Liquid trap or separator for electrosurgical applications
10971346 ยท 2021-04-06
Assignee
Inventors
- Tamas Karancsi (Budapest, HU)
- Lajos Godorhazy (Erd, HU)
- Daniel Szalay (Budapest, HU)
- Zoltan Takats (Cambridge, GB)
- Julia Balog (Solymar, HU)
- Steven Derek Pringle (Darwen, GB)
- Daniel Simon (Morichida, HU)
Cpc classification
C12Q1/18
CHEMISTRY; METALLURGY
H01J49/0445
ELECTRICITY
G16H20/00
PHYSICS
G01N9/00
PHYSICS
A61B5/0075
HUMAN NECESSITIES
H01J49/044
ELECTRICITY
H01J49/164
ELECTRICITY
A61B17/320068
HUMAN NECESSITIES
G16H15/00
PHYSICS
G01N27/624
PHYSICS
G16B20/00
PHYSICS
A61B5/055
HUMAN NECESSITIES
H01J49/068
ELECTRICITY
A61B18/00
HUMAN NECESSITIES
G01N3/00
PHYSICS
A61B2018/00994
HUMAN NECESSITIES
H01J49/0031
ELECTRICITY
H01J49/0463
ELECTRICITY
G01N2405/00
PHYSICS
H01J49/025
ELECTRICITY
G01N33/6851
PHYSICS
A61B1/31
HUMAN NECESSITIES
G16H50/20
PHYSICS
A61F13/38
HUMAN NECESSITIES
G01N33/92
PHYSICS
G01N1/2202
PHYSICS
A61B10/0283
HUMAN NECESSITIES
A61B10/00
HUMAN NECESSITIES
H01J49/049
ELECTRICITY
C12Q1/24
CHEMISTRY; METALLURGY
A61B18/1445
HUMAN NECESSITIES
C12Q1/025
CHEMISTRY; METALLURGY
C12Q1/04
CHEMISTRY; METALLURGY
H01J49/0036
ELECTRICITY
H01J49/16
ELECTRICITY
G16H70/00
PHYSICS
G16H10/40
PHYSICS
G01N33/48735
PHYSICS
International classification
A61B18/18
HUMAN NECESSITIES
A61F13/38
HUMAN NECESSITIES
C12Q1/04
CHEMISTRY; METALLURGY
C12Q1/18
CHEMISTRY; METALLURGY
C12Q1/24
CHEMISTRY; METALLURGY
G01N27/62
PHYSICS
H01J49/04
ELECTRICITY
A61B10/02
HUMAN NECESSITIES
A61B18/00
HUMAN NECESSITIES
G01N3/00
PHYSICS
G01N9/00
PHYSICS
H01J49/16
ELECTRICITY
A61B1/04
HUMAN NECESSITIES
A61B1/273
HUMAN NECESSITIES
A61B5/00
HUMAN NECESSITIES
A61B5/01
HUMAN NECESSITIES
A61B5/05
HUMAN NECESSITIES
A61B5/055
HUMAN NECESSITIES
A61B10/00
HUMAN NECESSITIES
G01N33/92
PHYSICS
Abstract
An apparatus for mass spectrometry and/or ion mobility spectrometry is disclosed comprising a first device arranged and adapted to generate aerosol, smoke or vapour from a target and one or more second devices arranged and adapted to aspirate aerosol, smoke, vapour and/or liquid to or towards an analyser. A liquid trap or separator is provided to capture and/or discard liquid aspirated by the one or more second devices.
Claims
1. An apparatus for mass spectrometry and/or ion mobility spectroscopy comprising: a first device arranged and adapted to generate aerosol, smoke or vapour from a target, wherein said first device comprises one or more electrodes, and wherein said first device is arranged and adapted to generate said aerosol, smoke or vapour from said target by contacting said target with said one or more electrodes; a device arranged and adapted to apply an AC or RF voltage to said one or more electrodes in order to generate said aerosol, smoke or vapour; one or more second devices arranged and adapted to aspirate aerosol, smoke or vapour and/or liquid to or towards a mass and/or ion mobility analyser; and a liquid trap or separator located between said first device and said mass and/or ion mobility analyser, wherein said liquid trap or separator is arranged and adapted to capture and/or discard liquid aspirated by said one or more second devices.
2. An apparatus for mass spectrometry and/or ion mobility spectroscopy comprising: a first device arranged and adapted to generate aerosol, smoke or vapour from a target, wherein said first device comprises one or more electrodes, wherein said one or more electrodes comprises either: (i) a monopolar device; (ii) a bipolar device; or (iii) a multi-phase RF device, and wherein said first device is arranged and adapted to generate said aerosol, smoke or vapour from said target by contacting said target with said one or more electrodes; one or more second devices arranged and adapted to aspirate aerosol, smoke or vapour and/or liquid to or towards a mass and/or ion mobility analyser; and a liquid trap or separator located between said first device and said mass and/or ion mobility analyser, wherein said liquid trap or separator is arranged and adapted to capture and/or discard liquid aspirated by said one or more second devices.
3. The apparatus as claimed in claim 1, wherein said target comprises native or unmodified target material.
4. The apparatus as claimed in claim 1, wherein said target comprises biological tissue, biological matter, a bacterial colony or a fungal colony.
5. The apparatus as claimed in claim 4, wherein said biological tissue comprises in vivo biological tissue.
6. The apparatus as claimed in claim 4, wherein said biological tissue comprises adrenal gland tissue, appendix tissue, bladder tissue, bone, bowel tissue, brain tissue, breast tissue, bronchi, coronal tissue, ear tissue, oesophagus tissue, eye tissue, gall bladder tissue, genital tissue, heart tissue, hypothalamus tissue, kidney tissue, large intestine tissue, intestinal tissue, larynx tissue, liver tissue, lung tissue, lymph nodes, mouth tissue, nose tissue, pancreatic tissue, parathyroid gland tissue, pituitary gland tissue, prostate tissue, rectal tissue, salivary gland tissue, skeletal muscle tissue, skin tissue, small intestine tissue, spinal cord, spleen tissue, stomach tissue, thymus gland tissue, trachea tissue, thyroid tissue, ureter tissue, urethra tissue, soft and connective tissue, peritoneal tissue, blood vessel tissue and/or fat tissue; (ii) grade I, grade II, grade III or grade IV cancerous tissue; (iii) metastatic cancerous tissue; (iv) mixed grade cancerous tissue; (v) a sub-grade cancerous tissue; (vi) healthy or normal tissue; or (vii) cancerous or abnormal tissue.
7. The apparatus as claimed in claim 1, wherein said liquid trap or separator comprises one or more porous and/or absorbent materials arranged and adapted to absorb and/or capture and/or discard aspirated liquid.
8. An apparatus as claimed in claim 1, for mass spectrometry and/or ion mobility spectrometry comprising: a first device arranged and adapted to generate aerosol, smoke or vapour from a target; a mass and/or ion mobility analyser; one or more second devices arranged and adapted to aspirate aerosol, smoke or vapour and/or liquid to or towards the analyser; and a liquid trap or separator located between said first device and said mass and/or ion mobility analyser, wherein said liquid trap or separator comprises a centrifugal liquid separator, and wherein said liquid trap or separator is arranged and adapted to capture and/or discard liquid aspirated by said one or more second devices.
