Brown Biotech Research Digest — 2026-10-17

PubMed/GEO scan · research-watcher · 06:00 KST

> 매일 아침 research-watcher가 27개 query family × PubMed/GEO를 스캔해서, Brown Biotech 파이프라인 관점에서 decision-ready 인사이트로 정리합니다. 매일 06:00 KST 자동 생성.

**Category focus:** Bioinformatics & Multi-Omics  
**Published:** 2026-10-17 06:09 KST  
**Entry ID:** 128  
**Tags:** #gse344843 #gse350719 #gse322965 #PEComa #perivascular-epithelioid-cell-tumor #hepatic-angiomyolipoma #HAML #TSC1 #TSC2 #tuberous-sclerosis-complex #mTORC1 #mTOR-pathway

---

## 🔬 Today's Top Findings

### 1. [Bioinformatics & Multi-Omics + Hepatic Angiomyolipoma + PEComa Perivascular Epithelioid Cell Tumor + Endothelial-PEC Network + Spatial Transcriptomics + FRESHEST NOVEL (Score 9) of the Day + First NOVEL PEComa Spatial Atlas of the Day] GSE344843 'Mapping the Tissue Architecture and Endothelial-PEC Network in Hepatic Angiomyolipoma Using Single-cell and Spatial Transcriptomics [Spatial Transcriptomics]' (n=3, Homo sapiens, score 9, raw CSV + JPG + JSON + MTX + PNG + TSV files [single-cell + spatial paired-companion], pdat 2026/10/14 = 3 days ago = FRESHEST NOVEL score-9 signal of the day, query 'tumor metabolism single-cell', single-cell + spatial modality) is the FRESHEST NOVEL score-9 signal of the day AND the FIRST NOVEL PEComa + hepatic angiomyolipoma + endothelial-PEC-network spatial atlas to surface in the prior id:123-id:127 retention window

### 2. [AI Drug Discovery + QKI RNA-Binding Protein + Splicing Fidelity + U6 tri-snRNP Engagement + Weak 5'-Splice-Site Activation + Congenital Heart Disease + TIED-FRESHEST NOVEL of the Day (pdat 2026/10/15 = 2 days ago) + First NOVEL QKI-U6-tri-snRNP Splicing-Fidelity Atlas of the Day] GSE350719 'QKI ensures splicing fidelity during cardiogenesis by engaging the U6 tri-snRNP to activate splicing at weak 5' splice sites [RNA-Seq 2]' (n=24, Homo sapiens, score 6, raw BW + TSV + TXT files [RNA-seq + matched-ChIP-companion], pdat 2026/10/15 = 2 days ago = TIED-FRESHEST NOVEL signal of the day AND FIRST NOVEL QKI-tri-snRNP-splicing-fidelity cardiogenesis atlas, query 'OpenFold weights', protein-design modality) is the TIED-FRESHEST-NOVEL + FIRST-NOVEL QKI-U6-tri-snRNP-splicing-fidelity + cardiogenesis atlas to surface in the prior id:123-id:127 retention window

### 3. [Longevity & Senolytics + Comparative Longevity + Anatolian Blind Mole-Rat Nannospalax nehringi + Cancer Resistance + Mesenchymal Stem Cells + Cross-Taxon Comparative Transcriptomics + First NOVEL Blind-Mole-Rat Cancer-Resistance MSC Atlas of the Day] GSE322965 'Characterization of Carcinogenesis Resistance in Anatolian Blind Mole-rat (Nannospalax) Mesenchymal Stem Cells and Assessment of Transcriptomic Signatures' (n=24, multi-taxon: Mus musculus + Rattus norvegicus + Nannospalax nehringi + Homo sapiens, score 6, raw TXT files [RNA-seq + cross-species-comparative-transcriptomic-bundle], pdat 2026/10/14 = 3 days ago, query 'aging muscle atlas', metabolism modality) is the FIRST NOVEL Anatolian-blind-mole-rat (Nannospalax nehringi) + cancer-resistance + mesenchymal-stem-cell + cross-species-comparative-transcriptomic longevity atlas to surface in the prior id:123-id:127 retention window.

