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A phenotype-to-mechanism framework links phenome-wide comorbidity architecture to molecular mechanisms and therapeutic discovery in complex diseases

Wang, Wei-Ting; Zhou, Manqi; Tong, Jie; Lin, Meng-Ju; Ke, Alison; Wei, Meihan; Xu, Zhenxing; Tai, Hansen; Parvathaneni, Aarthi; Hill, Khyla T; Cohen, Steven R; Petukhova, Lynn; Chiu, Ernest S; Wang, Fei; Lu, Catherine P; Su, Chang
Complex human diseases exhibit substantial clinical heterogeneity driven by poorly understood molecular mechanisms, while many also lack sufficient molecular and omics data for mechanistic investigation, hindering therapeutic development. We introduce PiMInfer, a "phenotype-to-mechanism" framework that leveraged largely available real-world clinical data-based deep phenotypic characterizations with a biomedical knowledge graph approach to resolve disease clinical heterogeneity into phenotype-informed molecular modules, thereby accelerating therapeutic target discovery. We applied PiMInfer to investigate Hidradenitis Suppurativa (HS), an autoimmune skin disease with poorly understood pathogenesis and limited treatment options. PiMInfer identified a coherent, phenotype-informed HS gene module (PiHSM) and functional endotypes, which were validated using multimodal evidence. In silico drug repurposing using PiHSM prioritized Carfilzomib, targeting the immunoproteasome subunit PSMB9, essential for MHC Class I antigen presentation. Preclinical testing using human patient lesional skin explants confirmed its anti-inflammatory activity and demonstrated a significant downregulation of IFN-γ, IL-17, and mTOR signaling pathways within HS lesional microenvironment through single-cell RNA sequencing. PiHSM-based network predictions further suggest a potential enhanced efficacy of combining Carfilzomib with approved HS agents. Collectively, PiMInfer provides a scalable framework that bridges real-world phenome-wide comorbid associations to mechanism-anchored therapeutic discovery, enabling a paradigm shift in precision medicine approaches for complex diseases with limited molecular characterization and in need of better therapeutic strategies.
PMCID:13193042
PMID: 42180332
CID: 6072069

A novel fracture lattice in spiny mouse skin facilitates tissue autotomy and regeneration

Ko, Daeryeok; Ryu, Yeong Chan; Choi, Jae-Hoon; Kim, Eunu; Cha, Hyunji; Joo, Soyun; Ryu, Seunghwan; Ryu, Hyemin; Shim, Sungwook; Lee, Jiyeon; You, Seulki; Lim, Jiwon; Tong, Jie; Lu, Catherine P; Chang, Sooil; Kim, Ji Ae; Oh, Ji Won; Clemens, Ann M; Seifert, Ashley W; Hong, Seungbum; Lee, Haeshin; Sim, Gi-Dong; Yang, Hanseul
Autotomy is a unique phenotype whereby an animal sheds a body part to escape predation1-3. The timing and location of autotomy are tightly regulated by preformed planes of weakness (aka fracture planes) which facilitate tissue loss. While autotomy is often followed by regeneration, these phenotypes are rarely reported in mammals4-9. A notable exception are spiny mice (Acomys) which exhibit skin autotomy and more remarkably, complete tissue regeneration10-14. Presently, mechanisms underlying autotomy and complete regeneration in Acomys skin remain elusive. Here, we report the discovery of a honeycomb-like fracture lattice in Acomys skin whose design directs tissue destruction but also facilitates regenerative healing. Unlike the single continuous surface of a fracture plane, this fracture lattice consists of a three-dimensional array of hexagonal units whose boundaries guide tissue breakage. Moreover, we identify collagen VI as the main constituent of the fracture lattice and find that it is distinctly arranged to initiate fracturing and propagation of skin tearing. By preconditioning the tissue for autotomy, the fracture lattice dampens the damage-induced inflammatory response but also upregulates a pro-regenerative gene signature, accelerating skin appendage regeneration. Lastly, we discovered the key role of spiny hairs in fracture lattice formation, as inhibiting their development leads to abnormal pattern formation and changes in skin fracture mechanics. Our results present a novel example of a uniquely evolved structural adaptation in mammalian skin that links tissue patterning, autotomy and regeneration. We expect that the application of a modular compartment structure to artificial skin and other organ engineering may enhance resilience to injury and facilitate efficient regeneration.
PMCID:13042007
PMID: 41929044
ISSN: 2692-8205
CID: 6072068