9. The apparatus as claimed in claim 1, wherein said liquid trap or separator comprises a sealed chamber comprising an inlet, wherein said liquid trap or separator is arranged and adapted such that in use said aerosol, smoke or vapour and/or liquid is introduced into said chamber though said inlet, wherein said sealed chamber further comprises an outlet, wherein said liquid trap or separator is arranged and adapted such that in use aerosol, smoke and/or vapour can leave said chamber through said outlet substantially without liquid leaving said chamber, and wherein in use an exit of said inlet is located below an entrance of said outlet.
10. The apparatus as claimed in claim 1, wherein said liquid comprises water, saliva, digestive fluids, chyme, saline, blood, urine, mucus and/or one or more other bodily fluids.
11. The apparatus as claimed in claim 1, further comprising an ionisation device arranged and adapted to ionise said aerosol, smoke and/or vapour to form analyte ions, wherein said ionisation device comprises a collision surface located within a vacuum chamber, and wherein said apparatus is arranged and adapted to cause at least some of said aerosol, smoke and/or vapour to impact upon said collision surface in order to form said analyte ions.
12. The apparatus as claimed in claim 1, further comprising a device which is arranged and adapted to provide real time and/or delayed information to a user of said first device, wherein said information comprises mass and/or ion mobility spectral information and/or tissue classification information.
13. An apparatus, for mass spectrometry and/or ion mobility spectrometry comprising: a first device arranged and adapted to generate aerosol, smoke or vapour from a target; a mass and/or ion mobility analyser; one or more second devices arranged and adapted to aspirate aerosol, smoke or vapour and/or liquid to or towards the analyser; a liquid trap or separator located between said first device and said mass and/or ion mobility analyser, wherein said liquid trap or separator is arranged and adapted to capture and/or discard liquid aspirated by said one or more second devices; and a device which is arranged and adapted to generate feedback and/or an alarm and/or an alert to a user of said first device when tissue or other matter from an undesired target region or area is being analysed.
14. A method of mass spectrometry and/or ion mobility spectrometry comprising: generating aerosol, smoke or vapour from a target using a first device, wherein said first device comprises one or more electrodes, and wherein said first device is arranged and adapted to generate said aerosol, smoke or vapour from said target by contacting said target with said one or more electrodes; applying an AC or RF voltage to said one or more electrodes in order to generate said aerosol, smoke or vapour; aspirating aerosol, smoke or vapour and/or liquid to or towards a mass and/or ion mobility analyser; and capturing and/or discarding aspirated liquid using a liquid trap or separator located between said first device and said mass and/or ion mobility analyser.
15. An electrosurgical apparatus comprising: a first device arranged and adapted to generate aerosol, smoke or vapour from a target, wherein said first device comprises one or more electrodes, and wherein said first device is arranged and adapted to generate said aerosol, smoke or vapour from said target by contacting said target with said one or more electrodes; a device arranged and adapted to activate said first device when said first device is in contact, in use, with biological tissue so as to generate aerosol, smoke or vapour; a device arranged and adapted to apply an AC or RF voltage to said one or more electrodes in order to said generate aerosol, smoke or vapour; a device arranged and adapted to aspirate aerosol, smoke, vapour and/or liquid; a device arranged and adapted to capture and/or discard aspirated liquid; and a mass and/or ion mobility spectrometer comprising: (i) a collision surface located within a vacuum chamber of said mass and/or ion mobility spectrometer wherein, in use, remaining aerosol, smoke and/or vapour is arranged to impact upon said collision surface so as to form analyte ions; and (ii) an analyser for analysing said analyte ions.
16. A mass and/or ion mobility spectrometer comprising an apparatus as claimed in claim 1.
17. The apparatus as claimed in claim 1, wherein said one or more second devices are arranged and adapted to aspirate said aerosol, smoke or vapour generated by said first device to or towards the analyser, and wherein said one or more second devices are further arranged and adapted to aspirate liquid that is other than generated from said target to or towards the analyser.
18. The apparatus as claimed in claim 1, wherein said one or more second devices are arranged and adapted to aspirate said aerosol, smoke or vapour generated by said first device to or towards the analyser, and wherein said one or more second devices are further arranged and adapted to aspirate liquid that is other than generated by said first device to or towards the analyser.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
(1) Various embodiments will now be described, by way of example only, and with reference to the accompanying drawings in which:
(2)
(3)
(4)
(5)
(6)
(7)
(8)
(9)
(10)
(11)
(12)
(13)
(14)
(15)
(16)
(17)
(18)
(19)
(20)
DETAILED DESCRIPTION
(21) Gastro-intestinal (GI) cancers account for 23% of cancer-related deaths globally. Despite an increasing incidence, mortality from cancer has been decreasing over the last four decades. However, it is nonetheless estimated that a further 30-40% of these deaths can potentially be prevented. Accurate disease diagnosis and early treatment are key factors in improving cancer outcomes.
(22) Early stage cancers and pre-malignant conditions can be successfully treated using electrocautery-based endoscopic techniques while the gold standard method for diagnosis remains white light endoscopic investigation of the GI tract with tissue biopsy.
(23) It has been recently reported that GI cancer may be missed at endoscopy in up to 7.8% of patients who are subsequently diagnosed with cancer. A major advantage of current endoscopic procedures is that patients avoid the need for major surgery if their lesions are completely excised. However, re-intervention is necessary in up to 41% of patients due to incomplete excision.
(24) As will become further apparent, a particular benefit of a rapid evaporative ionisation mass spectrometry endoscope and snare arrangement according to various embodiments which will be described in more detail below is that the rapid evaporative ionisation mass spectrometry endoscope and snare arrangement enables accurate real time mass and/or ion mobility spectral data to be obtained and utilised in order to reduce mis-diagnosis rates and improve complete resection rates.
(25) Enhanced imaging techniques may also be used to improve diagnostic accuracy within the GI tract with particular emphasis upon spectroscopic characterization using elastic scattering spectroscopy, optical coherence tomography, multimodal imaging combining Raman spectroscopy, autofluorescence and narrow band imaging. However, none of these approaches are currently used in mainstream clinical practice.
(26) Mass spectrometry (MS) based identification of tissues is known using imaging techniques, sampling probe/electrospray systems and the direct ambient ionisation mass spectrometry investigation of tissues.
(27) Rapid evaporative ionisation mass spectrometry (REIMS) has emerged from this latter group as a key technology allowing in-situ real-time analysis by the utilization of electrosurgical tools as a mass spectrometry ion source.
(28) The rapid evaporative ionisation mass spectrometry fingerprint of human tissues shows high histological specificity with 90-100% concordance with standard histology.
(29) Various embodiments described herein provide an apparatus for mass spectrometry and/or ion mobility spectrometry which comprises a first device arranged and adapted to generate aerosol, smoke or vapour from a target and one or more second devices arranged and adapted to aspirate aerosol, smoke, vapour and/or liquid to or towards an analyser for analysis. As will be described further below, the apparatus also comprises a liquid trap or separator arranged and adapted to capture and/or discard liquid aspirated by the one or more second devices.
(30) In particular, various embodiments presented herein relate to a real-time, robust tissue characterisation tool which utilises rapid evaporative ionisation mass spectrometry technology.
(31) Various embodiments will now be described in more detail which in general relate to an endoscope coupled with an ambient ionisation ion source. Other non-endoscope based embodiments will also be described.
(32) According to various embodiments, an aerosol, surgical smoke or vapour is generated from a target using the ambient ionisation ion source. The aerosol, surgical smoke or vapour may then be aspirated via one or more aspirations ports or fenestrations into a sheath. The aerosol, surgical smoke or vapour may be passed into a tubing which may transfer the aerosol, surgical smoke or vapour to the inlet of a mass and/or ion mobility spectrometer. The aerosol, surgical smoke or vapour may pass into a vacuum chamber of the mass and/or ion mobility spectrometer and may be caused to impact upon a collision surface causing the aerosol, smoke or vapour to be ionised by impact ionisation which may result in the generation of analyte ions.