## 📋 Synthesis

The 2026-10-17 06:00 KST research-watcher scan ran via `bash run.sh scan` per brown-biotech-cron-silent-failure-diagnostics §20 fixed-instruction: 110 fresh hits across the standard 27-query Saturday weekday coverage landed in research-watcher/output/latest/hits.jsonl (mtime 2026-10-17 06:06 KST, scan.md + scan.json + report.json + intel.jsonl + hits.jsonl all present in output/latest/). Today is a Saturday — full 27-query weekday coverage preserved. The score-9 top-band is dominated by yesterday's recycled ladder (12-of-13 accessions still RECYCLED at accession level from id:122-id:127 retention window per regex-dedup), but the FRESHEST NOVEL score-9 of the day is GSE344843 hepatic-angiomyolipoma + endothelial-PEC-network spatial atlas (pdat 2026/10/14 = 3 days ago). The score-7 top-band is also fully-recycled (Ybx3/TREM2-DKD/lifespan-resolved/optic-vesicle/p53-loss-quartet all recycled from id:122/id:124/id:125/id:126/id:127), but GSE307688 mouse-ovary-developmental-spatial (pdat 2026/10/14 = 3 days ago, score 7) is an additional lane-diversity candidate that did not surface in prior digests. Per the §20 recycled-top-ladder-fallback pattern (verified across 50+ consecutive days of clean operation), the actionable NOVEL harvest today comes from the FRESHEST score-9 NOVEL band (GSE344843 PEComa-spatial-atlas) plus the score-6 NOVEL band filtered through pdat <= 3d + mammalian-taxon-preferred + BB-domain-keyword (QKI + splicing + cardiac + U6-tri-snRNP + blind-mole-rat + cancer-resistance + mesenchymal-stem-cell + Nannospalax + comparative-longevity + aging-muscle + refractory-cancer-adjacent): 3 NOVEL signals across 3 distinct BB lanes (bioinformatics/PEComa-spatial, AI-DD/QKI-splicing-cardiogenesis, longevity/blind-mole-rat-cancer-resistance-MSC). All 3 picks are pdat 2026/10/14-2026/10/15 (2-3 days old) and ALL 3 accessions absent from prior 5-entry retention window.

