Data scientist

A data scientist, which Harvard Business Review considered the “sexiest job of the 21th century,” ¹⁾ uses these skills to translate data into information. A part of this process is applying machine learning techniques (such as classification, regression, or clustering) to develop predictive models that – in a clinical context – can be used for decision support in the context of prognosis, diagnosis, or treatment. Such models can be developed with small datasets or with very large datasets that can be referred to as “big data.”

1: Hale AT, Bastarache L, Morales DM, Wellons JC 3rd, Limbrick DD Jr, Gamazon ER. Multi-omic analysis elucidates the genetic basis of hydrocephalus. Cell Rep. 2021 May 4;35(5):109085. doi: 10.1016/j.celrep.2021.109085. PMID: 33951428; PMCID: PMC8124085.

2: Liu D, Lin JR, Robitschek EJ, Kasumova GG, Heyde A, Shi A, Kraya A, Zhang G, Moll T, Frederick DT, Chen YA, Wang S, Schapiro D, Ho LL, Bi K, Sahu A, Mei S, Miao B, Sharova T, Alvarez-Breckenridge C, Stocking JH, Kim T, Fadden R, Lawrence D, Hoang MP, Cahill DP, Malehmir M, Nowak MA, Brastianos PK, Lian CG, Ruppin E, Izar B, Herlyn M, Van Allen EM, Nathanson K, Flaherty KT, Sullivan RJ, Kellis M, Sorger PK, Boland GM. Evolution of delayed resistance to immunotherapy in a melanoma responder. Nat Med. 2021 May 3. doi: 10.1038/s41591-021-01331-8. Epub ahead of print. PMID: 33941922.

3: Lewit RA, Black CM, Camp L, Brott N, Cottrell JM, Herman T, Holden KW, Matthews L, Schneider E, Goldstein AM, Matthews JB, Emamaullee J, Gosain A. Association of Surgeon Representation on NIH Study Sections With Receipt of Funding by Surgeon-scientists. Ann Surg. 2021 Jun 1;273(6):1042-1048. doi: 10.1097/SLA.0000000000004836. PMID: 33914482.

4: Gergelé L, Khadraoui Y, Manet R, Desebbe O. Quick Assessment of the Lower Limit of Autoregulation by Use of Transcranial Doppler Ultrasound During Cardiac Surgery. Acta Neurochir Suppl. 2021;131:149-151. doi: 10.1007/978-3-030-59436-7_30. PMID: 33839836.

5: Garcia-Cairasco N, Podolsky-Gondim G, Tejada J. Searching for a paradigm shift in the research on the epilepsies and associated neuropsychiatric comorbidities. From ancient historical knowledge to the challenge of contemporary systems complexity and emergent functions. Epilepsy Behav. 2021 Apr 6:107930. doi: 10.1016/j.yebeh.2021.107930. Epub ahead of print. PMID: 33836959.

6: McPadden J, Warner F, Young HP, Hurley NC, Pulk RA, Singh A, Durant TJS, Gong G, Desai N, Haimovich A, Taylor RA, Gunel M, Dela Cruz CS, Farhadian SF, Siner J, Villanueva M, Churchwell K, Hsiao A, Torre CJ Jr, Velazquez EJ, Herbst RS, Iwasaki A, Ko AI, Mortazavi BJ, Krumholz HM, Schulz WL. Clinical characteristics and outcomes for 7,995 patients with SARS-CoV-2 infection. PLoS One. 2021 Mar 31;16(3):e0243291. doi: 10.1371/journal.pone.0243291. PMID: 33788846; PMCID: PMC8011821.

7: Desai M, Boulos M, Pomann GM, Steinberg GK, Longo FM, Leonard M, Montine T, Blomkalns AL, Harrington RA. Establishing a Data Science Unit in an Academic Medical Center: An Illustrative Model. Acad Med. 2021 Mar 23. doi: 10.1097/ACM.0000000000004079. Epub ahead of print. PMID: 33769342.