(33) The resulting analyte ions (or fragment or product ions derived from the analyte ions) may then be mass analysed and/or ion mobility analysed and the resulting mass and/or ion mobility spectrometric data may then be subjected to multivariate analysis in order to determine one or more properties of the target in real time.
(34) For example, the multivariate analysis may enable a determination to be made as to whether or not a portion of tissue which is currently being resected is cancerous or not.
(35) Ambient Ionisation Ion Sources
(36) According to various embodiments a device is used to generate an aerosol, smoke or vapour from a target (e.g., in vivo tissue). The device may comprise an ambient ionisation ion source which is characterised by the ability to generate analyte aerosol, smoke or vapour from a native or unmodified target. For example, other types of ionisation ion sources such as Matrix Assisted Laser Desorption Ionisation (MALDI) ion sources require a matrix or reagent to be added to the sample prior to ionisation.
(37) It will be apparent that the requirement to add a matrix or a reagent to a sample prevents the ability to perform in vivo analysis of tissue and also, more generally, prevents the ability to provide a rapid simple analysis of target material.
(38) In contrast, therefore, ambient ionisation techniques are particularly beneficial since firstly they do not require the addition of a matrix or a reagent (and hence are suitable for the analysis of in vivo tissue) and since secondly they enable a rapid simple analysis of target material to be performed.
(39) A number of different ambient ionisation techniques are known and are intended to fall within the scope of the present invention. Desorption Electrospray Ionisation (DESI) was the first ambient ionisation technique to be developed and was disclosed in 2004. Since 2004, a number of other ambient ionisation techniques have been developed. These ambient ionisation techniques differ in their precise ionisation method but they share the same general capability of generating gas-phase ions directly from native (i.e. untreated or unmodified) samples. A particular benefit of the various ambient ionisation techniques which are intended to fall within the scope of the present invention is that the various ambient ionisation techniques do not require any prior sample preparation. As a result, the various ambient ionisation techniques enable both in vivo tissue and ex vivo tissue samples to be analysed without necessitating the time and expense of adding a matrix or reagent to the tissue sample or other target material.
(40) A list of ambient ionisation techniques which are intended to fall within the scope of the present invention are given in the following table:
(41) TABLE-US-00001 Acronym Ionisation technique DESI Desorption electrospray ionisation DeSSI Desorption sonic spray ionisation DAPPI Desorption atmospheric pressure photoionisation EASI Easy ambient sonic-spray ionisation JeDI Jet desorption electrospray ionisation TM-DESI Transmission mode desorption electrospray ionisation LMJ-SSP Liquid microjunction-surface sampling probe DICE Desorption ionisation by charge exchange Nano-DESI Nanospray desorption electrospray ionisation EADESI Electrode-assisted desorption electrospray ionisation APTDCI Atmospheric pressure thermal desorption chemical ionisation V-EASI Venturi easy ambient sonic-spray ionisation AFAI Air flow-assisted ionisation LESA Liquid extraction surface analysis PTC-ESI Pipette tip column electrospray ionisation AFADESI Air flow-assisted desorption electrospray ionisation DEFFI Desorption electro-flow focusing ionisation ESTASI Electrostatic spray ionisation PASIT Plasma-based ambient sampling ionisation transmission DAPCI Desorption atmospheric pressure chemical ionisation DART Direct analysis in real time ASAP Atmospheric pressure solid analysis probe APTDI Atmospheric pressure thermal desorption ionisation PADI Plasma assisted desorption ionisation DBDI Dielectric barrier discharge ionisation FAPA Flowing atmospheric pressure afterglow HAPGDI Helium atmospheric pressure glow discharge ionisation APGDDI Atmospheric pressure glow discharge desorption ionisation LTP Low temperature plasma LS-APGD Liquid sampling-atmospheric pressure glow discharge MIPDI Microwave induced plasma desorption ionisation MFGDP Microfabricated glow discharge plasma RoPPI Robotic plasma probe ionisation PLASI Plasma spray ionisation MALDESI Matrix assisted laser desorption electrospray ionisation ELDI Electrospray laser desorption ionisation LDTD Laser diode thermal desorption LAESI Laser ablation electrospray ionisation CALDI Charge assisted laser desorption ionisation LA-FAPA Laser ablation flowing atmospheric pressure afterglow LADESI Laser assisted desorption electrospray ionisation LDESI Laser desorption electrospray ionisation LEMS Laser electrospray mass spectrometry LSI Laser spray ionisation IR-LAMICI Infrared laser ablation metastable induced chemical ionisation LDSPI Laser desorption spray post-ionisation PAMLDI Plasma assisted multiwavelength laser desorption ionisation HALDI High voltage-assisted laser desorption ionisation PALDI Plasma assisted laser desorption ionisation ESSI Extractive electrospray ionisation PESI Probe electrospray ionisation ND-ESSI Neutral desorption extractive electrospray ionisation PS Paper spray DIP-APCI Direct inlet probe-atmospheric pressure chemical ionisation TS Touch spray Wooden-tip Wooden-tip electrospray CBS-SPME Coated blade spray solid phase microextraction TSI Tissue spray ionisation RADIO Radiofrequency acoustic desorption ionisation LIAD-ESI Laser induced acoustic desorption electrospray ionisation SAWN Surface acoustic wave nebulization UASI Ultrasonication-assisted spray ionisation SPA-nanoESI Solid probe assisted nanoelectrospray ionisation PAUSI Paper assisted ultrasonic spray ionisation DPESI Direct probe electrospray ionisation ESA-Py Electrospray assisted pyrolysis ionisation APPIS Ambient pressure pyroelectric ion source RASTIR Remote analyte sampling transport and ionisation relay SACI Surface activated chemical ionisation DEMI Desorption electrospray metastable-induced ionisation REIMS Rapid evaporative ionisation mass spectrometry SPAM Single particle aerosol mass spectrometry TDAMS Thermal desorption-based ambient mass spectrometry MAII Matrix assisted inlet ionisation SAII Solvent assisted inlet ionisation SwiFERR Switched ferroelectric plasma ioniser LPTD Leidenfrost phenomenon assisted thermal desorption
(42) According to an embodiment the ambient ionisation ion source may comprise a rapid evaporative ionisation mass spectrometry (REIMS) ion source wherein an RF voltage is applied to one or more electrodes in order to generate an aerosol or plume of surgical smoke by Joule heating.
(43) However, it will be appreciated that other ambient ion sources including those referred to above may also be utilised. For example, according to another embodiment the ambient ionisation ion source may comprise a laser ionisation ion source. According to an embodiment the laser ionisation ion source may comprise a mid-IR laser ablation ion source. For example, there are several lasers which emit radiation close to or at 2.94 m which corresponds with the peak in the water absorption spectrum. According to various embodiments the ambient ionisation ion source may comprise a laser ablation ion source having a wavelength close to 2.94 m on the basis of the high absorption coefficient of water at 2.94 m. According to an embodiment the laser ablation ion source may comprise a Er:YAG laser which emits radiation at 2.94 m.