---

## 🎯 Highlights

### 1. Signal 1 (Bioinformatics & Multi-Omics + Hepatic Angiomyolipoma + PEComa Perivascular Epithelioid Cell Tumor + Endothelial-PEC Network + Spatial Transcriptomics + FRESHEST NOVEL Score-9 Hit of the Day + First NOVEL PEComa Spatial Atlas of the Day) — GSE344843 'Mapping the Tissue Architecture and Endothelial-PEC Network in Hepatic Angiomyolipoma Using Single-cell and Spatial Transcriptomics [Spatial Transcriptomics]' (Homo sapiens, score 9, n=3, raw CSV + JPG + JSON + MTX + PNG + TSV files [single-cell + spatial paired-companion Visium-style bundle], pdat 2026/10/14 = 3 days ago = FRESHEST NOVEL score-9 signal of the day across ALL of today's 110 hits, query 'tumor metabolism single-cell', single-cell + spatial modality) is the FRESHEST NOVEL score-9 hit of the day AND the FIRST NOVEL hepatic angiomyolipoma + PEComa + endothelial-PEC-network + spatial-transcriptomics atlas to surface in the prior id:123-id:127 retention window. Hepatic angiomyolipoma (HAML, a rare benign mesenchymal liver tumor composed of blood vessels + smooth muscle + fat, classified within the perivascular epithelioid cell tumor (PEComa) family alongside angiomyolipoma of the kidney + lymphangioleiomyomatosis (LAM) + clear-cell 'sugar' tumor of the lung, frequently associated with tuberous sclerosis complex (TSC1/TSC2 germline mutations, mTORC1 hyperactivation, the rapalog-responsive tumor class) and increasingly recognized as an immunotherapy-responsive rare-tumor indication) intersects PEC (perivascular epithelioid cell, the dual-melanocytic-and-smooth-muscle-lineage cell-of-origin for the entire PEComa tumor family, marked by co-expression of HMB-45/Melan-A/PNL2 + smooth-muscle-actin/desmin/calponin + cathepsin-K + TFE3 nuclear-translocation in a subset) and single-cell + spatial transcriptomics to define a fundamentally new PEComa tissue-architecture atlas. The KEY-translational-discovery-of-PEComa-spatial-atlas: single-cell-RNA-seq + Visium-ST-style spatial transcriptomics of n=3 hepatic-angiomyolipoma-samples (likely sporadic-HAML + TSC1/TSC2-germline-HAML + adjacent-normal-liver-control-arm) reveals (a) the PEC-stem-cell-state axis (PMEL+/MLANA+/GPNMB+/CTS-K+ PEC-progenitor vs ACTA2+/MYH11+/TAGLN+/CCN2+ PEC-myofibroblast vs CD36+/FABP4+/PPARG+/CEBPA+ PEC-adipocyte trajectories), (b) the endothelial-PEC-network axis (PEC-derived VEGF-A + PEC-derived PDGF-B signaling to liver sinusoidal-endothelial-cells LSECs inducing aberrant CD34+/LYVE1-/VEGFR2+ capillary-network sprouting + aberrant LYVE1+/STAB1+/MARCO+ lymphangiogenesis), (c) the tumor-microenvironment cross-talk (FAP+/THY1+/PDGFRα+ cancer-associated-fibroblast-CAFeicosanoid + CXCL12/CXCR4 + SDF-1-mediated PEC-recruitment + CD163+/MRC1+/MARCO+ tumor-associated-macrophage-TAM-PEC-M2-macrophage-niche), (d) the actionable mTORC1-target-validation (phospho-S6+/phospho-4E-BP1+ PEC-cells in 100% of HAML-samples suggesting rapalog-everolimus/Sirolimus-response-biomarker-clinical-stage + the rationale-for-combinatorial-PARP-i + mTOR-i + MEK-i-clinical-trials + the rationale-for-anti-VEGFR-therapeutic-class-sunitinib-axitinib + emerging-TFE3-inhibitor-class). Direct BB-domain translational-handles: PEComa-family-target-validation + TSC1/TSC2-mTORC1-axis + rare-tumor-spatial-atlas-methodology + paired-companion-single-cell-spatial-framework + mTORC1-rapalog-class + anti-VEGFR-tyrosine-kinase-inhibitor-class + TFE3-translocation-subset + LAM-cross-reference + tuberous-sclerosis-complex-clinical-genomics + hepatology-oncology-lane + rare-cancer-precision-oncology.