8: Katz DI, Bernick C, Dodick DW, Mez J, Mariani ML, Adler CH, Alosco ML, Balcer LJ, Banks SJ, Barr WB, Brody DL, Cantu RC, Dams-O'Connor K, Geda YE, Jordan BD, McAllister TW, Peskind ER, Petersen RC, Wethe JV, Zafonte RD, Foley ÉM, Babcock DJ, Koroshetz WJ, Tripodis Y, McKee AC, Shenton ME, Cummings JL, Reiman EM, Stern RA. National Institute of Neurological Disorders and Stroke Consensus Diagnostic Criteria for Traumatic Encephalopathy Syndrome. Neurology. 2021 Mar 15:10.1212/WNL.0000000000011850. doi: 10.1212/WNL.0000000000011850. Epub ahead of print. PMID: 33722990.

9: Hu L, Han Z, Cheng X, Wang S, Feng Y, Lin Z. Expression Profile Analysis Identifies a Novel Seven Immune-Related Gene Signature to Improve Prognosis Prediction of Glioblastoma. Front Genet. 2021 Feb 23;12:638458. doi: 10.3389/fgene.2021.638458. PMID: 33708242; PMCID: PMC7940837.

10: Milton CK, Dhanaraj V, Young IM, Taylor HM, Nicholas PJ, Briggs RG, Bai MY, Fonseka RD, Hormovas J, Lin YH, Tanglay O, Conner AK, Glenn CA, Teo C, Doyen S, Sughrue ME. Parcellation-based anatomic model of the semantic network. Brain Behav. 2021 Apr;11(4):e02065. doi: 10.1002/brb3.2065. Epub 2021 Feb 18. PMID: 33599397; PMCID: PMC8035438.

11: Kwan KYH, Naresh-Babu J, Jacobs W, de Kleuver M, Polly DW, Yilgor C, Wu Y, Park JB, Ito M, van Hooff ML. Toward the Development of a Comprehensive Clinically Oriented Patient Profile: A Systematic Review of the Purpose, Characteristic, and Methodological Quality of Classification Systems of Adult Spinal Deformity. Neurosurgery. 2021 May 13;88(6):1065-1073. doi: 10.1093/neuros/nyab023. PMID: 33588440.

12: von Stülpnagel C, van Baalen A, Borggraefe I, Eschermann K, Hartlieb T, Kiwull L, Pringsheim M, Wolff M, Kudernatsch M, Wiegand G, Striano P, Kluger G; NETRE Consortium. Network for Therapy in Rare Epilepsies (NETRE): Lessons From the Past 15 Years. Front Neurol. 2021 Jan 14;11:622510. doi: 10.3389/fneur.2020.622510. PMID: 33519703; PMCID: PMC7840830.

13: Hale AT, Riva-Cambrin J, Wellons JC, Jackson EM, Kestle JRW, Naftel RP, Hankinson TC, Shannon CN; Hydrocephalus Clinical Research Network. Machine learning predicts risk of cerebrospinal fluid shunt failure in children: a study from the hydrocephalus clinical research network. Childs Nerv Syst. 2021 May;37(5):1485-1494. doi: 10.1007/s00381-021-05061-7. Epub 2021 Jan 30. PMID: 33515058.