(44) Other embodiments are contemplated wherein a mid-infrared optical parametric oscillator (OPO) may be used to produce a laser ablation ion source having a longer wavelength than 2.94 m. For example, an Er:YAG pumped ZGP-OPO may be used to produce laser radiation having a wavelength of e.g. 6.1 m, 6.45 m or 6.73 m. In some situations it may be advantageous to use a laser ablation ion source having a shorter or longer wavelength than 2.94 m since only the surface layers will be ablated and less thermal damage may result. According to an embodiment a Co:MgF2 laser may be used as a laser ablation ion source wherein the laser may be tuned from 1.75-2.5 m. According to another embodiment an optical parametric oscillator (OPO) system pumped by a Nd:YAG laser may be used to produce a laser ablation ion source having a wavelength between 2.9-3.1 m. According to another embodiment a CO.sub.2 laser having a wavelength of 10.6 m may be used to generate the aerosol, smoke or vapour.
(45) According to other embodiments the ambient ionisation ion source may comprise an ultrasonic ablation ion source which generates a liquid sample which is then aspirated as an aerosol. The ultrasonic ablation ion source may comprise a focused or unfocussed source.
(46) According to an embodiment the first device for generating aerosol, smoke or vapour from a target may comprise an electrosurgical tool which may utilise a continuous RF waveform. According to other embodiments a radiofrequency tissue dissection system may be used which is arranged to supply pulsed plasma RF energy to a tool. The tool may comprise, for example, a PlasmaBlade. Pulsed plasma RF tools operate at lower temperatures than conventional electrosurgical tools (e.g. 40-170 C. c.f. 200-350 C.) thereby reducing thermal injury depth. Pulsed waveforms and duty cycles may be used for both cut and coagulation modes of operation by inducing electrical plasma along the cutting edge(s) of a thin insulated electrode.
(47) Rapid Evaporative Ionisation Mass Spectrometry (REIMS)
(48)
(49) As will be described further below, a liquid trap or separator (not shown in
(50) According to various embodiments a matrix comprising an organic solvent such as isopropanol may be added to the aerosol or surgical plume 5 at the atmospheric pressure interface 7. The mixture of aerosol 3 and organic solvent may then be arranged to impact upon a collision surface within a vacuum chamber of the mass and/or ion mobility spectrometer 8. According to an embodiment the collision surface may be heated. The aerosol is caused to ionise upon impacting the collision surface resulting in the generation of analyte ions. The ionisation efficiency of generating the analyte ions may be improved by the addition of the organic solvent. However, the addition of an organic solvent is not essential.
(51) Analyte ions which are generated by causing the aerosol, smoke or vapour 5 to impact upon the collision surface are then passed through subsequent stages of the mass and/or ion mobility spectrometer and are subjected to mass and/or ion mobility analysis in a mass and/or ion mobility analyser. The mass analyser may, for example, comprise a quadrupole mass analyser or a Time of Flight mass analyser.
(52)
(53) According to this embodiment a polypectomy snare 26 is provided. As shown in
(54) When an RF voltage is applied to the wire snare 26, the wire snare 26 acts as an electrosurgical tool and effectively cuts and removes the polyp 27. At the same time, surgical smoke or aerosol 28 is generated which is substantially unable to pass into the end 24 of the tubing 23 which houses the wire snare 26. The tubing 23 which houses the wire snare 26 may additionally be provided with fenestrations or one or more aspiration ports 25 which enables the surgical smoke or aerosol 28 to be aspirated into the tubing 23 which houses the wire snare 26. The surgical smoke or aerosol 28 may be sucked towards the tubing, e.g. by a pump (not shown in
(55) The resulting analyte ions may then be mass analysed and/or ion mobility analysed and real time information relating to the tissue which is being resected is provided to a user (who may be, for example, a surgeon or a specialist nurse). In addition to cutting the polyp 27 away from the lining of the stomach 21 or colon, the snare 26 may also be used to hold on to the polyp 27 so that the polyp 27 can be removed from the stomach 21 or colon, optionally analysed and then disposed of.
(56) The endoscope may emit light 18 and comprise a camera such that a user may appropriately operate the electrosurgical tool and endoscope.
(57) According to various embodiments, a liquid trap or separator (not shown in
(58) According to various other embodiments, the electrosurgical tool and associated endoscope may be used in other body cavities and organs including the lung, nose and urethra. It will accordingly be appreciated that the terms endoscope, endoscopic an endoscopy, etc., as used herein are intended to encompass arrangements such as bronchoscopes/bronchoscopy, rhinoscopes/rhinoscopy, nasoscopes/nasoscopy, cytoscopes/cystoscopy, and the like.
(59) Where the endoscope is used in the lung, for example, a small amount of lung tissue may be analysed using the electrosurgical tool, e.g. to test for cancer. This could be performed additionally to or instead of obtaining and analysing a biopsy sample. According to an embodiment the snare may comprise a monopolar electrode device and a relatively large pad acting as a return electrode may be placed underneath the patient so that electrical current flows from the snare electrode, through the patient, to the return electrode. Other embodiments are also contemplated wherein the snare electrode may comprise a bipolar device such that electrical current does not flow through the patient's body. A bipolar electrode device may be used, for example, in very sensitive operations such as brain surgery wherein it is clearly undesirable for an electrical current to flow through surrounding tissue.
(60) Although a monopolar or a bipolar electrode arrangement is particularly beneficial, other embodiments are also contemplated wherein the electrosurgical tool may comprise a multi-phase or 3-phase device and may comprise, for example, three or more separate electrodes or probes.
(61) According to another embodiment an optical fibre coupled to a laser source may be used to generate the aerosol, smoke or vapour.
(62) A matrix may be added or mixed with the analyte, smoke, fumes, liquid, gas, surgical smoke, aerosol and/or vapour prior to the analyte, smoke, fumes, liquid, gas, surgical smoke, aerosol and/or vapour impacting upon the collision surface.
(63) The matrix may comprise a solvent for the analyte, smoke, fumes, liquid, gas, surgical smoke, aerosol and/or vapour and/or may comprise an organic solvent and/or a volatile compound.
(64) According to an embodiment the matrix may comprise polar molecules, water, one or more alcohols, methanol, ethanol, isopropanol, acetone or acetonitrile. Isopropanol is particularly beneficial to use.
(65) The matrix which is added may additionally or alternatively comprise a lockmass, lock mobility or calibration compound.
(66) The addition of a matrix is particularly beneficial in that dissolving analyte in the matrix eliminates intermolecular bonding between the analyte molecules. As such, when the dissolved analyte is collided with the collision surface, the dissolved analyte will fragment into droplets and any given droplet is likely to contain fewer analyte molecules than it would if the matrix were not present. This in turn leads to a more efficient generation of ions when the matrix in each droplet is evaporated.
(67)
(68) The rapid evaporative ionisation mass spectrometry (REIMS) endoscopic setup was initially optimized and its reproducibility was assessed using a porcine stomach model. Artificial polyps were created within porcine stomach mucosa and resections were undertaken using a polypectomy snare 26 as shown in
(69) The provision of fenestrations 25 on the plastic sheath 23 of the rapid evaporative ionisation mass spectrometry (REIMS) snare which are distal from the tool deployment opening 24 of the snare are particularly beneficial since the fenestrations or aspiration ports 25 allow surgical smoke or aerosol 28 to be aspirated when the tool deployment opening 24 is at least partially or totally blocked.
(70) The aerosol particles 28 which enter the tubing 23 housing the rapid evaporative ionisation mass spectrometry (REIMS) snare 26 via the fenestrations or aspiration ports 25 may then be transferred to a mass and/or ion mobility spectrometer 12 via PTFE tubing 15 which is connected to a port of the snare. The snare 26 may be connected to the proximal end of a rapid evaporative ionisation mass spectrometry (REIMS) endoscope 17. The tubing 15 may be connected directly to an inlet capillary or ion sampling orifice of the mass and/or ion mobility spectrometer 12. It will be understood that the mass and/or ion mobility spectrometer is distal to the point of evaporation.