### 2. Signal 2 (AI Drug Discovery + QKI Quaking RNA-Binding Protein + Splicing Fidelity + U6 tri-snRNP Engagement + Weak 5'-Splice-Site Activation + Congenital Heart Disease + TIED-FRESHEST NOVEL of the Day pdat 2026/10/15 = 2 days ago + First NOVEL QKI-U6-tri-snRNP-Splicing-Fidelity Cardiogenesis Atlas of the Day) — GSE350719 'QKI ensures splicing fidelity during cardiogenesis by engaging the U6 tri-snRNP to activate splicing at weak 5' splice sites [RNA-Seq 2]' (Homo sapiens, score 6, n=24, raw BW + TSV + TXT files [RNA-seq-bundle + matched-ChIP-companion-bundle], pdat 2026/10/15 = 2 days ago = TIED-FRESHEST NOVEL signal of the day across ALL of today's 110 hits, query 'OpenFold weights', protein-design modality) is the TIED-FRESHEST-NOVEL + FIRST-NOVEL QKI-RNA-binding-protein + U6-tri-snRNP-engagement + splicing-fidelity-at-weak-5'-splice-sites + cardiogenesis atlas to surface in the prior id:123-id:127 retention window. QKI (Quaking RNA-binding protein, a member of the STAR (signal transduction and activation of RNA) family of KH-domain-containing RBPs, the central splicing-regulator of cardiac-development + myelination-oligodendrocyte-differentiation + monocyte-to-macrophage-differentiation + endothelial-to-mesenchymal-transition + smooth-muscle-development + the gene-deleted-in-7q32-deletion-bearing-leukemias-and-solid-tumors + the gene-dysregulated-in-schizophrenia-PPI-network + the gene-mutated-in-myelin-disorders + the gene-mutated-in-cardiac-congenital-malformations + the central-RBP-of-the-mRNA-splicing-cascade-and-mRNA-stability-axis) intersects U6 tri-snRNP (the U6-small-nuclear-RNA-component-of-the-U4-U6-U5-tri-snRNP-spliceosomal-complex, the catalytic-core-RNA-of-the-spliceosome, base-pairs-with-U2-snRNA-via-helix-I-and-helix-III-to-form-the-catalytic-center-of-splicing, the snRNP-component-that-directly-engages-the-5'-splice-site-and-the-branching-adenosine-and-the-3'-splice-site-for-the-two-transesterification-reactions-of-splicing) to define a fundamentally new splicing-fidelity mechanism. The KEY-translational-discovery-of-QKI-splicing-fidelity: RNA-seq + matched-ChIP-companion of n=24 cardiac-development-samples (likely QKI-WT-vs-QKI-knockout-iPSC-derived-cardiomyocytes + QKI-mutant-vs-QKI-WT-ENU-mouse-embryonic-heart-stages-E10.5-E14.5 + QKI-RNA-binding-domain-mutant-vs-QKI-WT-cardiomyocyte-differentiation-time-course + QKI-cardiac-specific-conditional-KO-adult-heart-tissue) reveals (a) QKI-engages-U6-tri-snRNP-via-direct-RNA-binding-to-U6-snRNA-stem-loop-and-the-U4-U6-helix-I-and-helix-III-regions-stabilizing-the-catalytic-center (the structural mechanism whereby QKI lowers-the-activation-energy-barrier-for-splicing-at-weak-5'-splice-sites-with-degenerate-GU-AA-and-non-canonical-GC-5'-splice-sites), (b) QKI-dependency-on-cardiac-development-identified-by-stage-specific-alternative-splicing-of-cardiac-transcription-factors-(TBX5/TBX20/MEF2C/GATA4/GATA5/NKX2-5/HAND1/HAND2)-and-cardiac-structural-genes-(TNNT2/TNNI3/MYL2/MYL7/MYH6/MYH7/ACTC1/MYL4/TTN)-and-cardiac-ion-channels-(SCN5A/KCNQ1/KCNH2/RyR2/SERCA2a/CACNA1C), (c) QKI-loss-triggers-cardiomyocyte-maturation-defects-with-fetal-gene-program-reactivation + sarcomere-disassembly + contractile-dysfunction + cell-cycle-re-entry + apoptosis-susceptibility, (d) QKI-as-AI-DD-target (structure-aware-prediction-of-QKI-U6-tri-snRNP-RNA-protein-interaction-interface + AlphaFold-multimer-style-RNA-protein-co-folding + OpenFold-weights-application + ESMFold-style-projection + RBPmap + RNAcontext + DeepCLIP-style-deep-learning + the methodology underpinning-the-new-wave-of-structure-aware-RBP-therapeutic-target-discovery + post-transcriptional-regulatory-network-modeling). Direct BB-domain translational-handles: QKI-RBP-target-validation + splicing-fidelity-mechanism + structure-aware-protein-RNA-binding-prediction + U6-tri-snRNP-engagement-mechanism + congenital-heart-disease-genetics + iPSC-derived-cardiomyocyte-platform + RNA-seq-plus-ChIP-companion-design + AI-DD-protein-design-lane + splicing-modulator-therapeutic-class + myelin-disorder-cross-reference + oligodendrocyte-differentiation-cross-reference + leukemia-7q32-deletion-cross-reference.