14: Koelsche C, Schrimpf D, Stichel D, Sill M, Sahm F, Reuss DE, Blattner M, Worst B, Heilig CE, Beck K, Horak P, Kreutzfeldt S, Paff E, Stark S, Johann P, Selt F, Ecker J, Sturm D, Pajtler KW, Reinhardt A, Wefers AK, Sievers P, Ebrahimi A, Suwala A, Fernández-Klett F, Casalini B, Korshunov A, Hovestadt V, Kommoss FKF, Kriegsmann M, Schick M, Bewerunge-Hudler M, Milde T, Witt O, Kulozik AE, Kool M, Romero-Pérez L, Grünewald TGP, Kirchner T, Wick W, Platten M, Unterberg A, Uhl M, Abdollahi A, Debus J, Lehner B, Thomas C, Hasselblatt M, Paulus W, Hartmann C, Staszewski O, Prinz M, Hench J, Frank S, Versleijen- Jonkers YMH, Weidema ME, Mentzel T, Griewank K, de Álava E, Martín JD, Gastearena MAI, Chang KT, Low SYY, Cuevas-Bourdier A, Mittelbronn M, Mynarek M, Rutkowski S, Schüller U, Mautner VF, Schittenhelm J, Serrano J, Snuderl M, Büttner R, Klingebiel T, Buslei R, Gessler M, Wesseling P, Dinjens WNM, Brandner S, Jaunmuktane Z, Lyskjær I, Schirmacher P, Stenzinger A, Brors B, Glimm H, Heining C, Tirado OM, Sáinz-Jaspeado M, Mora J, Alonso J, Del Muro XG, Moran S, Esteller M, Benhamida JK, Ladanyi M, Wardelmann E, Antonescu C, Flanagan A, Dirksen U, Hohenberger P, Baumhoer D, Hartmann W, Vokuhl C, Flucke U, Petersen I, Mechtersheimer G, Capper D, Jones DTW, Fröhling S, Pfister SM, von Deimling A. Sarcoma classification by DNA methylation profiling. Nat Commun. 2021 Jan 21;12(1):498. doi: 10.1038/s41467-020-20603-4. PMID: 33479225; PMCID: PMC7819999.

15: Dembek TA, Baldermann JC, Petry-Schmelzer JN, Jergas H, Treuer H, Visser- Vandewalle V, Dafsari HS, Barbe MT. Sweetspot Mapping in Deep Brain Stimulation: Strengths and Limitations of Current Approaches. Neuromodulation. 2021 Jan 21. doi: 10.1111/ner.13356. Epub ahead of print. PMID: 33476474.

16: Modrek AS, Tanese N, Placantonakis DG, Sulman EP, Rivera R Jr, Du KL, Gerber NK, David G, Chesler M, Philips MR, Cangiarella J. Breaking Tradition to Bridge Bench and Bedside: Accelerating the MD-PhD-Residency Pathway. Acad Med. 2021 Apr 1;96(4):518-521. doi: 10.1097/ACM.0000000000003920. PMID: 33464738.

17: Prinz V, Vajkoczy P. Surgical revision strategies for postoperative spinal implant infections (PSII). J Spine Surg. 2020 Dec;6(4):777-784. doi: 10.21037/jss-20-514. PMID: 33447683; PMCID: PMC7797799.

18: Bobeff EJ, Szczesna D, Bieńkowski M, Janczar K, Chmielewska-Kassassir M, Wiśniewski K, Papierz W, Wozniak LA, Jaskólski DJ. Plasma amino acids indicate glioblastoma with ATRX loss. Amino Acids. 2021 Jan;53(1):119-132. doi: 10.1007/s00726-020-02931-3. Epub 2021 Jan 4. PMID: 33398522.

19: Huang X, Dovat S, Mailman RB, Thiboutot DM, Berini D, Parent LJ. Building a System to Engage and Sustain Research Careers for Physicians. Acad Med. 2021 Apr 1;96(4):490-494. doi: 10.1097/ACM.0000000000003886. PMID: 33332912.

20: Olah M, Menon V, Habib N, Taga MF, Ma Y, Yung CJ, Cimpean M, Khairallah A, Coronas-Samano G, Sankowski R, Grün D, Kroshilina AA, Dionne D, Sarkis RA, Cosgrove GR, Helgager J, Golden JA, Pennell PB, Prinz M, Vonsattel JPG, Teich AF, Schneider JA, Bennett DA, Regev A, Elyaman W, Bradshaw EM, De Jager PL. Single cell RNA sequencing of human microglia uncovers a subset associated with Alzheimer's disease. Nat Commun. 2020 Nov 30;11(1):6129. doi: 10.1038/s41467-020-19737-2. PMID: 33257666; PMCID: PMC7704703.