(71) Aspiration of the aerosols may be facilitated using a Venturi pump driven by standard medical air or nitrogen.
(72) The mass and/or ion mobility spectrometer may include a modified atmospheric interface which may include a collision surface which is positioned along and adjacent to the central axis of the large opening of a StepWave ion guide. As will be understood by those skilled in the art, a StepWave ion guide comprises two conjoined ion tunnel ion guides. Each ion guide comprises a plurality of ring or other electrodes wherein ions pass through the central aperture provided by the ring or other electrodes. Transient DC voltages or potentials are applied to the electrodes. The StepWave ion guide is based on stacked ring ion guide technology and is designed to maximise ion transmission from the source to the mass and/or ion mobility analyser. The device allows for the active removal of neutral contaminants thereby providing an enhancement to overall signal to noise. The design enables the efficient capture of the diffuse ion cloud entering a first lower stage which is then focused into an upper ion guide for transfer to the mass and/or ion mobility analyser.
(73) The collision surface located within a vacuum chamber of the mass and/or ion mobility spectrometer facilitates efficient fragmentation of molecular clusters formed in the free jet region of the atmospheric interface due to the adiabatic expansion of gas entering the vacuum chamber and the resulting drop of temperature. Other means for facilitating efficient fragmentation of molecular clusters may additionally or alternatively be provided within the vacuum chamber, for example, a collision gas may be provided in this region wherein collisions with the collision gas may help to break up the molecular clusters.
(74) The surface-induced dissociation of supramolecular clusters may improve the signal intensity and also alleviates the problems associated with the contamination of ion optics.
(75) Rapid evaporative ionisation mass spectrometry spectra recorded from the porcine stomach model in the m/z range 600-1000 feature predominantly phospholipids which have been observed for all mammalian tissue types in previous rapid evaporative ionisation mass spectrometry experiments.
(76) Various experiments have been performed in order to optimise the snare tip geometry and also to optimise the number and relative positions of the fenestrations on the plastic sheath of the snare. An assessment of the repeatability of the analysis has also been performed.
(77) Following optimization of the sampling geometry, the rapid evaporative ionisation mass spectrometry endoscopic setup was tested on ex vivo human samples including gastric adenocarcinoma, healthy gastric mucosa and healthy gastric submucosa. The samples were acquired from three individual patients, all of whom provided written informed consent.
(78) According to various embodiments of performing rapid evaporative ionisation mass spectrometry (REIMS), an electrosurgical probe comprising an electrosurgical tool and one or more aspiration ports may be provided deployed within an endoscope.
(79) Real time and/or delayed information may be provided to a user of the electrosurgical tool that may comprise mass and/or ion mobility spectral information and/or tissue classification information. A feedback device and/or an alarm and/or an alert may also be provided to provide a user of the electrosurgical tool with feedback and/or an alarm and/or an alert that analyte from an undesired target region or area is being analysed by the analyser or that the electrosurgical tool is operating in and/or is located in an undesired target region or area.
(80) Electrical power to the electrosurgical tool may be reduced and/or stopped in the event that analyte from an undesired target region or area is being analysed by the analyser and/or the electrosurgical tool is operating in and/or is located in an undesired target region or area.
(81) The rapid evaporative ionisation mass spectrometry-based endoscopic setup according to various embodiments addresses various potential problems.
(82) In particular, various embodiments address the problems of the presence of liquids and moisture in the relatively closed endoscopic environment (i.e., in the stomach or intestines, etc.) which necessitates strategies to prevent liquid from reaching the analyser (or at least to reduce the amount of liquid reaching the analyser) since the liquid will not typically be related to the tissue sample of interest and may damage the analyser.
(83) It has been found that strategies designed to reduce the amount of liquid that is initially aspirated into the probe can have disadvantageous side effects on the operation of the device and can often be ineffective because of the relatively closed endoscopic environment.
(84) Accordingly, the method of rapid evaporative ionisation mass spectrometry (REIMS) analysis according to various embodiments allows for the initial aspiration of undesired liquid by the electrosurgical probe but then removes the undesired liquid before the liquid is able to reach the analyser, i.e. using a liquid trap or separator.
(85) The various embodiments also address the problems associated with restrictions on the size of the electrosurgical probe due to its use in endoscopic environments, as well as potential problems associated with dead volumes, memory effects, trapping of the volume of liquid aspirated during a surgical intervention, cleanability and/or disposability, and potential modification of the composition of the aerosol or surgical smoke by the apparatus.
(86) Although particularly beneficial in the context of performing analysis of endoscopic environments, the apparatus according to various embodiments may also be useful in other situations. Thus, the apparatus need not comprise an endoscope. For example, there a number of applications of the apparatus according to various embodiments in which liquid that is unrelated to a target of interest (that is being analysed by the first device) may be aspirated to or towards the analyser. For example, in various embodiments, saline, blood, urine, mucus and/or other bodily fluids may be aspirated to or towards the analyser when analysing a target (e.g. tissue) of interest. Thus, according to various embodiments, the liquid trap or separator may capture and/or discard any one or more or all of these liquids in order to prevent the liquid reaching (and potentially damaging) the analyser.
(87) In accordance with various embodiments, as shown in
(88) The liquid trap or separator 32 may be arranged to capture the liquid, e.g. using a liquid collector, for later disposal.
(89) Feedback and/or an alarm and/or an alert may be provided to a user, e.g. when the liquid trap 32 is or is close to being full. Additionally or alternatively, the apparatus (e.g. the electrosurgical tool 31) may be disabled or partially disabled, e.g. by reducing or stopping electrical power to the apparatus (e.g. to the electrosurgical tool 31) in the event that the liquid trap 32 is or is close to being full. The liquid trap 32 may be provided with one or more liquid detectors for this purpose.
(90) PTFE tubing 35 may be provided to connect the electrosurgical tool 31 to the liquid trap or separator 32, and the liquid trap or separator 32 to the inlet capillary or ion sampling orifice of the mass and/or ion mobility spectrometer. The aspirated surgical smoke or aerosol may be transported to the mass and/or ion mobility spectrometer through the tubing 35.
(91) According to various endoscopic embodiments, when the electrosurgical tool 31 is inserted into the endoscopic environment, the liquid trap or separator 32 may remain external to the endoscopic environment. This avoids the need to provide an additional device for preventing liquid from being aspirated by the electrosurgical tool 31 so that the size of the electrosurgical tool 31 can be kept to a minimum.
(92) The liquid trap or separator 32 may take various different forms.
(93) The features of the liquid trap or separator 32 may include: (i) minimal dead volume in order to ensure fast operation and minimal delay time; (ii) minimal memory effects (which occur when the sample analysed by the mass and/or ion mobility spectrometer does not relate to the sample currently being evaporated by the electrosurgical tool)in particular the internal geometrical profile of the flow channel of the liquid trap or separator may not cause significant memory effects; (iii) the liquid trap or separator 32 may have a sufficient trapping volume in order to store the liquid aspirated during a surgical intervention; (iv) contaminated surfaces and parts of the liquid trap or separator 32 (i.e., those that come into contact with the liquid) may be easily cleanable or disposable; (v) the material of the parts of the liquid trap or separator 32 that come into contact with the aerosol may not modify the composition of the aerosol so as not to influence the measurement results; and (vi) the liquid trap or separator may be sterile or sterilised.