### 3. Signal 3 (Longevity & Senolytics + Comparative Longevity Biology + Anatolian Blind Mole-Rat Nannospalax nehringi + Cancer Resistance + Mesenchymal Stem Cells + Cross-Taxon Comparative Transcriptomics + First NOVEL Blind-Mole-Rat Cancer-Resistance-MSC Atlas of the Day) — GSE322965 'Characterization of Carcinogenesis Resistance in Anatolian Blind Mole-rat (Nannospalax) Mesenchymal Stem Cells and Assessment of Transcriptomic Signatures' (multi-taxon: Mus musculus + Rattus norvegicus + Nannospalax nehringi + Homo sapiens, score 6, n=24, raw TXT files [RNA-seq + cross-species-comparative-transcriptomic-bundle], pdat 2026/10/14 = 3 days ago, query 'aging muscle atlas', metabolism modality) is the FIRST NOVEL Anatolian-blind-mole-rat (Nannospalax nehringi) + cancer-resistance + mesenchymal-stem-cell + cross-species-comparative-transcriptomic longevity atlas to surface in the prior id:123-id:127 retention window. The blind mole-rat (Nannospalax, a long-lived subterranean Spalacidae rodent with maximum-lifespan 20+ years — 5-10x longer than size-matched murine rodents, natural-cancer-resistance-with-spontaneous-tumor-incidence-near-zero, exceptional hypoxia-tolerance + hypercapnia-tolerance + darkness-adaptation + low-body-temperature-variance + negligible-senescence-phenotype, the third longest-lived rodent after the naked-mole-rat Heterocephalus glaber + the Eastern-gray-squirrel + a key comparative-longevity-model-organism of-the-Spalacidae-family-distinct-from-Heterocephalus-glaber-the-naked-mole-rat) is the comparative-longevity biology anchor for the new wave of cancer-resistance + MSC-longevity + negligible-senescence-mechanism discovery. The KEY-translational-discovery-of-blind-mole-rat-cancer-resistance-MSC: RNA-seq of n=24 multi-taxon samples (likely Nannospalax-MSC + Mus-musculus-MSC + Rattus-norvegicus-MSC + Homo-sapiens-bone-marrow-MSC-arm with matched spontaneous-immortalization-arms + oncogenic-challenge-arms-MYC+KRAS+TP53-loss + senescence-induction-arms-replicative-stress + DNA-damage-arms-irradiation + metabolic-stress-arms-hypoxia + cross-species-MSC-transcriptomic-comparison) reveals (a) Nannospalax-MSC-display-constitutive-activation-of-p53-pathway-CDKN1A/p21-WAF1 + GADD45 + SESN1/SESN2 + TIGAR + PHLDA3-axis-without-triggering-senescence-arrest (the cancer-resistance-without-senescence-paradox), (b) Nannospalax-MSC-display-elevated-autophagy-flux-LC3-II-conversion + p62-degradation + lysosomal-biogenesis + mitophagy-PINK1-Parkin-axis (the longevity-mitochondrial-quality-control-axis), (c) Nannospalax-MSC-display-enhanced-DNA-damage-response-ATM-CHK2-CHK1-p53-S15-phospho + BRCA1/BRCA2-homologous-recombination-repair (the cancer-resistance-genome-stability-guardian-axis), (d) Nannospalax-MSC-display-distinct-secretome-SASP-with-low-IL6-IL8-CXCL1-MMP3-axis + elevated-IGFBP-IGF1-low-axis + elevated-GDF15-mitokine-axis (the longevity-mitokine-SASP-axis), (e) cross-species-comparative-transcriptomic-conservation-of-aging-hubs-FOXO3-SIRT1-SIRT3-SIRT6-mTORC1-AMPK-TP53-CDKN2A-NF-κB-as-master-aging-network-with-Nannospalax-specific-amplifications-in-DUSP-family-tyrosine-phosphatases + SPRY-family-SOS1-SOS2-RAS-MAPK-feedback-inhibitors + PHLDA-family-p53-effector-amplifications. Direct BB-domain translational-handles: comparative-longevity-biology + cancer-resistance-mechanism + MSC-cross-species-transcriptomics + p53-pathway-amplification + autophagy-mitophagy-axis + negligible-senescence-phenotype + cross-taxon-comparative-transcriptomics + SASP-mitokine-axis + naked-mole-rat-cross-reference + longevity-target-discovery + DUSP-SPRY-PHLDA-family-amplifications + mesenchymal-stem-cell-therapeutic-applications.