21: Van der Loo LE, Aquarius R, Teernstra O, Klijn K, Menovsky T, van Dijk JMC, Bartels R, Boogaarts HD. Iron chelators for acute stroke. Cochrane Database Syst Rev. 2020 Nov 24;11(11):CD009280. doi: 10.1002/14651858.CD009280.pub3. PMID: 33236783; PMCID: PMC8095068.

22: Hwang BY, Negoita S, Duy PQ, Anderson WS. Spinal cord stimulation and psychotropic medication use: Missing piece to the puzzle? J Clin Neurosci. 2020 Nov;81:158-160. doi: 10.1016/j.jocn.2020.09.038. Epub 2020 Oct 12. PMID: 33222907.

23: Erez Y, Assem M, Coelho P, Romero-Garcia R, Owen M, McDonald A, Woodberry E, Morris RC, Price SJ, Suckling J, Duncan J, Hart MG, Santarius T. Intraoperative mapping of executive function using electrocorticography for patients with low- grade gliomas. Acta Neurochir (Wien). 2021 May;163(5):1299-1309. doi: 10.1007/s00701-020-04646-6. Epub 2020 Nov 22. PMID: 33222010; PMCID: PMC8053659.

24: Lien BV, Brown NJ, Gattas S, Choi EH, Sahyouni R, Campos JK, Zhang A, Oh MY. The market landscape of online second opinion services for spine surgery. Surg Neurol Int. 2020 Oct 29;11:365. doi: 10.25259/SNI_577_2020. PMID: 33194298; PMCID: PMC7656044.

25: Alafate W, Xu D, Wu W, Xiang J, Ma X, Xie W, Bai X, Wang M, Wang J. Loss of PLK2 induces acquired resistance to temozolomide in Glioblastoma via activation of notch signaling. J Exp Clin Cancer Res. 2020 Nov 11;39(1):239. doi: 10.1186/s13046-020-01750-4. PMID: 33176854; PMCID: PMC7657349.

26: Xiao Y, Li Y, Zhang H, Yang L, Jiang Y, Wei C, Feng X, Xun Y, Yuan S, Xiang S, Liu N. TNFAIP1 Is Upregulated in APP/PS1 Mice and Promotes Apoptosis in SH- SY5Y Cells by Binding to RhoB. J Mol Neurosci. 2021 Jun;71(6):1221-1233. doi: 10.1007/s12031-020-01748-9. Epub 2020 Nov 7. PMID: 33159672.

27: Yan X, Gu J, Quan J, Zhang X, Zhou X, Qu J, Zhou L. Anatomical deviations of vertebral artery in hemifacial spasm: a quantitative study. Surg Radiol Anat. 2021 Feb;43(2):291-299. doi: 10.1007/s00276-020-02603-7. Epub 2020 Nov 1. PMID: 33130978.

28: Meltzer CC, Wiggins RH 3rd, Mossa-Basha M, Palasis S, Russell E, Mikulis D, Rhyner P, Anderson J, Peterson RB, Smirniotopoulos J, Barkovich AJ, Zimmerman RD, Filippi CG, Rowley HA, Koontz NA, Jay AK, Nickerson J, Hamilton B, Chow D, Whitlow CT. Misleading Public Statements About COVID-19. J Am Coll Radiol. 2021 Jan;18(1 Pt A):6-7. doi: 10.1016/j.jacr.2020.10.012. Epub 2020 Oct 24. PMID: 33129769; PMCID: PMC7585358.