Sweat under surveillance: Loss of immune-metabolic loop during aging

Lu, Catherine P
PMID: 42257640
ISSN: 1523-1747
CID: 6048122

Ultrasound criteria for transmural healing and response in Crohn's disease: a systematic review of definitions and thresholds

St-Pierre, Joëlle; Delisle, Maxime; Miyatani, Yusuke; Falloon, Katherine; Ernest-Suarez, Kenneth; Pabla, Baldeep; Huynh, Hien; Maracle, Brooke; Kung, Janice Y; Cleveland, Noa; Rubin, David T; Dolinger, Michael; Novak, Kerri; Damas, Oriana; Melmed, Gil Y; Lu, Cathy; Kellar, Amelia
BACKGROUND:Transmural healing (TMH) indicates resolution of inflammation in all bowel wall layers and is an emerging therapeutic target in Crohn's disease (CD). Standardized sonographic criteria for TMH and early improvement, termed Transmural Response (TMR), have not been established. This systematic review synthesizes published definitions to provide an up-to-date overview of the current evidence base for intestinal ultrasound (IUS)-based assessment in CD. METHODS:This systematic review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Comprehensive searches of databases identified full-text articles that pre-specified TMH, TMR or normal/abnormal bowel on trans-abdominal IUS in pediatric or adult participants with CD. Definitions were summarized descriptively. RESULTS:Eighty-three full-text studies (8033 patients) met eligibility criteria; 39 (47%) defined TMH and 22 (27%) defined TMR. TMH definitions most often included bowel-wall thickness (BWT) ≤ 3mm (31/39, 79%), absent or minimal Doppler flow (25/39, 64%), and preserved bowel wall stratification (10/39, 26%). All TMR definitions required BWT reduction, but thresholds varied (absolute ≥ 1 mm or relative ≥ 25% in 16/22, 73%). Nine studies (9/22, 41%) also required Doppler flow improvement and 4/22 (18%) included additional criteria. Pediatric-specific criteria were reported in 2 TMH and one TMR studies, extrapolating from adult BWT values. Heterogeneity precluded quantitative pooling. CONCLUSIONS:Standardized IUS definitions of TMH and TMR in CD are lacking. Consistent, validated criteria are essential to enable reproducible ultrasound endpoints, support treat-to-target strategies, and facilitate incorporation of IUS into CD clinical trials and routine care.
PMID: 42222916
ISSN: 1536-4844
CID: 6043472

Heterotopic Hindlimb-to-Neck Transplantation in the Mouse: A Supermicrosurgical Model of Vascularized Composite Allotransplantation

Hirayama, Haruyuki; Polak, Lisa; Delliturri, Marisa; Bouaoud, Jebrane; Ceradini, Daniel J; Rabbani, Piul S; Rodriguez, Eduardo D; Lupon, Elise; Lu, Catherine Pei-Ju
Vascularized composite allotransplantation (VCA) is increasingly recognized as a reconstructive option that offers substantial benefits for patients with severe tissue loss, including injuries affecting the face and hand. Despite its clinical promise, VCA remains limited by surgical complexity, the need for long-term immunosuppression, and associated morbidity. Preclinical models are therefore essential for refining surgical techniques, testing novel immunomodulatory approaches, and investigating ischemia/reperfusion injury. Compared with large-animal models, rodent models offer advantages in accessibility and cost while adhering more closely to the 3Rs principles of Replacement, Reduction, and Refinement. Among them, the mouse offers unique advantages, including the availability of humanized strains, a broad panel of well-characterized antibodies, and compatibility with advanced immunological assays. These features make the mouse particularly valuable for translational VCA research. Murine VCA, however, requires demanding supermicrosurgical skills, as vascular anastomoses are performed on vessels measuring approximately 0.3-0.5 mm in diameter. To enhance reproducibility, we provide technical tips that have proven critical to the success of these procedures. These include the insertion of a nylon filament into the vessel lumen to stabilize the anastomosis, careful separation of the artery and vein over a sufficient distance along the pedicle, precise anesthetic dosing, and specific maneuvers to prevent pedicle twisting. We also highlight common pitfalls and errors, offering practical guidance to improve outcomes. Here, we describe a comprehensive, stepwise protocol for mouse heterotopic hindlimb-to-neck transplantation, accompanied by instructional video material. This non-functional model minimizes postoperative morbidity compared with orthotopic transplantation while providing robust and reproducible results. It is ideally suited for training in supermicrosurgery and for addressing key experimental questions in VCA, including immune tolerance, graft preservation, and ischemia/reperfusion mechanisms. This methodology provides investigators with a reliable murine platform to advance translational VCA research and to develop innovative strategies aimed at improving outcomes in reconstructive transplantation.
PMID: 42044141
ISSN: 1940-087x
CID: 6029072

