation in response, thus allowing for an effective switch from etanercept to adalimumab for example [15], newer-generation antibodies against IL-17 and IL-23, such as brodalumab and risankizumab, are more often prescribed as a 2nd treatment line [5]. ...

Real-world switching patterns and associated characteristics in patients with psoriasis treated with biologics in the United States

... Formulary decision-making and establishing an effective utilization management program can become challenging, especially with the evolving treatment landscape of IMIDs where many have been approved for multiple indications. Moreover, the accountability of the real-world evidence has further enabled transformation of treatment targets for IMIDs beyond those endpoints defined within the trial setting [11][12][13]. To ensure access to innovative therapies, healthcare decisionmakers such as policymakers, payers, pharmacy benefit managers, health plans, and employers play a critical role. ...

34820 Real-world treat-to-target skin clearance with risankizumab in patients with moderate to severe psoriasis from the CorEvitas Psoriasis Registry
  • Citing Article
  • September 2022

Journal of the American Academy of Dermatology