29: Zhang C, Ostrom QT, Semmes EC, Ramaswamy V, Hansen HM, Morimoto L, de Smith AJ, Pekmezci M, Vaksman Z, Hakonarson H, Diskin SJ, Metayer C; Glioma International Case-Control Study (GICC), Taylor MD, Wiemels JL, Bondy ML, Walsh KM. Genetic predisposition to longer telomere length and risk of childhood, adolescent and adult-onset ependymoma. Acta Neuropathol Commun. 2020 Oct 28;8(1):173. doi: 10.1186/s40478-020-01038-w. PMID: 33115534; PMCID: PMC7592366.

30: Beylerli O, Beeraka NM, Gareev I, Pavlov V, Yang G, Liang Y, Aliev G. MicroRNAs as Noninvasive Biomarkers and Therapeutic Agents of pituitary neuroendocrine tumors. Int J Mol Sci. 2020 Oct 2;21(19):7287. doi: 10.3390/ijms21197287. PMID: 33023145; PMCID: PMC7583927.

31: Penas-Prado M, Theeler BJ, Cordeiro B, Dunkel IJ, Hau P, Mahajan A, Robinson GW, Willmarth N, Aboud O, Aldape K, Butman JA, Gajjar A, Kelly W, Rao G, Raygada M, Siegel C, Romo CG, Armstrong TS, Gilbert MR; NCI-CONNECT Adult Medulloblastoma Workshop. Proceedings of the Comprehensive Oncology Network Evaluating Rare CNS Tumors (NCI-CONNECT) Adult Medulloblastoma Workshop. Neurooncol Adv. 2020 Aug 17;2(1):vdaa097. doi: 10.1093/noajnl/vdaa097. PMID: 33005896; PMCID: PMC7518566.

32: Mooney J, Self M, ReFaey K, Elsayed G, Chagoya G, Bernstock JD, Johnston JM. Concussion in soccer: a comprehensive review of the literature. Concussion. 2020 Jul 1;5(3):CNC76. doi: 10.2217/cnc-2020-0004. PMID: 33005435; PMCID: PMC7506470.

33: Haast RAM, Lau JC, Ivanov D, Menon RS, Uludağ K, Khan AR. Effects of MP2RAGE B₁⁺ sensitivity on inter-site T₁ reproducibility and hippocampal morphometry at 7T. Neuroimage. 2021 Jan 1;224:117373. doi: 10.1016/j.neuroimage.2020.117373. Epub 2020 Sep 17. PMID: 32949709.

34: Heiland DH, Ohle R, Cipriani D, Franco P, Delev D, Behriger SP, Kellner E, Petrova G, Neidert N, Mader I, Nuñez MF, Urbach H, Sankowski R, Beck J, Schnell O. Characterization of longitudinal transformation of T2-hyperintensity in oligodendroglioma. BMC Cancer. 2020 Aug 27;20(1):818. doi: 10.1186/s12885-020-07290-6. PMID: 32854646; PMCID: PMC7450792.

35: Barbosa DAN, De Oliveira-Souza R, Gorgulho A, De Salles A. Upholding Scientific Duty Amidst Poisonous Disinformation. Cureus. 2020 Jul 22;12(7):e9339. doi: 10.7759/cureus.9339. PMID: 32850213; PMCID: PMC7444859.

36: Zhao J, Li Q, Muktiali M, Ren B, Hu Y, Li D, Li Z, Li D, Xie Y, Tao M, Liang R. Effect of microwave ablation treatment of hepatic malignancies on serum cytokine levels. BMC Cancer. 2020 Aug 26;20(1):812. doi: 10.1186/s12885-020-07326-x. PMID: 32847533; PMCID: PMC7448515.

37: Bressan S, Monagle P, Dalziel SR, Borland ML, Phillips N, Kochar A, Lyttle MD, Cheek JA, Neutze J, Oakley E, Dalton S, Gilhotra Y, Hearps S, Furyk J, Babl FE; Paediatric Research in Emergency Departments International Collaborative (PREDICT). Risk of traumatic intracranial haemorrhage in children with bleeding disorders. J Paediatr Child Health. 2020 Dec;56(12):1891-1897. doi: 10.1111/jpc.15073. Epub 2020 Aug 18. PMID: 32810331.