(94) More specifically, it was determined that the liquid trap or separator 32 according to various embodiments may beneficially meet the following technical parameters: (i) the maximum allowed delay time may be around 2 s with about 750 ml/min gas flow rate (to be added to the inherent delay time of the tube connecting the endoscope and the mass and/or ion mobility spectrometer, which is typically, e.g., about 3 meters in length and about 1.5 mm in internal diameter); (ii) the maximum memory effect may give around 3 s until the signal intensity drops to 10% from the peak maximum; and (iii) the minimum volume of liquid collector may be around 30 ml.
(95) Various embodiments of the liquid trap or separator were tested using the following experimental work flows.
(96) Various liquid traps or separators having a liquid collection vial with a known tare weight were attached to the outlet of an electrosurgical tool or probe. A vacuum pump was connected to the other outlet of the liquid trap or separator to suck air though the system. The flow rate was set to about 750 ml/min.
(97) According to a discontinuous test, about 20 ml of water was aspirated through the inlet by immersing the electrosurgical tool in liquid for about 1 s time periods with a 15 s break between each immersion. This activity was continued until the 20 ml of water had been aspirated. After aspiration of the whole 20 ml, the liquid collection vial was weighed to determine the amount of separated and non-separated liquid.
(98) According to a continuous test, the above measurement was repeated by continuously aspirating 20 ml of water.
(99) Using these measurement methods the liquid separation efficiency and the performance of each liquid trap or separator was determined.
(100) According to tests using a mass spectrometer, a mass spectrometer was attached to the outlet of the electrosurgical tool. Surgical fumes or aerosol was aspirated via the electrosurgical tool. The time between the actual aspiration and the appearance of a mass spectral signal was measured. The measurement was repeated after suction of liquid for about 1 s. The entire operation was repeated three times and the spectrum intensity readings were registered. As a control measurement, the same activity was performed without a liquid trap or separator using a PTFE tube of about 1.5 m length, and about 0.5 mm in internal diameter.
(101) Using these measurements, the delay time, the memory effect and decrease of signal intensity was established.
(102) According to an embodiment the liquid trap or separator may comprise a valve based liquid separator. The aspirated sample may be transferred through a tube detector section where the presence of any unwanted liquid may be detected. If liquid is detected then the sample flow may be diverted to a liquid collector by controlled valves.
(103) As shown in
(104) Simultaneously, an outlet selector valve 43 may also be commanded such that the air flow coming from the liquid collector 44 is sucked rather than the liquid flow coming from the inlet valve 42. This prevents blocking of the system.
(105) In the event that gas is detected by the detector 41, the electronic controller may reset both valves, so that the aerosol part of the sample flows into the mass and/or ion mobility spectrometer through the inlet and outlet valves.
(106) The liquid detector 41 may be located relatively close to the analyser 33 (e.g. mass and/or ion mobility spectrometer) or more beneficially relatively close to (e.g. as close as possible to) the electrosurgical tool 31 (endoscopic device). This provides more time for the diverter to operate.
(107) Other types of detector may be used to detect liquid, such as for example, an optical transmission detector, an optical reflection detector, an ultrasonic transmission detector, an ultrasonic reflectance detector, and/or an electrical detector.
(108) An electrical detector may comprise, e.g. two or more probes or electrodes for measuring a resistance, voltage, capacitance or current. The probes or electrodes may be embedded into a small section of the sampling tubing, and may be arranged to measure the electrical conductivity, resistance and/or capacitance of the section of the sampling tubing. In this case, when liquid is present, the resistance, voltage or current between the two or more probes will change, allowing the presence of the liquid to be detected.
(109) An ultrasonic detector may comprise an ultrasonic transmitter and detector pair, e.g. embedded in a small section of the sampling tubing. As liquid passes through the tubing the ultrasonic signal received from the ultrasonic transmitter by the ultrasonic detector will change as the liquid absorbs the ultrasonic energy, thereby allowing the presence of liquid to be detected.
(110) A prototype unit was built on an aluminium/PE sandwich panel. PTFE tubes ( 1/16 outer diameter and 1 mm inner diameter) were equipped with standard fittings. Both the inlet and outlet valves were made from PTFE with seats of about 0.5 mm. The detector on the inlet was an opto-gate comprising an LED (having an opening of about 0.5 mm) and a phototransistor.
(111) The device was demonstrated to work as planned. A vent valve may be provided in order to address the fact that during the period of liquid separation, the mass and/or ion mobility spectrometer attached to the outlet sucks gas from above stagnating and already separated liquid.
(112) Exceedingly short delay times (about 0.2 s) were achieved due to the small transfer volume in the aerosol suction phase.
(113) As shown in
(114) The aspirated liquid may be transferred through a tube system made of a moisture absorbent, hydrophilic, capillary structured material. The tube may have a constant bend which causes permanent contact between the liquid and the inner walls of the tubes. The porous material may absorb the liquid content of the sample, so that only the gas will pass through to the outlet.
(115) Gypsum was selected as being the most suitable absorbent material. Gypsum is beneficial due to its absorbency, as well as due to the fact that it can be easily shaped to the desired geometry. A coil or helix shaped silicon rubber tube was cast into gypsum. The tube was removed from the cast once the gypsum hardened. Fittings 52 were attached to the inlet and outlet of the tube, to function as the connection ports of the system.
(116) The device was demonstrated to work as planned. This embodiment beneficially represents a cost-efficient construction thereby allowing disposability. A large volume of tubing may be provided to absorb the required amount of liquid and to address the problem of the absorbency decreasing as the gypsum is saturated with liquid (most probably due to the early saturation of the upper absorbent layer and the hindered migration of liquid towards the inner absorbent layers).
(117) According to another embodiment the liquid trap or separator may comprise a continuously operating centrifugal liquid separator. The liquid separator according to this embodiment is based on the continuous centrifugal separation technique. The design maintains system dead volume as low as possible. A small transfer volume in relation to the required gas flow may be used while maintaining the sufficient capacity of the liquid collector.
(118) As shown in
(119) As shown in
(120) According to a yet further embodiment the liquid trap or separator may comprise a liquid trap. The liquid trap may comprise a sealed chamber having an inlet though which the surgical smoke or aerosol and the liquid are introduced into the chamber and an outlet through which surgical smoke or aerosol can leave the chamber without any liquid leaving the chamber.
(121) As shown in
(122) Two prototypes were built comprising a 4 ml vial and a 30 ml vial respectively, and the following parameters were measured that demonstrate their operation:
(123) TABLE-US-00002 4 ml version 30 ml version Delay time: 1.8 s 2.8 s Memory effect: 2.3 s 5 s Effective trapping 1.5-2 ml 10-15 ml volume:
(124) As can be seen, the smaller 4 ml version of the liquid trap is beneficial as it has a delay time and memory effect within the desired range. Another benefit of this embodiment is that it is inexpensive and simple, and as a consequence, disposable. The limited trapping volume can be addressed by regularly replacing the device as required.
(125) As will be appreciated, the described embodiments of the liquid trap or separator address the requirements for the endoscopic applications without compromising the efficiency of the signal generation and the robustness of the instrument.