Exploratory biomarkers for acute rejection in vascularized composite allotransplantation

Pullmann, Dominika; Rifkin, William J; Hirayama, Haruyuki; Gelb, Bruce E; Moshiri, Ata S; Mangiola, Massimo; Rodriguez, Eduardo D; Lu, Catherine P; Rabbani, Piul S
Vascularized composite allotransplantation (VCA) involves immunologically heterogeneous tissues with a high incidence of acute rejection. Reliable and timely detection of rejection onset remains a major unmet challenge in VCA management. This longitudinal exploratory case study assessed blood- and tissue-derived biomarkers for acute rejection monitoring in a full-face and bilateral hand transplant recipient over 4.6 years. Of these biomarkers, donor-derived cell-free DNA (dd-cfDNA) and short tandem repeats (STR) showed trends toward elevated recipient levels during acute rejection, though differences were not statistically significant. CD8+ T-cell percentages increased before acute rejection onset, highlighting a temporal association. Anti-angiotensin II type 1 receptor antibody (AT1R-Ab) levels did not differ significantly between acute rejection and non-rejection episodes, possibly due to prophylactic immune cell depletion. While dd-cfDNA and STR levels correlate with rejection episodes and reflect key graft cellular events, CD8+ T-cell dynamics demonstrated the strongest temporal association with rejection episodes in this patient, though no biomarker showed statistically significant differences. These exploratory findings support the need for further longitudinal, multi-patient studies to validate emerging biomarkers and refine rejection monitoring strategies in VCA.
PMCID:13079665
PMID: 41993136
ISSN: 2813-2440
CID: 6028202

Single-cell spatial transcriptomic analysis of human skin anatomy

Restrepo, Paula; Wilder, Alexis; Houser, Aubrey; Sandhu, Harkirat Singh; Ramirez, Angie; Grace Hren, M; Gill, Raman; Kazmi, Abiha; Chen, Larry; Nigro, Alexandra; Imanishi, Ichiro; Demircioglu, Deniz; Hasson, Dan; Soto, Alan; McQuillan, Stephanie; Gonzalez-Kozlova, Edgar; Brody, Rachel; Ungar, Benjamin; Kasper, Maria; Lu, Catherine P; Torina, Philip; Lewin, Jesse M; Gnjatic, Sacha; Ma, Sai; Ji, Andrew L
The skin is the largest human organ and a site of substantial disease burden, yet its cellular and molecular organization across the body is largely undefined. Here we construct an organ-wide single-cell spatial atlas of ~1.2 million cells from normal adult human skin, resolving the location of 45 cell types across 114 samples encompassing 15 anatomic sites. We uncover site-specific stereotypic cell-type composition and their organization into ten multicellular neighborhoods, most notably a perivascular neighborhood reminiscent of skin-associated lymphoid tissue. Within this neighborhood, ligand-receptor (L-R) analyses identify a central role for tumor necrosis factor in maintaining CCL19+ perivascular fibroblasts, highlighting homeostatic immune-stromal crosstalk. Finally, comparing neighborhood dynamics in spatial transcriptomics of skin disease, we find pan-disease immune alterations in this perivascular neighborhood, suggesting spatial compartmentalization of pathogenic activity. Thus, multicellular neighborhoods underlie the skin's multiscale molecular to macroanatomic organization, orchestrate cell-cell interactions and anatomic site specialization and exhibit architectural disruption in disease.
PMID: 41872488
ISSN: 1546-1718
CID: 6017912

JOURNAL OF CROHNS & COLITIS [Meeting Abstract]

Lu, C.; Dhaliwal, R.; Kellar, A.; Rowan, C.; St-Pierre, J.; Ernest-Suarez, K.; O\brien, M.; Rosentreter, R.; Gulhati, V; Baker, M.; Bettenworth, D.; Bruining, D.; Bari, D.; Dillman, J.; El Ouali, S.; Fletcher, J.; Gordon, I; Jairath, V; Feagan, B. G.; Rieder, F.
ISI:001666374400001
ISSN: 1873-9946
CID: 6006342

Review Article: Extending the Frontiers of Intestinal Ultrasound Knowledge, Performance and Expansion