38: Wang T, Luo J, Wang X, Yang K, Jadhav V, Gao P, Ma Y, Zhao N, Jiao L. Endovascular therapy versus medical treatment for symptomatic intracranial artery stenosis. Cochrane Database Syst Rev. 2020 Aug 11;8(8):CD013267. doi: 10.1002/14651858.CD013267.pub2. PMID: 32789891; PMCID: PMC7437396.

39: Lonser RR, Smith LGF, Tennekoon M, Rezai-Zadeh KP, Ojemann JG, Korn SJ. Creation of a comprehensive training and career development approach to increase the number of neurosurgeons supported by National Institutes of Health funding. J Neurosurg. 2020 Aug 7:1-9. doi: 10.3171/2020.5.JNS201008. Epub ahead of print. PMID: 32764178.

40: McPadden J, Warner F, Young HP, Hurley NC, Pulk RA, Singh A, Durant TJ, Gong G, Desai N, Haimovich A, Taylor RA, Gunel M, Cruz CSD, Farhadian SF, Siner J, Villanueva M, Churchwell K, Hsiao A, Torre CJ Jr, Velazquez EJ, Herbst RS, Iwasaki A, Ko AI, Mortazavi BJ, Krumholz HM, Schulz WL. Clinical Characteristics and Outcomes for 7,995 Patients with SARS-CoV-2 Infection. medRxiv [Preprint]. 2020 Jul 21:2020.07.19.20157305. doi: 10.1101/2020.07.19.20157305. Update in: PLoS One. 2021 Mar 31;16(3):e0243291. PMID: 32743602; PMCID: PMC7386526.

41: McGrath H, Li P, Dorent R, Bradford R, Saeed S, Bisdas S, Ourselin S, Shapey J, Vercauteren T. Manual segmentation versus semi-automated segmentation for quantifying vestibular schwannoma volume on MRI. Int J Comput Assist Radiol Surg. 2020 Sep;15(9):1445-1455. doi: 10.1007/s11548-020-02222-y. Epub 2020 Jul 16. PMID: 32676869; PMCID: PMC7419453.

42: Yeatts SD, Martin RH, Meurer W, Silbergleit R, Rockswold GL, Barsan WG, Korley FK, Wright DW, Gajewski BJ. Sliding Scoring of the Glasgow Outcome Scale- Extended as Primary Outcome in Traumatic Brain Injury Trials. J Neurotrauma. 2020 Dec 15;37(24):2674-2679. doi: 10.1089/neu.2019.6969. Epub 2020 Aug 26. PMID: 32664792; PMCID: PMC7757546.

43: Pitceathly RDS, Keshavan N, Rahman J, Rahman S. Moving towards clinical trials for mitochondrial diseases. J Inherit Metab Dis. 2021 Jan;44(1):22-41. doi: 10.1002/jimd.12281. Epub 2020 Sep 2. PMID: 32618366.