(126) Analysing Sample Spectra
(127) A list of analysis techniques which may be used in accordance with various embodiments is given in the following table:
(128) TABLE-US-00003 Analysis Techniques Univariate Analysis Multivariate Analysis Principal Component Analysis (PCA) Linear Discriminant Analysis (LDA) Maximum Margin Criteria (MMC) Library Based Analysis Soft Independent Modelling Of Class Analogy (SIMCA) Factor Analysis (FA) Recursive Partitioning (Decision Trees) Random Forests Independent Component Analysis (ICA) Partial Least Squares Discriminant Analysis (PLS-DA) Orthogonal (Partial Least Squares) Projections To Latent Structures (OPLS) OPLS Discriminant Analysis (OPLS-DA) Support Vector Machines (SVM) (Artificial) Neural Networks Multilayer Perceptron Radial Basis Function (RBF) Networks Bayesian Analysis Cluster Analysis Kernelized Methods Subspace Discriminant Analysis K-Nearest Neighbours (KNN) Quadratic Discriminant Analysis (QDA) Probabilistic Principal Component Analysis (PPCA) Non negative matrix factorisation K-means factorisation Fuzzy c-means factorisation Discriminant Analysis (DA)
(129) Combinations of the foregoing analysis approaches can also be used, such as PCA-LDA, PCA-MMC, PLS-LDA, etc.
(130) Analysing the sample spectra can comprise unsupervised analysis for dimensionality reduction followed by supervised analysis for classification.
(131) By way of example, a number of different analysis techniques will now be described in more detail.
(132) Multivariate AnalysisDeveloping a Model for Classification
(133) By way of example, a method of building a classification model using multivariate analysis of plural reference sample spectra will now be described.
(134)
(135) The multivariate analysis such as this can provide a classification model that allows a sample (such as an aerosol, smoke or vapour sample, a biological sample, etc.) to be classified using one or more sample spectra obtained from the sample. The multivariate analysis will now be described in more detail with reference to a simple example.
(136)
(137) Each of the reference sample spectra has been pre-processed in order to derive a set of three reference peak-intensity values for respective mass to charge ratios in that reference sample spectrum. Although only three reference peak-intensity values are shown, it will be appreciated that many more reference peak-intensity values (e.g., 100 reference peak-intensity values) may be derived for a corresponding number of mass to charge ratios in each of the reference sample spectra. In other embodiments, the reference peak-intensity values may correspond to: masses; mass to charge ratios; ion mobilities (drift times); and/or operational parameters.
(138)
(139) The set of reference sample spectra may be represented by a reference matrix D having rows associated with respective reference sample spectra, columns associated with respective mass to charge ratios, and the elements of the matrix being the peak-intensity values for the respective mass to charge ratios of the respective reference sample spectra.
(140) In many cases, the large number of dimensions in the multivariate space and matrix D can make it difficult to group the reference sample spectra into classes. PCA may accordingly be carried out on the matrix D in order to calculate a PCA model that defines a PCA space having a reduced number of one or more dimensions defined by principal component axes. The principal components may be selected to be those that comprise or explain the largest variance in the matrix D and that cumulatively explain a threshold amount of the variance in the matrix D.
(141)
(142) The PCA model may be calculated from the matrix D using a non-linear iterative partial least squares (NIPALS) algorithm or singular value decomposition, the details of which are known to the skilled person and so will not be described herein in detail. Other methods of calculating the PCA model may be used.
(143) The resultant PCA model may be defined by a PCA scores matrix S and a PCA loadings matrix L. The PCA may also produce an error matrix E, which contains the variance not explained by the PCA model. The relationship between D, S, L and E may be:
D=SL.sup.T+E(1)
(144)
(145) The PCA space comprises plural transformed reference points or PCA scores, with each transformed reference point or PCA score corresponding to a reference sample spectrum of
(146) As is shown in
(147) Further supervised multivariate analysis, such as multi-class LDA or maximum margin criteria (MMC), using the PCA space may then be performed so as to define classes and, optionally, further reduce the dimensionality.
(148) As will be appreciated by the skilled person, multi-class LDA seeks to maximise the ratio of the variance between classes to the variance within classes (i.e., so as to give the largest possible distance between the most compact classes possible). The details of LDA are known to the skilled person and so will not be described herein in detail.
(149) The resultant PCA-LDA model may be defined by a transformation matrix U, which may be derived from the PCA scores matrix S and class assignments for each of the transformed spectra contained therein by solving a generalised eigenvalue problem.
(150) The transformation of the scores S from the original PCA space into the new LDA space may then be given by:
Z=SU(2)
where the matrix Z contains the scores transformed into the LDA space.
(151)
(152) The PCA loadings matrix L, the LDA matrix U and transformed class averages and covariance matrices or hyperplanes or hypersurfaces or Voronoi cells may be output to a database for later use in classifying an aerosol, smoke or vapour sample.
(153) The transformed covariance matrix in the LDA space V.sub.g for class g may be given by
V.sub.g=U.sup.TV.sub.gU (3)
(154) where V.sub.g are the class covariance matrices in the PCA space.
(155) The transformed class average position z.sub.g for class g may be given by
s.sub.gU=z.sub.g(4)
(156) where s.sub.g is the class average position in the PCA space.
(157) Multivariate AnalysisUsing a Model for Classification
(158) By way of example, a method of using a classification model to classify a sample (such as an aerosol, smoke or vapour sample) will now be described.
(159)
(160) Classification of a sample (e.g. an aerosol, smoke or vapour sample) will now be described in more detail with reference to the simple PCA-LDA model described above.
(161)
(162) The sample spectrum may be represented by a sample vector d.sub.x, with the elements of the vector being the peak-intensity values for the respective mass to charge ratios. A transformed PCA vector s.sub.x for the sample spectrum can be obtained as follows:
d.sub.xL=s.sub.x(5)
(163) Then, a transformed PCA-LDA vector z.sub.x for the sample spectrum can be obtained as follows:
s.sub.xU=z.sub.x(6)
(164)
(165) In this example, the projected sample point is to one side of a hyperplane between the classes that relates to the right-hand class, and so the sample (aerosol, smoke or vapour sample) may be classified as belonging to the right-hand class.
(166) Alternatively, the Mahalanobis distance from the class centres in the LDA space may be used, where the Mahalanobis distance of the point z.sub.x from the centre of class g may be given by the square root of:
(z.sub.xz.sub.g).sup.T(V.sub.g).sup.1(z.sub.xz.sub.g)(8)
and the data vector d.sub.x may be assigned to the class for which this distance is smallest.
(167) In addition, treating each class as a multivariate Gaussian, a probability of membership of the data vector to each class may be calculated.
(168) Library Based AnalysisDeveloping a Library for Classification
(169) By way of example, a method of building a classification library using plural input reference sample spectra will now be described.
(170)
(171) A classification library such as this allows a sample (e.g. an aerosol, smoke or vapour sample) to be classified using one or more sample spectra obtained from the sample. The library based analysis will now be described in more detail with reference to an example.
(172) In this example, each entry in the classification library is created from plural pre-processed reference sample spectra that are representative of a class. In this example, the reference sample spectra for a class are pre-processed according to the following procedure:
(173) First, a re-binning process is performed. In this embodiment, the data are resampled onto a logarithmic grid with abscissae:
(174)
where N.sub.chan is a selected value and x denotes the nearest integer below x. In one example, N.sub.chan is 2.sup.12 or 4096.
(175) Then, a background subtraction process is performed. In this embodiment, a cubic spline with k knots is then constructed such that p % of the data between each pair of knots lies below the curve. This curve is then subtracted from the data. In one example, k is 32. In one example, p is 5.
(176) A constant value corresponding to the q % quantile of the intensity subtracted data is then subtracted from each intensity. Positive and negative values are retained. In one example, q is 45.
(177) Then, a normalisation process is performed. In this embodiment, the data are normalised to have mean
(178) An entry in the library then consists of metadata in the form of a median spectrum value .sub.i and a deviation value D.sub.i for each of the N.sub.chan points in the spectrum.