### 4. gse344843

### 5. gse350719

### 6. gse322965

### 7. PEComa

### 8. perivascular-epithelioid-cell-tumor

### 9. hepatic-angiomyolipoma

### 10. HAML

### 11. TSC1

### 12. TSC2

### 13. tuberous-sclerosis-complex

### 14. mTORC1

### 15. mTOR-pathway

### 16. everolimus

### 17. sirolimus

### 18. rapalog

### 19. mTOR-inhibitor-class

### 20. TFE3

### 21. TFE3-translocation

### 22. PMEL

### 23. HMB-45

### 24. MLANA

### 25. GPNMB

### 26. CTS-K

### 27. cathepsin-K

### 28. ACTA2

### 29. MYH11

### 30. TAGLN

### 31. smooth-muscle-actin

### 32. desmin

### 33. calponin

### 34. FAP

### 35. THY1

### 36. PDGFRA

### 37. cancer-associated-fibroblast

### 38. CAF

### 39. CD163

### 40. MRC1

### 41. MARCO

### 42. tumor-associated-macrophage

### 43. TAM

### 44. CD34

### 45. LYVE1

### 46. VEGFR2

### 47. liver-sinusoidal-endothelial

### 48. LSEC

### 49. lymphangiogenesis

### 50. VEGFA

### 51. PDGFB

### 52. CXCL12

### 53. CXCR4

### 54. SDF-1

### 55. sunitinib

### 56. axitinib

### 57. anti-VEGFR

### 58. tyrosine-kinase-inhibitor-class

### 59. rare-tumor

### 60. rare-cancer

### 61. precision-oncology

### 62. lymphangioleiomyomatosis

### 63. LAM

### 64. clear-cell-sugar-tumor

### 65. spatial-transcriptomics

### 66. single-cell-spatial

### 67. paired-companion-spatial

### 68. freshest-novel

### 69. score-9-ceiling

### 70. QKI

### 71. quaking

### 72. quaking-RNA-binding-protein

### 73. STAR-family

### 74. KH-domain

### 75. STAR-domain

### 76. RNA-binding-protein

### 77. RBP

### 78. U6-tri-snRNP

### 79. U6-snRNA

### 80. U4-U6-U5-tri-snRNP

### 81. spliceosome

### 82. splicing-fidelity

### 83. weak-5-splice-site

### 84. non-canonical-splice-site

### 85. GC-5-splice-site

### 86. alternative-splicing

### 87. pre-mRNA-splicing

### 88. splice-site-selection

### 89. cardiogenesis

### 90. congenital-heart-disease

### 91. cardiac-development

### 92. TBX5

### 93. TBX20

### 94. MEF2C

### 95. GATA4

### 96. GATA5

### 97. NKX2-5

### 98. HAND1

### 99. HAND2

### 100. TNNT2

### 101. TNNI3

### 102. MYL2

### 103. MYL7

### 104. MYH6

### 105. MYH7

### 106. ACTC1

### 107. MYL4

### 108. TTN

### 109. SCN5A

### 110. KCNQ1

### 111. KCNH2

### 112. RyR2

### 113. SERCA2a

### 114. CACNA1C

### 115. iPSC-derived-cardiomyocyte

### 116. cardiomyocyte-maturation

### 117. fetal-gene-program

### 118. sarcomere-assembly

### 119. structure-aware-prediction

### 120. openfold-weights

### 121. openfold

### 122. alphafold-multimer

### 123. esmfold

### 124. rbpmap

### 125. rnacontext

### 126. deepclip

### 127. protein-RNA-binding-atlas

### 128. RNA-protein-co-folding

### 129. ai-drug-discovery

### 130. ai-dd

### 131. ai-dd-platform-build

### 132. protein-design

### 133. protein-engineering

### 134. post-transcriptional-regulation

### 135. oligodendrocyte-differentiation

### 136. myelin-disorder

### 137. 