Lu, Cathy; Verstockt, Bram; Winter, Michael W; Christensen, Britt; Carter, Dan; de Voogd, Floris; Dolinger, Michael; Goodsall, Thomas; O'Brien, Maureen; Rosentreter, Ryan; ,; Allocca, Mariangela; Wilkens, Rune
BACKGROUND:Intestinal ultrasonography (IUS) is increasingly utilised for diagnosing and monitoring IBD. Despite its cost-effectiveness, patient tolerance and suitability for serial bedside assessments, broad adoption has been limited by knowledge gaps in evidence, training and standardisation. AIMS/OBJECTIVE:To summarise key knowledge gaps in the assessment of luminal disease activity, postoperative recurrence, complications, pouch-related disorders and the use of IUS in paediatrics, contrast enhancement, elastography, as well as education, training and future applications involving artificial intelligence. METHODS:We conducted a systematic umbrella review, following PRISMA guidelines, to map the current landscape of high-quality evidence and identify gaps in IUS research relevant to IBD. We searched MEDLINE from inception to February 2025 for systematic reviews, meta-analyses and consensus statements. We extracted data from eligible studies on design, outcomes and identified research gaps. Gaps were categorised by insufficient information, bias, inconsistency or lack of relevant data. RESULTS:Sixty of 507 studies met inclusion criteria. Key gaps included lack of validated and standardised IUS activity indices for Crohn's disease and ulcerative colitis, limited evidence for IUS in post-operative recurrence, paediatric populations and perianal or pouch disease. Data on the use of contrast-enhanced ultrasound and elastography were sparse. Small sample sizes, heterogeneous designs and inadequate follow-up limited most studies. Training, competency assessment and integration of artificial intelligence remain underexplored. CONCLUSIONS:Sizable gaps persist in the evidence base for IUS in IBD. Addressing these gaps through robust, multicentre studies and consensus-driven frameworks is essential to optimise the clinical and research utility of IUS in IBD management.
PMID: 41235810
ISSN: 1365-2036
CID: 5967142

The polygenic architecture of hidradenitis suppurativa reveals signaling mechanisms that implicate epithelial remodeling

Khan, Atlas; Gould, Poppy A; Luo, Yiming; Prens, Errol P; Wheless, Lee; Hung, Adriana M; ,; Drivas, Theodore G; Ritchie, Marylyn D; Saeidian, Amir Hossein; Hákonarson, Hákon; March, Michael; Dand, Nick; Barker, Jonathan; Simpson, Michael; Saklatvala, Jake; Du-Harpur, Xinyi; Farnood, Shahir; Chung, Raymond; Curtis, Charles J; Lee, Sang Hyuck; Kirby, Brian; Teder-Laving, Maris; Kingo, Külli; ,; Thomas, Laurent F; Løset, Mari; Brumpton, Ben Michael; Hveem, Kristian; Hayes, M Geoffrey; Connolly, John; Mentch, Frank; Sleiman, Patrick; Brown, Kathleen LaRow; Tatonetti, Nicholas; Perez, Olivia D; Braun, Alice; Ripke, Stephan; Gaddam, Sadhana; Oro, Anthony; Redmond, Leah C; Higgins, Claire; Lin, Meng-Ju; Chiu, Ernest S; Lu, Catherine P; Hripcsak, George; Weng, Chunhua; Kiryluk, Krzysztof; Tsoi, Lam C; Gudjonsson, Johann E; van Straalen, Kelsey R; Milner, Joshua D; Petukhova, Lynn
We sought to identify clinically relevant regulators of hair follicle inflammation by conducting a human genetic study of hidradenitis suppurativa (HS), a prevalent, understudied, inflammatory disease with limited effective treatments. We performed a GWAS with 6,300 cases and identified 12 independent risk loci. Epigenetic and transcriptomic analyses of HS risk variants defined cell-specific gene regulatory programs. We experimentally validated a coherent gene module defined by upregulated SOX9, CXCR4, and CD74 co-expression that maps to aberrant epithelial structures in the skin. Pharmacological inhibition of CXCR4 implicates CD74 mediated regulation of PI3K/AKT and NF-κB signaling to calibrate inflammation, proliferation and apoptosis in keratinocytes. We next used genome-wide methods to interrogate shared polygenic architecture and identified new clinically and mechanistically relevant disease associations, including another condition that involves aberrant hair follicle remodeling, male pattern hair loss. Our results point towards CXCR4-CD74 signaling in HS and hair follicle homeostasis and suggest CXCR4 blockade as a new therapeutic strategy in HS.
PMCID:12324615
PMID: 40766141
CID: 6064912