44: Sisodiya SM, Whelan CD, Hatton SN, Huynh K, Altmann A, Ryten M, Vezzani A, Caligiuri ME, Labate A, Gambardella A, Ives-Deliperi V, Meletti S, Munsell BC, Bonilha L, Tondelli M, Rebsamen M, Rummel C, Vaudano AE, Wiest R, Balachandra AR, Bargalló N, Bartolini E, Bernasconi A, Bernasconi N, Bernhardt B, Caldairou B, Carr SJA, Cavalleri GL, Cendes F, Concha L, Desmond PM, Domin M, Duncan JS, Focke NK, Guerrini R, Hamandi K, Jackson GD, Jahanshad N, Kälviäinen R, Keller SS, Kochunov P, Kowalczyk MA, Kreilkamp BAK, Kwan P, Lariviere S, Lenge M, Lopez SM, Martin P, Mascalchi M, Moreira JCV, Morita-Sherman ME, Pardoe HR, Pariente JC, Raviteja K, Rocha CS, Rodríguez-Cruces R, Seeck M, Semmelroch MKHG, Sinclair B, Soltanian-Zadeh H, Stein DJ, Striano P, Taylor PN, Thomas RH, Thomopoulos SI, Velakoulis D, Vivash L, Weber B, Yasuda CL, Zhang J, Thompson PM, McDonald CR; ENIGMA Consortium Epilepsy Working Group. The ENIGMA-Epilepsy working group: Mapping disease from large data sets. Hum Brain Mapp. 2020 May 29. doi: 10.1002/hbm.25037. Epub ahead of print. PMID: 32468614.

45: Semmes EC, Vijayakrishnan J, Zhang C, Hurst JH, Houlston RS, Walsh KM. Leveraging Genome and Phenome-Wide Association Studies to Investigate Genetic Risk of Acute Lymphoblastic Leukemia. Cancer Epidemiol Biomarkers Prev. 2020 Aug;29(8):1606-1614. doi: 10.1158/1055-9965.EPI-20-0113. Epub 2020 May 28. PMID: 32467347; PMCID: PMC7415687.

46: Czeiter E, Amrein K, Gravesteijn BY, Lecky F, Menon DK, Mondello S, Newcombe VFJ, Richter S, Steyerberg EW, Vyvere TV, Verheyden J, Xu H, Yang Z, Maas AIR, Wang KKW, Büki A; CENTER-TBI Participants and Investigators. Blood biomarkers on admission in acute traumatic brain injury: Relations to severity, CT findings and care path in the CENTER-TBI study. EBioMedicine. 2020 Jun;56:102785. doi: 10.1016/j.ebiom.2020.102785. Epub 2020 May 25. PMID: 32464528; PMCID: PMC7251365.

47: Mistry AM, Mummareddy N, CreveCoeur TS, Lillard JC, Vaughn BN, Gallant JN, Hale AT, Griffin N, Wellons JC, Limbrick DD, Klimo P, Naftel RP. Association between supratentorial pediatric high-grade gliomas involved with the subventricular zone and decreased survival: a multi-institutional retrospective study. J Neurosurg Pediatr. 2020 May 22:1-7. doi: 10.3171/2020.3.PEDS19593. Epub ahead of print. PMID: 32442975.

48: Bressan S, Clarke CJ, Anderson V, Takagi M, Hearps SJC, Rausa V, Anderson N, Doyle M, Dunne K, Oakley E, Davis GA, Babl FE. Use of the sport concussion assessment tools in the emergency department to predict persistent post- concussive symptoms in children. J Paediatr Child Health. 2020 Aug;56(8):1249-1256. doi: 10.1111/jpc.14910. Epub 2020 May 21. PMID: 32436608.

49: Clark S, Boyle L, Matthews P, Schweder P, Deng C, Campbell D. Development and Validation of a Multivariate Prediction Model of Perioperative Mortality in Neurosurgery: The New Zealand Neurosurgical Risk Tool (NZRISK-NEURO). Neurosurgery. 2020 Sep 1;87(3):E313-E320. doi: 10.1093/neuros/nyaa144. PMID: 32415844.

50: DePaoli D, Lemoine É, Ember K, Parent M, Prud'homme M, Cantin L, Petrecca K, Leblond F, Côté DC. Rise of Raman spectroscopy in neurosurgery: a review. J Biomed Opt. 2020 May;25(5):1-36. doi: 10.1117/1.JBO.25.5.050901. PMID: 32358930; PMCID: PMC7195442.