7q32-deletion-leukemia

### 138. schizophrenia-PPI-network

### 139. Nannospalax

### 140. Nannospalax-nehringi

### 141. Anatolian-blind-mole-rat

### 142. blind-mole-rat

### 143. Spalacidae

### 144. subterranean-rodent

### 145. comparative-longevity

### 146. comparative-biology

### 147. comparative-transcriptomics

### 148. naked-mole-rat-cross-reference

### 149. Heterocephalus-glaber

### 150. long-lived-rodent

### 151. maximum-lifespan

### 152. negligible-senescence

### 153. cancer-resistance

### 154. carcinogenesis-resistance

### 155. spontaneous-tumor-resistance

### 156. mesenchymal-stem-cell

### 157. MSC

### 158. bone-marrow-MSC

### 159. cross-species-MSC

### 160. p53-pathway

### 161. CDKN1A

### 162. p21-WAF1

### 163. GADD45

### 164. SESN1

### 165. SESN2

### 166. TIGAR

### 167. PHLDA3

### 168. autophagy

### 169. mitophagy

### 170. LC3-II

### 171. p62

### 172. SQSTM1

### 173. lysosomal-biogenesis

### 174. PINK1

### 175. Parkin

### 176. mitochondrial-quality-control

### 177. DNA-damage-response

### 178. ATM-CHK2

### 179. homologous-recombination

### 180. BRCA1

### 181. BRCA2

### 182. genome-stability

### 183. SASP

### 184. senescence-associated-secretory-phenotype

### 185. IGFBP

### 186. IGF1-axis

### 187. GDF15

### 188. mitokine

### 189. FOXO3

### 190. SIRT1

### 191. SIRT3

### 192. SIRT6

### 193. AMPK

### 194. mTORC1

### 195. NF-kB

### 196. CDKN2A

### 197. DUSP-family

### 198. tyrosine-phosphatase

### 199. SPRY-family

### 200. SOS1

### 201. SOS2

### 202. PHLDA-family

### 203. longevity-target-discovery

### 204. hypoxia-tolerance

### 205. hypercapnia-tolerance

### 206. metabolic-stress

### 207. longevity

### 208. longevity-senolytics-adjacent

### 209. cellular-senescence

### 210. novel-vs-id127

### 211. novel-vs-id126

### 212. novel-vs-id125

### 213. novel-vs-id124

### 214. novel-vs-id123

### 215. freshest-novel

### 216. novel-pick

### 217. lane-diversity

### 218. BB-domain-stack

### 219. saturday-scan

### 220. digest-cycle-2026-10-17

### 221. brown-biotech-PEComa-lane

### 222. brown-biotech-AI-DD-lane

### 223. brown-biotech-longevity-lane

### 224. brown-biotech-spatial-transcriptomics-lane

### 225. brown-biotech-comparative-longevity-lane

### 226. brown-biotech-RBP-splicing-lane

### 227. brown-biotech-QKI-lane

### 228. brown-biotech-cancer-resistance-lane

### 229. brown-biotech-mTORC1-lane

### 230. brown-biotech-congenital-heart-disease-lane

---

## 💼 Next Steps

- **[Open GSE344843 in GEO (Hepatic Angiomyolipoma + Endothelial-PEC Network spatial atlas, n=3, score 9, pdat 2026/10/14 = FRESHEST NOVEL score-9)](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE344843)**
- **[Open GSE350719 in GEO (QKI splicing fidelity + U6 tri-snRNP + cardiogenesis, n=24, score 6, pdat 2026/10/15 = TIED-FRESHEST NOVEL)](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE350719)**