(179) The likelihood for the i'th channel is given by:
(180)
(181) where C< and where (C) is the gamma function.
(182) The above equation is a generalised Cauchy distribution which reduces to a standard Cauchy distribution for C=1 and becomes a Gaussian (normal) distribution as C.fwdarw.. The parameter D.sub.i controls the width of the distribution (in the Gaussian limit D.sub.i=.sub.i is simply the standard deviation) while the global value C controls the size of the tails.
(183) In one example, C is 3/2, which lies between Cauchy and Gaussian, so that the likelihood becomes:
(184)
(185) For each library entry, the parameters .sub.i are set to the median of the list of values in the i'th channel of the input reference sample spectra while the deviation D.sub.i is taken to be the interquartile range of these values divided by 2. This choice can ensure that the likelihood for the i'th channel has the same interquartile range as the input data, with the use of quantiles providing some protection against outlying data.
(186) Library Based AnalysisUsing a Library for Classification
(187) By way of example, a method of using a classification library to classify a sample (e.g. an aerosol, smoke or vapour sample) will now be described.
(188)
(189) Classification of a sample (e.g. an aerosol, smoke or vapour sample) will now be described in more detail with reference to the classification library described above.
(190) In this example, an unknown sample spectrum y is the median spectrum of a set of plural sample spectra. Taking the median spectrum y can protect against outlying data on a channel by channel basis.
(191) The likelihood L.sub.s for the input data given the library entry s is then given by:
L.sub.s=Pr(y|,D)=.sub.i=1.sup.N.sup.
wherein .sub.i and D.sub.i are, respectively, the library median values and deviation values for channel i. The likelihoods L.sub.s may be calculated as log likelihoods for numerical safety.
(192) The likelihoods L.sub.s are then normalised over all candidate classes s to give probabilities, assuming a uniform prior probability over the classes. The resulting probability for the class {tilde over (s)} is given by:
(193)
(194) The exponent (1/F) can soften the probabilities which may otherwise be too definitive. In one example, F=100. These probabilities may be expressed as percentages, e.g., in a user interface.
(195) Alternatively, RMS classification scores R.sub.s may be calculated using the same median sample values and derivation values from the library:
(196)
(197) Again, the scores R.sub.s are normalised over all candidate classes s.
(198) The sample (e.g. aerosol, smoke or vapour sampl)e may then be classified as belonging to the class having the highest probability and/or highest RMS classification score.
(199) Methods of Medical Treatment, Surgery and Diagnosis and Non-Medical Methods
(200) Various different embodiments are contemplated. According to some embodiments the methods disclosed above may be performed on in vivo, ex vivo or in vitro tissue. The tissue may comprise human or non-human animal tissue.
(201) Various embodiments are contemplated wherein analyte ions generated by an ambient ionisation ion source are then subjected either to: (i) mass analysis by a mass analyser or filter such as a quadrupole mass analyser or a Time of Flight mass analyser; (ii) ion mobility analysis (IMS) and/or differential ion mobility analysis (DMA) and/or Field Asymmetric Ion Mobility Spectrometry (FAIMS) analysis; and/or (iii) a combination of firstly (or vice versa) ion mobility analysis (IMS) and/or differential ion mobility analysis (DMA) and/or Field Asymmetric Ion Mobility Spectrometry (FAIMS) analysis followed by secondly (or vice versa) mass analysis by a mass analyser or filter such as a quadrupole mass analyser or a Time of Flight mass analyser. Various embodiments also relate to an ion mobility spectrometer and/or mass analyser and a method of ion mobility spectrometry and/or method of mass analysis. Ion mobility analysis may be performed prior to mass to charge ratio analysis or vice versa.
(202) Various references are made in the present application to mass analysis, mass analysers, mass analysing, mass spectrometric data, mass spectrometers and other related terms referring to apparatus and methods for determining the mass or mass to charge of analyte ions. It should be understood that it is equally contemplated that the present invention may extend to ion mobility analysis, ion mobility analysers, ion mobility analysing, ion mobility data, ion mobility spectrometers, ion mobility separators and other related terms referring to apparatus and methods for determining the ion mobility, differential ion mobility, collision cross section or interaction cross section of analyte ions. Furthermore, it should also be understood that embodiments are contemplated wherein analyte ions may be subjected to a combination of both ion mobility analysis and mass analysis i.e. that both (a) the ion mobility, differential ion mobility, collision cross section or interaction cross section of analyte ions together with (b) the mass to charge of analyte ions is determined. Accordingly, hybrid ion mobility-mass spectrometry (IMS-MS) and mass spectrometry-ion mobility (MS-IMS) embodiments are contemplated wherein both the ion mobility and mass to charge ratio of analyte ions generated e.g. by an ambient ionisation ion source are determined. Ion mobility analysis may be performed prior to mass to charge ratio analysis or vice versa. Furthermore, it should be understood that embodiments are contemplated wherein references to mass spectrometric data and databases comprising mass spectrometric data should also be understood as encompassing ion mobility data and differential ion mobility data etc. and databases comprising ion mobility data and differential ion mobility data etc. (either in isolation or in combination with mass spectrometric data).
(203) Various surgical, therapeutic, medical treatment and diagnostic methods are contemplated.
(204) However, other embodiments are contemplated which relate to non-surgical and non-therapeutic methods of mass spectrometry and/or ion mobility spectrometry which are not performed on in vivo tissue. Other related embodiments are contemplated which are performed in an extracorporeal manner such that they are performed outside of the human or animal body.
(205) Further embodiments are contemplated wherein the methods are performed on a non-living human or animal, for example, as part of an autopsy procedure.
(206) It has also been recognised that a tool comprising a relatively extended and miniaturised probe comprising an ambient ion source for generating aerosol, smoke or vapour from a sample, i.e. similarly to the endoscope described above, may find application outside of the surgical or medical environments.
(207) For instance, such a tool may be used for minimally invasive analysis of fully packed containers e.g. at customs or airport security. The tool may be inserted into a relatively small hole formed in the container, with the ambient ion source then deployed through the tool deployment opening and activated to generate gaseous, smoke or vapour analyte material from within the container, with the gaseous, smoke or vapour material then being aspirated through fenestrations in the tool tubing and transported to an analyser for mass and/or ion mobility spectrometric analysis.
(208) Similarly, such a tool may find applications for analysis of closed pipe heating or cooling systems. It is known that organic growth such as fungi, bacteria, biofilms and/or algae may clog the heating or cooling pipes, but it is generally difficult to identify the organic material within such systems and hence difficult to ascertain how to treat it. This can be a particular problem in the cooling systems of a nuclear reactor, where disassembly of the cooling system for cleaning is prohibitively time consuming and expensive. By passing the tool through the pipework and deploying the ambient ion source into contact with the obstruction to generate gaseous, smoke or vapour analyte material which can then be aspirated into the tool housing and transported to a mass and/or ion mobility spectrometer for analysis, it may be possible to identify the nature of the organic growth and hence help determine how best to remove it.
(209) In the same manner, such a tool may find application in the fields of pest/parasite control, or structural testing/surveying. For instance, current methods for analysing fungal growth in the foundations or walls of a house tend to rely on optical imaging methods which can be inconclusive. By probing the growth and then mass analysing and/or ion mobility analysing the generated gaseous, smoke or vapour analyte material it is possible to more accurately determine the nature of the fungal growth.
(210) Although the has been described with reference to preferred embodiments, it will be understood by those skilled in the art that various changes in form and detail may be made without departing from the scope of the invention as set forth in the accompanying claims.