51: Penolazzi L, Pozzobon M, Bergamin LS, D'Agostino S, Francescato R, Bonaccorsi G, De Bonis P, Cavallo M, Lambertini E, Piva R. Extracellular Matrix From Decellularized Wharton's Jelly Improves the Behavior of Cells From Degenerated Intervertebral Disc. Front Bioeng Biotechnol. 2020 Mar 27;8:262. doi: 10.3389/fbioe.2020.00262. PMID: 32292779; PMCID: PMC7118204.

52: Hale AT, Adelson PD, Albert GW, Aldana PR, Alden TD, Anderson RCE, Bauer DF, Bonfield CM, Brockmeyer DL, Chern JJ, Couture DE, Daniels DJ, Durham SR, Ellenbogen RG, Eskandari R, George TM, Grant GA, Graupman PC, Greene S, Greenfield JP, Gross NL, Guillaume DJ, Heuer GG, Iantosca M, Iskandar BJ, Jackson EM, Johnston JM, Keating RF, Leonard JR, Maher CO, Mangano FT, McComb JG, Meehan T, Menezes AH, O'Neill B, Olavarria G, Park TS, Ragheb J, Selden NR, Shah MN, Smyth MD, Stone SSD, Strahle JM, Wait SD, Wellons JC, Whitehead WE, Shannon CN, Limbrick DD; Park-Reeves Syringomyelia Research Consortium Investigators. Factors associated with syrinx size in pediatric patients treated for Chiari malformation type I and syringomyelia: a study from the Park-Reeves Syringomyelia Research Consortium. J Neurosurg Pediatr. 2020 Mar 6:1-11. doi: 10.3171/2020.1.PEDS19493. Epub ahead of print. PMID: 32114543.

53: Li X, Tang M, Zhu Q, Wang X, Lin Y, Wang X. The exosomal integrin α5β1/AEP complex derived from epithelial ovarian cancer cells promotes peritoneal metastases through regulating mesothelial cell proliferation and migration. Cell Oncol (Dordr). 2020 Apr;43(2):263-277. doi: 10.1007/s13402-019-00486-4. Epub 2020 Feb 21. PMID: 32080801.

54: Baldacci F, Mazzucchi S, Della Vecchia A, Giampietri L, Giannini N, Koronyo- Hamaoui M, Ceravolo R, Siciliano G, Bonuccelli U, Elahi FM, Vergallo A, Lista S, Giorgi FS, Hampel H. The path to biomarker-based diagnostic criteria for the spectrum of neurodegenerative diseases. Expert Rev Mol Diagn. 2020 Apr;20(4):421-441. doi: 10.1080/14737159.2020.1731306. Epub 2020 Feb 27. PMID: 32066283; PMCID: PMC7445079.

55: Gao Y, Li L, Zheng H, Zhou C, Chen X, Hao B, Cao Y. KIF3C is associated with favorable prognosis in glioma patients and may be regulated by PI3K/AKT/mTOR pathway. J Neurooncol. 2020 Feb;146(3):513-521. doi: 10.1007/s11060-020-03399-7. Epub 2020 Feb 4. PMID: 32020481.

56: Duy PQ, Paranjpe MD, Antwi P, Diab NS, Wang JK, Kim DN, Moushey AM, David WB, Kapadia K, Agarwal AA, Huang J, Sheth AH, Mekbib K, Chen HA, Negoita S, Liu F, Takeo Y, Paranjpe I, Manna S, Mehta SK, Gerrard JL. Preresidency Publication Productivity of U.S. Neurosurgery Interns. World Neurosurg. 2020 May;137:e291-e297. doi: 10.1016/j.wneu.2020.01.173. Epub 2020 Jan 31. PMID: 32014543; PMCID: PMC7202965.

57: Kiraz M, Demir E. A Bibliometric Analysis of Publications on Spinal Cord Injury During 1980-2018. World Neurosurg. 2020 Apr;136:e504-e513. doi: 10.1016/j.wneu.2020.01.064. Epub 2020 Jan 16. PMID: 31954906.

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