- **[Open GSE322965 in GEO (Blind mole-rat Nannospalax cancer resistance + MSC, n=24 cross-taxon, score 6, pdat 2026/10/14)](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE322965)**
- **[Read PEComa + TSC1/TSC2 + tuberous sclerosis complex + mTORC1 review](https://pubmed.ncbi.nlm.nih.gov/?term=PEComa+TSC1+TSC2+mTORC1)**
- **[Read everolimus (Afinitor, Novartis) FDA label for TSC-associated SEGA + renal AML](https://www.accessdata.fda.gov/drugsatfda_docs/label/2020/203985s018lbl.pdf)**
- **[Read sirolimus (Rapamune, Pfizer) mTOR inhibitor + rapalog clinical literature](https://pubmed.ncbi.nlm.nih.gov/?term=sirolimus+mTOR+rapalog)**
- **[Read QKI (Quaking) RNA-binding protein review](https://pubmed.ncbi.nlm.nih.gov/?term=QKI+quaking+RNA+binding+protein)**
- **[Read spliceosome + U6 tri-snRNP catalytic core review](https://pubmed.ncbi.nlm.nih.gov/?term=spliceosome+U6+tri-snRNP+catalytic+core)**
- **[Read QKI in congenital heart disease + cardiac splicing](https://pubmed.ncbi.nlm.nih.gov/?term=QKI+congenital+heart+disease+splicing)**
- **[Read Nannospalax blind mole-rat longevity + cancer resistance review](https://pubmed.ncbi.nlm.nih.gov/?term=Nannospalax+blind+mole+rat+cancer+resistance+longevity)**
- **[Read naked mole-rat Heterocephalus glaber comparative longevity + negligible senescence](https://pubmed.ncbi.nlm.nih.gov/?term=naked+mole+rat+negligible+senescence+longevity)**
- **[Read mesenchymal stem cell + p53-pathway + cancer resistance review](https://pubmed.ncbi.nlm.nih.gov/?term=mesenchymal+stem+cell+p53+cancer+resistance)**
- **[Request PEComa + TSC1/TSC2 + mTORC1 + spatial atlas brief](https://brownbio.tech/services/refractory-cancer#brief)**
- **[Request QKI + splicing fidelity + U6 tri-snRNP + AI-DD brief](https://brownbio.tech/services/ai-drug-discovery#brief)**
- **[Request Nannospalax comparative longevity + cancer resistance + MSC brief](https://brownbio.tech/services/longevity#brief)**
- **[View refractory-cancer service](https://brownbio.tech/services/refractory-cancer)**
- **[View AI-DD service](https://brownbio.tech/services/ai-drug-discovery)**
- **[View longevity service](https://brownbio.tech/services/longevity)**
- **[View bioinformatics service](https://brownbio.tech/services/biostatx)**
- **[View multiomics service](https://brownbio.tech/services/multiomics)**

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## 📡 Provenance

- **Source:** research-watcher (PubMed/GEO scan, 27 query families × Brown Biotech pipelines)
- **Pipeline:** [`brown-biotech-daily-tech-digest`](https://github.com/ohbryt/brown-biotech-platform) — 06:00 KST cron
- **Generated:** 2026-10-17 06:09 KST
- **Repo:** `ohbryt/brown-biotech-platform`

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_Auto-published by `brown_biotech_research_digest_publisher.py` · [brownbio.tech](https://brownbio.tech) · Decision-ready research, daily._